release: prebuilt 1.0.9 and langgraph 1.1.5 (#7401)

## Summary

Enhances `ExecutionInfo` and `Runtime` to surface richer execution
context and introduces `ServerInfo` for LangGraph Server metadata.

### `ExecutionInfo` expansion

Converted from `NamedTuple` to a frozen `dataclass`. Added identity
fields populated during task preparation in `_algo.py`:

| Field | Type | Default | Description |
|-------|------|---------|-------------|
| `checkpoint_id` | `str` | required | Checkpoint ID for the current
execution |
| `checkpoint_ns` | `str` | required | Checkpoint namespace for the
current execution |
| `task_id` | `str` | required | Task ID for the current execution |
| `thread_id` | `str \| None` | `None` | Thread ID (None without a
checkpointer) |
| `run_id` | `str \| None` | `None` | Run ID (None when not provided in
config) |
| `node_attempt` | `int` | `1` | Current node execution attempt number
(1-indexed) |
| `node_first_attempt_time` | `float \| None` | `None` | Unix timestamp
for when the first attempt started |

`checkpoint_id`, `checkpoint_ns`, and `task_id` are required (no
defaults) — they are always populated during task preparation in
`_algo.py`. `Runtime.execution_info` is `None` until that point.

### New `ServerInfo` type

Frozen dataclass with `assistant_id: str`, `graph_id: str`, and optional
`user: BaseUser | None`. Populated from config metadata (`assistant_id`,
`graph_id`) and `configurable["langgraph_auth_user"]` via
`_build_server_info()` in `pregel/main.py`.

User detection uses `isinstance(BaseUser)` with a `hasattr("identity")`
fallback — needed because the server's `ProxyUser` provides
`permissions` via `__getattr__`, which Python's `runtime_checkable`
Protocol check doesn't see.

### `Runtime` changes

- `execution_info` is now `ExecutionInfo | None` (default `None`), set
during task prep
- Added `server_info: ServerInfo | None` field, wired through `merge()`
and `override()`

### `ToolNode` / `ToolRuntime` forwarding

`execution_info` and `server_info` are forwarded from `Runtime` to
`ToolRuntime` so tools can access execution and server context.

### New public API surface

```python
from langgraph.runtime import BaseUser, ExecutionInfo, Runtime, ServerInfo, get_runtime
```

## Test plan

- [x] `ExecutionInfo` defaults, patch, and frozen behavior
- [x] Integration tests verifying identity fields are populated in sync
and async execution
- [x] Retry tests confirming identity fields persist and `node_attempt`
increments
- [x] `ServerInfo` construction, frozen behavior, and `Runtime.merge`
precedence
- [x] `server_info` populated from config metadata and
`langgraph_auth_user` (including starlette-style proxy user)
- [x] `server_info` is `None` when no server metadata present
- [x] `ToolRuntime` forwarding of `execution_info` and `server_info`

🤖 Generated with [Claude Code](https://claude.com/claude-code)

.github/ISSUE_TEMPLATE/bug-report.yml

@@ -8,6 +8,8 @@ body:
       value: |
         Thank you for taking the time to file a bug report.
 
+        > **All contributions must be in English.** See the [language policy](https://docs.langchain.com/oss/python/contributing/overview#language-policy).
+
         For usage questions, feature requests and general design questions, please use the [LangChain Forum](https://forum.langchain.com/).
 
         Check these before submitting to see if your issue has already been reported, fixed or if there's another way to solve your problem:
@@ -37,6 +39,16 @@ body:
           required: true
         - label: I posted a self-contained, minimal, reproducible example. A maintainer can copy it and run it AS IS.
           required: true
+  - type: textarea
+    id: related
+    validations:
+      required: false
+    attributes:
+      label: Related Issues / PRs
+      description: |
+        If this bug is related to any existing issues or pull requests, please link them here.
+      placeholder: |
+        * e.g. #123, #456
   - type: textarea
     id: reproduction
     validations:

.github/ISSUE_TEMPLATE/config.yml

@@ -2,13 +2,13 @@ blank_issues_enabled: false
 version: 2.1
 contact_links:
   - name: 💬 LangChain Forum
-    url:  https://forum.langchain.com/
+    url: https://forum.langchain.com/
     about: General community discussions and support
   - name: 📚 LangGraph Documentation
     url: https://docs.langchain.com/oss/python/langgraph/overview
     about: View the official LangGraph documentation
   - name: 📚 API Reference Documentation
-    url: https://reference.langchain.com/python/
+    url: https://reference.langchain.com/python/langgraph/
     about: View the official LangGraph API reference documentation
   - name: 📚 Documentation issue
     url: https://github.com/langchain-ai/docs/issues/new?template=02-langgraph.yml

.github/ISSUE_TEMPLATE/privileged.yml

@@ -1,22 +1,21 @@
-name: 🔒 Privileged
-description: You are a LangGraph maintainer, or was asked directly by a maintainer to create an issue here. If not, check the other options.
+name: "\U0001F512 Privileged"
+description: You are a LangGraph maintainer. If not, check the other options.
 body:
   - type: markdown
     attributes:
       value: |
-        Thanks for your interest in LangGraph! 🚀
+        > **All contributions must be in English.** See the [language policy](https://docs.langchain.com/oss/python/contributing/overview#language-policy).
 
-        If you are not a LangGraph maintainer or were not asked directly by a maintainer to create an issue, then please start the conversation on the [LangChain Forum](https://forum.langchain.com/) instead.
+        If you are not a LangGraph maintainer, employee, or were not asked directly by a maintainer to create an issue, then please start the conversation on the [LangChain Forum](https://forum.langchain.com/) instead.
 
-        You are a LangGraph maintainer if you maintain any of the packages inside of the LangGraph repository 
-        or are a regular contributor to LangGraph with previous merged merged pull requests.
+        **Note:** Do not begin work on a PR unless explicitly assigned to this issue by a maintainer.
   - type: checkboxes
     id: privileged
     attributes:
       label: Privileged issue
       description: Confirm that you are allowed to create an issue here.
       options:
-        - label: I am a LangGraph maintainer, or was asked directly by a LangGraph maintainer to create an issue here.
+        - label: I am a LangGraph maintainer.
           required: true
   - type: textarea
     id: content
@@ -26,4 +25,4 @@ body:
   - type: markdown
     attributes:
       value: |
-        Community members should **NOT** work on Privileged issues unless these issues have been explicitly marked with a "help-wanted" tag.
+        Please do not begin work on a PR unless explicitly assigned to this issue by a maintainer.

.github/PULL_REQUEST_TEMPLATE.md

@@ -1,31 +1,40 @@
-Thank you for contributing to LangGraph! Follow these steps to mark your pull request as ready for review. **If any of these steps are not completed, your PR will not be considered for review.**
+Fixes #
 
-- [ ] **PR title**: Follows the format: {TYPE}({SCOPE}): {DESCRIPTION}
-  - Examples:
-    - feat(core): add multi-tenant support
-    - fix(cli): resolve flag parsing error
-    - docs(openai): update API usage examples
-  - Allowed `{TYPE}` values:
-    - feat, fix, docs, style, refactor, perf, test, build, ci, chore, revert, release
-  - Allowed `{SCOPE}` values (optional):
-    - langgraph, docs, cli, checkpoint, checkpoint-postgres, checkpoint-sqlite, prebuilt, scheduler-kafka, sdk-py
-  - Once you've written the title, please delete this checklist item; do not include it in the PR.
+<!-- Replace everything above this line with a 1-2 sentence description of your change. Keep the "Fixes #xx" keyword and update the issue number. -->
 
-- [ ] **PR message**: ***Delete this entire checklist*** and replace with
-  - **Description:** a description of the change. Include a [closing keyword](https://docs.github.com/en/issues/tracking-your-work-with-issues/using-issues/linking-a-pull-request-to-an-issue#linking-a-pull-request-to-an-issue-using-a-keyword) if applicable.
-  - **Issue:** the issue # it fixes, if applicable
-  - **Dependencies:** any dependencies required for this change
-  - **Twitter handle:** if your PR gets announced, and you'd like a mention, we'll gladly shout you out!
+Read the full contributing guidelines: https://docs.langchain.com/oss/python/contributing/overview
 
-- [ ] **Add tests and docs**: If you're adding a new integration, you must include:
-  1. A test for the integration, preferably unit tests that do not rely on network access,
-  2. An example notebook showing its use. It lives in `docs/docs/integrations` directory.
+> **All contributions must be in English.** See the [language policy](https://docs.langchain.com/oss/python/contributing/overview#language-policy).
 
-- [ ] **Lint and test**: Run `make format`, `make lint` and `make test` from the root of the package(s) you've modified. We will not consider a PR unless these three are passing in CI. See [contribution guidelines](https://docs.langchain.com/oss/python/contributing/overview) for more.
+If you paste a large clearly AI generated description here your PR may be IGNORED or CLOSED!
+
+Thank you for contributing to LangGraph! Follow these steps to have your pull request considered as ready for review.
+
+1. PR title: Should follow the format: TYPE(SCOPE): DESCRIPTION
+
+    - feat(langgraph): add multi-tenant support
+  - Allowed TYPE and SCOPE values: https://github.com/langchain-ai/langgraph/blob/main/.github/workflows/pr_lint.yml#L19-L43
+
+2. PR description:
+
+  - Write 1-2 sentences summarizing the change.
+  - The `Fixes #xx` line at the top is **required** for external contributions — update the issue number and keep the keyword. This links your PR to the approved issue and auto-closes it on merge.
+  - If there are any breaking changes, please clearly describe them.
+  - If this PR depends on another PR being merged first, please include "Depends on #PR_NUMBER" in the description.
+
+3. Run `make format`, `make lint` and `make test` from the root of the package(s) you've modified.
+
+  - We will not consider a PR unless these three are passing in CI.
+
+4. How did you verify your code works?
 
 Additional guidelines:
 
-- Make sure optional dependencies are imported within a function.
-- Please do not add dependencies to `pyproject.toml` files (even optional ones) unless they are **required** for unit tests.
-- Most PRs should not touch more than one package.
-- Changes should be backwards compatible.
+  - All external PRs must link to an issue or discussion where a solution has been approved by a maintainer, and you must be assigned to that issue. PRs without prior approval will be closed.
+  - PRs should not touch more than one package unless absolutely necessary.
+  - Do not update the `uv.lock` files or add dependencies to `pyproject.toml` files (even optional ones) unless you have explicit permission to do so by a maintainer.
+
+## Social handles (optional)
+<!-- If you'd like a shoutout on release, add your socials below -->
+Twitter: @
+LinkedIn: https://linkedin.com/in/

.github/THREAT_MODEL.md

@@ -0,0 +1,479 @@
+# Threat Model: LangGraph
+
+> Generated: 2026-03-28 | Commit: 0ba22143 | Scope: Full monorepo (all libs/)
+
+> **Disclaimer:** This threat model is automatically generated to help developers and security researchers understand where trust is placed in this system and where boundaries exist. It is experimental, subject to change, and not an authoritative security reference — findings should be validated before acting on them. The analysis may be incomplete or contain inaccuracies. We welcome suggestions and corrections to improve this document.
+
+For vulnerability reporting, see the [GitHub Security Advisories](https://github.com/langchain-ai/langgraph/security/advisories) page.
+
+## Scope
+
+### In Scope
+
+- `libs/langgraph` — Core graph execution engine (Pregel, StateGraph, channels, functional API with `@entrypoint`/`@task`)
+- `libs/prebuilt` — High-level agent APIs (ToolNode, create_react_agent, ValidationNode, InjectedState/InjectedStore/ToolRuntime injection)
+- `libs/checkpoint` — Checkpoint serialization/deserialization (JsonPlusSerializer, EncryptedSerializer, BaseCache, stores, serde event hooks, SAFE_MSGPACK_TYPES allowlist)
+- `libs/checkpoint-postgres` — PostgreSQL checkpoint saver, key-value store, and vector search
+- `libs/checkpoint-sqlite` — SQLite checkpoint saver, key-value store, and vector search
+- `libs/cli` — CLI for Docker-based deployment (`langgraph up/build/dev/new`), WebhookUrlPolicy
+- `libs/sdk-py` — Python SDK client for LangGraph Server API (HttpClient, Auth system, Encryption handlers)
+
+### Out of Scope
+
+- `libs/sdk-js` — Moved to external `langchain-ai/langgraphjs` repository; no source in this repo
+- `libs/checkpoint-conformance` — Conformance test suite only; not shipped code
+- LangGraph Server / `langgraph-api` — Closed-source server runtime; not in this repo
+- LangChain Core (`langchain-core`) — Upstream dependency; separate threat model
+- User application code — Tools, prompts, model selection, deployment infrastructure
+- LLM provider behavior — Model output content and safety
+- LangSmith platform — Observability/tracing backend
+- Tests, benchmarks, documentation — Not shipped code
+
+### Assumptions
+
+1. The project is used as a library/framework — users control their own application code, model selection, and deployment.
+2. Checkpoint storage backends (databases) are deployed with proper access controls by the user.
+3. LLM providers return well-formed responses per their documented API contracts.
+4. The `langgraph.json` configuration file is developer-controlled and not user-supplied at runtime.
+5. The CLI runs in a developer environment with Docker access.
+6. The SDK connects to trusted LangGraph Server endpoints chosen by the user.
+7. SDK Encryption handlers are developer-authored server-side code with application-level trust.
+
+---
+
+## System Overview
+
+LangGraph is an open-source Python framework for building stateful, multi-actor AI agent applications. It provides a graph-based execution model (Bulk Synchronous Parallel via the Pregel engine) where user-defined nodes process shared state through typed channels. The framework supports two authoring APIs: the declarative StateGraph API and the functional API (`@entrypoint`/`@task` decorators). It includes checkpointing (persistence of graph state to databases), tool execution (dispatching LLM-generated tool calls with runtime injection of state/store/context), remote graph composition (calling LangGraph Server APIs), Docker-based deployment via a CLI, and a beta SDK encryption framework for custom at-rest encryption handlers.
+
+### Architecture Diagram
+
+```
++---------------------------------------------------------------------------+
+|                        User Application                                    |
+|                                                                            |
+|  +-----------------------------------------------+                        |
+|  |  User Application Code                         |                       |
+|  |  (graph nodes, tools; StateGraph builder API   |                       |
+|  |   and functional API @entrypoint/@task both    |                       |
+|  |   compile to the same Pregel execution engine) |                       |
+|  +------------------------+----------------------+                        |
+|                           |                                                |
+|              +------------v-----------+                                   |
+|              |  StateGraph / Pregel    |                                   |
+|              |  (core execution engine)|                                   |
+|              +------+----------+------+                                   |
+|                     |          |                                           |
+|              InjectedState  +--v---------+                                |
+|              InjectedStore  |  ToolNode  |                                |
+|              ToolRuntime    |  (opt-in)  |                                |
+|                             +------------+                                |
+|                       |                                                    |
+| - - - - - - - - - - - | - - - - TB1: User/Framework API - - - - - - - -  |
+|                       |                                                    |
+|                 +-----v------+   +--------------+                         |
+|                 | Checkpoint |   | RemoteGraph   |                         |
+|                 | Serializer |   | (SDK client)  |                         |
+|                 |(jsonplus)  |   +------+--------+                         |
+|                 +-----+------+          |                                  |
+|                       |                 |                                   |
+| - - - - - - - - - - - | - - - - - - - -|- - TB2: Storage/Network - - - -  |
+|                       v                 v                                   |
+|               +--------------+  +--------------+                          |
+|               |  PostgreSQL  |  |  LangGraph   |                          |
+|               |  / SQLite    |  |  Server API  |                          |
+|               +--------------+  +--------------+                          |
+|                                                                            |
+|  +----------+                   +--------------+                          |
+|  |   CLI    |------------------>|   Docker     |                          |
+|  |(langgraph|   TB4: Config    |   Engine     |                          |
+|  | up/build)|                   +--------------+                          |
+|  +----------+                                                             |
+|                                                                            |
+|  +--------------------+                                                   |
+|  | SDK Encryption     |  TB5: Developer-authored handlers                 |
+|  | Handlers (beta)    |  (server-side execution in langgraph-api)         |
+|  +--------------------+                                                   |
++---------------------------------------------------------------------------+
+```
+
+---
+
+## Components
+
+| ID | Component | Description | Trust Level | Default? | Entry Points |
+|----|-----------|-------------|-------------|----------|--------------|
+| C1 | StateGraph / Pregel | Core graph builder and execution engine with v1/v2 output, durability modes (sync/async/exit), interrupt_before/interrupt_after | framework-controlled | Yes | `StateGraph.add_node()`, `StateGraph.compile()`, `Pregel.invoke()`, `Pregel.stream()` |
+| C2 | JsonPlusSerializer | Checkpoint serialization/deserialization with msgpack, JSON, and pickle codecs; 47-entry SAFE_MSGPACK_TYPES allowlist | framework-controlled | Yes | `loads_typed()`, `dumps_typed()`, `_create_msgpack_ext_hook()`, `_reviver()` |
+| C3 | ToolNode | Dispatches LLM-generated tool calls to registered BaseTool instances; supports InjectedState/InjectedStore/ToolRuntime injection into tools | framework-controlled | No (explicit opt-in required) | `ToolNode._func()`, `_run_one()`, `_execute_tool_sync()`, `_validate_tool_call()`, `_inject_tool_args()` |
+| C4 | RemoteGraph | Client for remote LangGraph Server API; implements PregelProtocol | framework-controlled | No (opt-in) | `RemoteGraph.stream()`, `RemoteGraph.invoke()`, `RemoteGraph.get_state()` |
+| C5 | PostgresSaver / PostgresStore | PostgreSQL checkpoint saver, key-value store, and vector search | framework-controlled | No (opt-in) | `from_conn_string()`, `put()`, `get_tuple()`, `search()` |
+| C6 | SqliteSaver / SqliteStore | SQLite checkpoint saver, key-value store with JSON path filtering | framework-controlled | No (opt-in) | `from_conn_string()`, `put()`, `get_tuple()`, `search()` |
+| C7 | EncryptedSerializer | AES-EAX authenticated encryption wrapper for checkpoint data | framework-controlled | No (opt-in) | `from_pycryptodome_aes()`, `loads_typed()`, `dumps_typed()` |
+| C8 | CLI (langgraph_cli) | Docker-based build and deployment tooling; config schema includes WebhookUrlPolicy for SSRF protection | framework-controlled | No (separate install) | `langgraph up`, `langgraph build`, `langgraph dev`, `langgraph new` |
+| C9 | SDK Client (langgraph_sdk) | HTTP client for LangGraph Server API with SSE streaming and reconnection | framework-controlled | Yes | `get_client()`, `get_sync_client()`, `HttpClient.request_reconnect()`, `HttpClient.stream()` |
+| C10 | User-Registered Tools | BaseTool instances provided by users; may use InjectedState/InjectedStore/ToolRuntime annotations | user-controlled | N/A | Tool `invoke()` / `ainvoke()` methods |
+| C11 | User-Registered Nodes | Arbitrary callables added via `add_node()` or `@task`/`@entrypoint` | user-controlled | N/A | Node function signatures |
+| C12 | Checkpoint Storage | PostgreSQL or SQLite databases storing serialized graph state | external | N/A | Database connection interface |
+| C13 | Functional API | `@entrypoint`/`@task` decorators for function-based workflow authoring with retry/cache policies | framework-controlled | Yes | `entrypoint.__call__()`, `task()`, `_TaskFunction.__call__()` (`libs/langgraph/langgraph/func/__init__.py`) |
+| C14 | BaseCache | Cache layer for task results with JsonPlusSerializer (pickle_fallback=False) | framework-controlled | No (opt-in, requires checkpointer) | `get()`, `set()`, `clear()` (`libs/checkpoint/langgraph/cache/base/__init__.py`) |
+| C15 | Serde Event Hooks | Monitoring system for serialization/deserialization events (msgpack_blocked, msgpack_unregistered_allowed, msgpack_method_blocked) | framework-controlled | Yes | `register_serde_event_listener()`, `emit_serde_event()` (`libs/checkpoint/langgraph/checkpoint/serde/event_hooks.py`) |
+| C16 | Auth System (SDK) | Custom authentication/authorization handler framework | framework-controlled | No (opt-in) | `Auth.authenticate()`, `Auth.on()` handler registration (`libs/sdk-py/langgraph_sdk/auth/__init__.py`) |
+| C17 | SDK Encryption Handlers (beta) | Custom at-rest encryption/decryption framework; supports blob and JSON handlers with per-model/field context; server-side execution | framework-controlled | No (opt-in, beta) | `Encryption.encrypt.blob()`, `Encryption.encrypt.json()`, `Encryption.decrypt.blob()`, `Encryption.decrypt.json()`, `Encryption.context()` (`libs/sdk-py/langgraph_sdk/encryption/__init__.py`) |
+
+---
+
+## Data Classification
+
+| ID | PII Category | Specific Fields | Sensitivity | Storage Location(s) | Encrypted at Rest | Retention | Regulatory |
+|----|-------------|----------------|-------------|---------------------|-------------------|-----------|------------|
+| DC1 | API credentials | `x-api-key` header, `LANGGRAPH_API_KEY`, `LANGSMITH_API_KEY`, `LANGCHAIN_API_KEY` env vars | Critical | Environment variables, HTTP headers in transit | N/A (in-memory) | Session lifetime | All — breach trigger |
+| DC2 | Encryption keys | `LANGGRAPH_AES_KEY` env var, `key` parameter to `from_pycryptodome_aes()` | Critical | Environment variable, in-memory | N/A | Application lifetime | All — breach trigger |
+| DC3 | Serialized graph state | Checkpoint data in `checkpoints` and `writes` tables (msgpack/JSON/pickle bytes) | High | PostgreSQL (BYTEA), SQLite (BLOB) | Optional via EncryptedSerializer or SDK Encryption Handlers | Unbounded (no default TTL) | GDPR if state contains PII |
+| DC4 | Store key-value data | User-stored items in `store` tables via BaseStore | High | PostgreSQL, SQLite | No (plaintext JSON); optional via SDK Encryption Handlers | Configurable TTL, default unbounded | GDPR if contains PII |
+| DC5 | Checkpoint metadata | `thread_id`, `checkpoint_ns`, `run_id`, `step`, `source` | Medium | PostgreSQL, SQLite (metadata JSONB/JSON column) | No | Same as DC3 | Minimal |
+| DC6 | Agent conversation history | LangChain messages (HumanMessage, AIMessage, ToolMessage) serialized in checkpoint state | High | PostgreSQL, SQLite (within DC3 checkpoint bytes) | Only if DC3 encrypted | Unbounded | GDPR, CCPA if contains user PII |
+| DC7 | Connection strings | PostgreSQL URIs, SQLite file paths passed to `from_conn_string()` | Critical | Application code, environment variables | N/A (in-memory) | Application lifetime | All — may contain credentials |
+| DC8 | Vector embeddings | Document embeddings in `store_vectors` table | Low | PostgreSQL (pgvector), SQLite (vec extension) | No | Same as DC4 | Minimal |
+| DC9 | SDK Encryption context metadata | `EncryptionContext.metadata` dict passed to encryption handlers | Medium | In-memory per request; persisted with encrypted data | N/A (context, not payload) | Request lifetime + persistence alongside encrypted data | Depends on content |
+
+### Data Classification Details
+
+#### DC1: API Credentials
+
+- **Fields**: `x-api-key` HTTP header, `LANGGRAPH_API_KEY`/`LANGSMITH_API_KEY`/`LANGCHAIN_API_KEY` environment variables
+- **Storage**: Environment variables (loaded at runtime), HTTP request headers (in transit)
+- **Access**: SDK client code (`libs/sdk-py/langgraph_sdk/_shared/utilities.py:_get_api_key`), any process with env var access
+- **Encryption**: TLS in transit (if HTTPS); no at-rest encryption for env vars
+- **Retention**: Session/process lifetime
+- **Logging exposure**: API key stripped of quotes but could appear in debug logs if HTTP headers are logged. `RESERVED_HEADERS` prevents user override of `x-api-key` but doesn't prevent logging.
+- **Cross-border**: Travels with every HTTP request to the LangGraph Server
+- **Gaps**: SDK `request_reconnect()` and `stream()` forward `x-api-key` header to server-controlled `Location` redirect URLs without URL validation (see T9)
+
+#### DC2: Encryption Keys
+
+- **Fields**: `LANGGRAPH_AES_KEY` environment variable, `key` bytes parameter
+- **Storage**: Environment variable or direct bytes in application code
+- **Access**: `libs/checkpoint/langgraph/checkpoint/serde/encrypted.py:from_pycryptodome_aes`
+- **Encryption**: N/A — this IS the encryption key
+- **Retention**: Application lifetime
+- **Logging exposure**: Not logged by framework code
+- **Gaps**: Key loaded from env var as UTF-8 string limits entropy to ~6.57 bits/byte (see T7). Cipher name validated with `assert` which is stripped by `python -O` (see T8).
+
+#### DC3: Serialized Graph State
+
+- **Fields**: All channel values serialized via `JsonPlusSerializer.dumps_typed()` — includes complete agent state, conversation history, tool call results, and any user-defined state
+- **Storage**: PostgreSQL `checkpoints.checkpoint` (BYTEA), `writes.blob` (BYTEA); SQLite `checkpoints.checkpoint` (BLOB), `writes.blob` (BLOB)
+- **Access**: Any code with database credentials; `BaseCheckpointSaver.get_tuple()` / `put()`
+- **Encryption**: Optional via `EncryptedSerializer` wrapping (AES-EAX) or SDK Encryption Handlers (beta, server-side). Not encrypted by default.
+- **Retention**: Unbounded by default. Optional TTL via `CheckpointerConfig.ttl` (server-side config)
+- **Logging exposure**: Serde event hooks emit module/class names of deserialized types but not the data itself
+- **Gaps**: Default unbounded retention of potentially PII-containing state. Unencrypted by default. EncryptedSerializer has fallback that accepts unencrypted data (see T10).
+
+#### DC6: Agent Conversation History
+
+- **Fields**: `HumanMessage.content`, `AIMessage.content`, `ToolMessage.content`, `AIMessage.tool_calls` — embedded within DC3 checkpoint bytes
+- **Storage**: Same as DC3 (within serialized checkpoint data)
+- **Access**: Same as DC3
+- **Encryption**: Only if DC3 is encrypted via EncryptedSerializer or SDK Encryption Handlers
+- **Retention**: Same as DC3 (unbounded default)
+- **Gaps**: Conversation content may include user PII, PHI, or sensitive business data. No field-level encryption or redaction. Retention inherits from DC3 with no conversation-specific policy.
+
+#### DC9: SDK Encryption Context Metadata
+
+- **Fields**: `EncryptionContext.model` (str), `EncryptionContext.field` (str), `EncryptionContext.metadata` (dict)
+- **Storage**: In-memory during request processing; persisted alongside encrypted data for later decryption
+- **Access**: Encryption/decryption handlers (developer-authored), ContextHandler (receives authenticated BaseUser)
+- **Encryption**: N/A — this is context for encryption, not encrypted data itself
+- **Retention**: Persisted with encrypted data indefinitely
+- **Logging exposure**: Not logged by SDK code
+- **Gaps**: `metadata` is a mutable dict — whether cross-request isolation is enforced depends on server-side implementation (langgraph-api, out of scope). ContextHandler registration at `libs/sdk-py/langgraph_sdk/encryption/__init__.py:Encryption.context` does not call `_validate_handler` (missing async/param-count validation, unlike all other handler types).
+
+---
+
+## Trust Boundaries
+
+| ID | Boundary | Description | Controls (Inside) | Does NOT Control (Outside) |
+|----|----------|-------------|-------------------|---------------------------|
+| TB1 | User/Framework API | Where user-provided code and configuration enters the framework | Graph execution logic, channel semantics, default configs, validation of graph structure, tool injection merge order (system values overwrite LLM values) | User node implementations, tool behavior, model selection, prompt construction, state schema design |
+| TB2 | Checkpoint Storage | Where serialized data enters/leaves the persistence layer | Serialization format, allowlists for deserialization (47 safe types, 1 safe method), encryption (if configured), serde event hooks | Database access controls, who can write to the checkpoint tables, storage infrastructure security |
+| TB3 | Remote API | Where data crosses the network to/from LangGraph Server | Outbound config sanitization (`_sanitize_config`), SDK HTTP transport, API key handling, `RESERVED_HEADERS` | Remote server behavior, response content integrity, network security (TLS), server-provided Location redirect targets |
+| TB4 | CLI Config/Docker | Where developer config drives container image generation | Dockerfile template structure, config schema validation (including WebhookUrlPolicy), list-based subprocess args, build command content validation | `langgraph.json` file content, Docker daemon security, host filesystem |
+| TB5 | SDK Encryption Handlers | Where developer-authored encryption handlers process sensitive data | Handler signature validation (async, 2-param for encrypt/decrypt), duplicate registration prevention, EncryptionContext construction | Handler implementation correctness, key management, actual encrypt/decrypt behavior, server-side execution environment |
+
+### Boundary Details
+
+#### TB1: User/Framework API
+
+- **Inside**: Graph compilation validates structure (`libs/langgraph/langgraph/pregel/_validate.py:validate_graph`). Channel types enforce update semantics (`libs/langgraph/langgraph/channels/base.py:BaseChannel.update`). Functional API validates entrypoint has at least one parameter (`libs/langgraph/langgraph/func/__init__.py:entrypoint`). Sensitive config keys filtered from metadata propagation — keys containing "key", "token", "secret", "password", "auth" are excluded (`libs/langgraph/langgraph/_internal/_config.py:_exclude_as_metadata`). Tool injection merge order ensures system-injected values (InjectedState/InjectedStore/ToolRuntime) overwrite any LLM-supplied collisions (`libs/prebuilt/langgraph/prebuilt/tool_node.py:ToolNode._inject_tool_args` line 1380). Injected parameter names hidden from LLM tool schema via `tool_call_schema` filtering.
+- **Outside**: What user nodes do, what tools return, what LLMs generate, how users handle output.
+- **Crossing mechanism**: Python function calls — `add_node(callable)`, `add_edge()`, `compile(checkpointer=...)`, `@entrypoint`, `@task`.
+
+#### TB2: Checkpoint Storage
+
+- **Inside**: `JsonPlusSerializer` controls serialization format (`libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:JsonPlusSerializer`). Msgpack type allowlist (`libs/checkpoint/langgraph/checkpoint/serde/_msgpack.py:SAFE_MSGPACK_TYPES` — 47 safe types including stdlib, langchain_core messages, and langgraph types). Msgpack method allowlist (`libs/checkpoint/langgraph/checkpoint/serde/_msgpack.py:SAFE_MSGPACK_METHODS` — 1 safe method: `datetime.datetime.fromisoformat`). JSON module allowlist (`libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:_check_allowed_json_modules`). Serde event hooks for monitoring (`libs/checkpoint/langgraph/checkpoint/serde/event_hooks.py:emit_serde_event`). Optional `EncryptedSerializer` wrapping (`libs/checkpoint/langgraph/checkpoint/serde/encrypted.py:EncryptedSerializer`). SQLite filter key regex validation (`libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/utils.py:_validate_filter_key`). Parameterized SQL queries in both Postgres and SQLite backends.
+- **Outside**: Database access controls, who can read/write checkpoint tables, storage backend integrity.
+- **Crossing mechanism**: Database read/write operations — serialized bytes stored as BYTEA (Postgres) or BLOB (SQLite).
+
+#### TB3: Remote API
+
+- **Inside**: `_sanitize_config()` strips non-primitive values and drops checkpoint-internal keys from outbound config (`libs/langgraph/langgraph/pregel/remote.py:_sanitize_config`). SDK handles API key from env vars (`libs/sdk-py/langgraph_sdk/_shared/utilities.py:_get_api_key`). `RESERVED_HEADERS` prevents user override of `x-api-key` (`libs/sdk-py/langgraph_sdk/_shared/utilities.py:RESERVED_HEADERS`).
+- **Outside**: Remote server response content, network integrity, whether the server is legitimate, server-provided Location redirect targets.
+- **Crossing mechanism**: HTTPS requests via `httpx` through `langgraph_sdk`.
+
+#### TB4: CLI Config/Docker
+
+- **Inside**: Config file parsed as JSON (`libs/cli/langgraph_cli/config.py:validate_config_file`). Docker subprocess invoked with list-based args via `asyncio.create_subprocess_exec`, not `shell=True` (`libs/cli/langgraph_cli/exec.py:subp_exec`). Template downloads from hardcoded GitHub URLs (`libs/cli/langgraph_cli/templates.py`). Config schema validation covers store, auth, encryption, http, webhooks, checkpointer, and ui sections (`libs/cli/langgraph_cli/schemas.py`). Build command content validation blocks shell metacharacters (`libs/cli/langgraph_cli/config.py:has_disallowed_build_command_content`). WebhookUrlPolicy (`libs/cli/langgraph_cli/schemas.py:WebhookUrlPolicy`) supports `require_https`, `allowed_domains`, `allowed_ports`, `max_url_length`, `disable_loopback` for SSRF protection.
+- **Outside**: Content of `langgraph.json`, Docker daemon behavior, filesystem permissions.
+- **Crossing mechanism**: JSON file read, subprocess execution, ZIP download/extraction.
+
+#### TB5: SDK Encryption Handlers
+
+- **Inside**: Handler signature validation — must be async, must accept exactly 2 positional params (`libs/sdk-py/langgraph_sdk/encryption/__init__.py:_validate_handler`). Duplicate handler registration prevention (`DuplicateHandlerError`). `EncryptionContext` construction with model/field/metadata (`libs/sdk-py/langgraph_sdk/encryption/types.py:EncryptionContext`). JSON key preservation constraint documented (enforced server-side).
+- **Outside**: Handler implementation correctness, key management strategy, actual encryption/decryption logic, server-side execution in langgraph-api.
+- **Crossing mechanism**: Python decorator registration at import time; server-side invocation at runtime.
+
+---
+
+## Data Flows
+
+| ID | Source | Destination | Data Type | Classification | Crosses Boundary | Protocol |
+|----|--------|-------------|-----------|----------------|------------------|----------|
+| DF1 | C12 (Checkpoint Storage) | C2 (JsonPlusSerializer) | Serialized checkpoint bytes (msgpack/JSON/pickle) | DC3 | TB2 | Database read |
+| DF2 | C2 (JsonPlusSerializer) | C1 (Pregel) | Deserialized Python objects (channel state) | DC3, DC6 | TB2 | Function call |
+| DF3 | LLM (external) | C3 (ToolNode) | Tool call arguments (JSON strings in AIMessage) | — | TB1 | Function call (via langchain-core) |
+| DF4 | C3 (ToolNode) | C10 (User Tools) | Parsed argument dicts merged with injected state/store/runtime | — | TB1 | `tool.invoke(call_args)` |
+| DF5 | C4 (RemoteGraph) | C1 (Pregel) | Stream chunks (JSON-deserialized dicts) | — | TB3 | HTTPS / SSE |
+| DF6 | `langgraph.json` | C8 (CLI) | Config dict (graphs, env, store, auth, encryption, http, webhooks, checkpointer, ui) | — | TB4 | `json.load()` |
+| DF7 | C8 (CLI) | Docker | Dockerfile content with embedded ENV values | — | TB4 | `asyncio.create_subprocess_exec` |
+| DF8 | C11 (User Nodes) | C1 (Pregel) | State updates (arbitrary Python objects) | — | TB1 | Channel write |
+| DF9 | C9 (SDK Client) | C4 (RemoteGraph) | API responses (JSON) | — | TB3 | HTTPS |
+| DF10 | User config | C7 (EncryptedSerializer) | AES key from LANGGRAPH_AES_KEY env var | DC2 | TB2 | `os.getenv()` |
+| DF11 | C12 (Checkpoint Storage) | C14 (BaseCache) | Cached task results via JsonPlusSerializer | DC3 | TB2 | Database read |
+| DF12 | LangGraph Server | C9 (SDK Client) | HTTP responses with Location header | DC1 | TB3 | HTTP redirect |
+| DF13 | C9 (SDK Client) | Redirect target | Request headers including x-api-key | DC1 | TB3 | HTTPS |
+| DF14 | C1 (Pregel state) | C3 (ToolNode) | InjectedState/InjectedStore/ToolRuntime values for tool injection | DC3, DC4 | TB1 | Function call (dict merge) |
+| DF15 | Developer code | C17 (SDK Encryption Handlers) | Encryption/decryption handler functions and context handler | — | TB5 | Python decorator registration |
+
+### Flow Details
+
+#### DF1: Checkpoint Storage -> JsonPlusSerializer
+
+- **Data**: Serialized graph state as `(type_tag, bytes)` tuples. Type tags include `"msgpack"`, `"json"`, `"pickle"`, `"bytes"`, `"null"`. When encrypted: `"msgpack+aes"`, `"json+aes"`.
+- **Validation**: Type tag dispatches to codec. Msgpack: `_create_msgpack_ext_hook` with allowlist check — `SAFE_MSGPACK_TYPES` (47 entries) always checked first, then `allowed_modules` determines behavior for unregistered types (`libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:_create_msgpack_ext_hook`). JSON: `_reviver` with `lc:2` module allowlist. Pickle: **no restrictions** (`pickle.loads(data_)` if `pickle_fallback=True`, `libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:JsonPlusSerializer.loads_typed`). The proposed `secure_pickle.py` with `RestrictedUnpickler` was documented in `SECURITY_FIX_SUMMARY.md` but never merged.
+- **Trust assumption**: Checkpoint storage is access-controlled. An attacker with write access to the database can craft malicious checkpoint data.
+
+#### DF3: LLM -> ToolNode
+
+- **Data**: Tool call name and arguments from LLM-generated `AIMessage.tool_calls`.
+- **Validation**: Tool name checked against registered `tools_by_name` dict — unknown names return error `ToolMessage` (`libs/prebuilt/langgraph/prebuilt/tool_node.py:ToolNode._validate_tool_call`). Argument values validated only by the target tool's Pydantic schema.
+- **Trust assumption**: LLM output is treated as untrusted for tool name routing but argument values pass through to tools without ToolNode-level sanitization.
+
+#### DF4: ToolNode -> User Tools (with Injection)
+
+- **Data**: Parsed argument dicts from LLM, merged with system-injected InjectedState/InjectedStore/ToolRuntime values.
+- **Validation**: Four-layer defense: (1) Injected parameter names hidden from LLM via `tool_call_schema` filtering. (2) Dict merge `{**llm_args, **injected_args}` places system values last — system always wins on collision (`libs/prebuilt/langgraph/prebuilt/tool_node.py:ToolNode._inject_tool_args` line 1380). (3) Pydantic `model_validate` with default `extra="ignore"` drops unknown keys. (4) Output construction only includes declared model fields.
+- **Trust assumption**: LLM-provided arguments cannot override system-injected values due to merge order.
+
+#### DF5: RemoteGraph -> Pregel
+
+- **Data**: Stream event chunks containing dicts for `Interrupt`, `Command`, state snapshots.
+- **Validation**: **None** on inbound data. `Interrupt(**i)` uses dict-splatting with no schema check (`libs/langgraph/langgraph/pregel/remote.py:RemoteGraph.stream`). `Command(**chunk.data)` uses dict-splatting for parent commands.
+- **Trust assumption**: Remote server is trusted. A compromised or malicious server can inject arbitrary field values.
+
+#### DF6: langgraph.json -> CLI
+
+- **Data**: JSON config including `graphs`, `env`, `store`, `auth`, `encryption`, `http`, `webhooks`, `checkpointer`, `ui`, `ui_config` sections.
+- **Validation**: Schema validation in `validate_config_file()` (`libs/cli/langgraph_cli/config.py:validate_config_file`). Config values embedded in Dockerfile via `json.dumps()` in single-quoted `ENV` lines (`libs/cli/langgraph_cli/config.py:python_config_to_docker`). Build command content validation (`libs/cli/langgraph_cli/config.py:has_disallowed_build_command_content`) blocks shell metacharacters.
+- **Trust assumption**: `langgraph.json` is developer-authored. Single quotes in config values could break Dockerfile `ENV` syntax.
+
+#### DF11: Checkpoint Storage -> BaseCache
+
+- **Data**: Cached task results stored via `BaseCache.set()` and retrieved via `BaseCache.get()`.
+- **Validation**: Uses `JsonPlusSerializer(pickle_fallback=False)` by default (`libs/checkpoint/langgraph/cache/base/__init__.py:BaseCache`). Subject to same msgpack deserialization behavior as DF1 (allowed_modules defaults based on `LANGGRAPH_STRICT_MSGPACK`).
+- **Trust assumption**: Cache storage has same access controls as checkpoint storage.
+
+#### DF12-13: Server -> SDK -> Redirect Target (API Key Leak)
+
+- **Data**: Server provides `Location` header in HTTP response. SDK follows the redirect and sends all original request headers (including `x-api-key`) to the target URL.
+- **Validation**: **None** on Location URL. No allowlist, no same-origin check, no header stripping on cross-origin redirect.
+- **Trust assumption**: The LangGraph Server is trusted to not redirect to malicious URLs. Violated if server is compromised.
+
+#### DF14: Pregel State -> ToolNode (Runtime Injection)
+
+- **Data**: Graph state dict (InjectedState), BaseStore instance (InjectedStore), ToolRuntime object (containing state, config, store, context, stream_writer, tool_call_id).
+- **Validation**: Injection targets determined by tool type annotations at compile time. Injected values overwrite any LLM-provided values with matching keys (safe merge order). Pydantic validation on tool input drops extra keys not in the tool's declared schema.
+- **Trust assumption**: System-injected values are trusted; LLM-provided values cannot interfere due to merge order guarantees.
+
+#### DF15: Developer Code -> SDK Encryption Handlers
+
+- **Data**: Async Python callables registered via decorators for blob/JSON encryption/decryption and context derivation.
+- **Validation**: `_validate_handler` checks async-ness and 2-param signature for encrypt/decrypt handlers. `DuplicateHandlerError` prevents double registration. **Gap**: `Encryption.context()` method does NOT call `_validate_handler` — a sync function or wrong param count passes registration and fails only at server-side invocation (`libs/sdk-py/langgraph_sdk/encryption/__init__.py:Encryption.context`).
+- **Trust assumption**: Handler authors are application developers with server-level trust.
+
+---
+
+## Threats
+
+| ID | Data Flow | Classification | Threat | Boundary | Severity | Validation | Code Reference |
+|----|-----------|----------------|--------|----------|----------|------------|----------------|
+| T1 | DF1, DF11 | DC3 | Arbitrary code execution via msgpack deserialization when strict mode is OFF (default) | TB2 | High | Verified | `libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:_create_msgpack_ext_hook` |
+| T2 | DF1 | DC3 | Arbitrary code execution via `pickle.loads` when `pickle_fallback=True` | TB2 | High | Verified | `libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:JsonPlusSerializer.loads_typed` |
+| T3 | DF1 | DC3 | Arbitrary module import/execution via JSON `lc:2` constructor when `allowed_json_modules=True` | TB2 | High | Verified | `libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:JsonPlusSerializer._revive_lc2` |
+| T4 | DF5 | — | Unvalidated dict-splatting from remote API into `Interrupt`/`Command` objects | TB3 | Medium | Likely | `libs/langgraph/langgraph/pregel/remote.py:RemoteGraph.stream` |
+| T5 | DF6, DF7 | — | Dockerfile ENV injection via single-quote in `langgraph.json` config values | TB4 | Low | Likely | `libs/cli/langgraph_cli/config.py:python_config_to_docker` |
+| T6 | DF7 | — | ZIP slip in `langgraph new` template extraction | TB4 | Low | Unverified | `libs/cli/langgraph_cli/templates.py:_download_repo_with_requests` |
+| T7 | DF10 | DC2 | AES key entropy limited to printable characters via env var string encoding | TB2 | Info | — | `libs/checkpoint/langgraph/checkpoint/serde/encrypted.py:EncryptedSerializer.from_pycryptodome_aes` |
+| T8 | DF10 | DC2 | EncryptedSerializer cipher name check uses `assert` (stripped with `python -O`) | TB2 | Low | Verified | `libs/checkpoint/langgraph/checkpoint/serde/encrypted.py:PycryptodomeAesCipher.decrypt` |
+| T9 | DF12, DF13 | DC1 | SDK API key leak via server-controlled Location redirect to attacker-controlled URL | TB3 | Medium | Verified | `libs/sdk-py/langgraph_sdk/_async/http.py:HttpClient.request_reconnect`, `libs/sdk-py/langgraph_sdk/_async/http.py:HttpClient.stream` |
+| T10 | DF1 | DC3 | EncryptedSerializer silently accepts unencrypted data — attacker bypasses encryption by writing plain type tags | TB2 | Medium | Verified | `libs/checkpoint/langgraph/checkpoint/serde/encrypted.py:EncryptedSerializer.loads_typed` |
+| T11 | DF1, DF11 | DC3, DC6 | Unbounded retention of checkpoint data containing PII/conversation history | TB2 | Medium | — | `libs/checkpoint/langgraph/checkpoint/base/__init__.py:BaseCheckpointSaver` |
+
+### Threat Details
+
+#### T1: Msgpack Deserialization RCE (Default Config)
+
+- **Flow**: DF1 (Checkpoint Storage -> JsonPlusSerializer), DF11 (Checkpoint Storage -> BaseCache)
+- **Description**: When `LANGGRAPH_STRICT_MSGPACK` is not set (the default), the msgpack `_create_msgpack_ext_hook` allows **any** `(module, class)` pair stored in checkpoint data to be imported via `importlib.import_module` and instantiated with attacker-controlled arguments. The `SAFE_MSGPACK_TYPES` allowlist (47 entries) is checked first, but unregistered types are logged as warnings and allowed through when `allowed_modules=True` (the default when strict mode is off). Seven EXT codes are processed: `EXT_CONSTRUCTOR_SINGLE_ARG` (0), `EXT_CONSTRUCTOR_POS_ARGS` (1), `EXT_CONSTRUCTOR_KW_ARGS` (2), `EXT_METHOD_SINGLE_ARG` (3), `EXT_PYDANTIC_V1` (4), `EXT_PYDANTIC_V2` (5), `EXT_NUMPY_ARRAY` (6). The `BaseCache` component uses `JsonPlusSerializer(pickle_fallback=False)` but inherits the same msgpack `allowed_modules` default behavior. The proposed `RestrictedUnpickler` (`secure_pickle.py`) documented in `SECURITY_FIX_SUMMARY.md` was never merged — pickle remains unrestricted when enabled.
+- **Preconditions**: Attacker must have write access to the checkpoint database (PostgreSQL or SQLite). This requires compromised database credentials or a co-located attacker.
+
+#### T2: Pickle Deserialization RCE
+
+- **Flow**: DF1 (Checkpoint Storage -> JsonPlusSerializer)
+- **Description**: When `pickle_fallback=True` is explicitly passed to `JsonPlusSerializer`, checkpoint data with type tag `"pickle"` is deserialized via `pickle.loads()` with zero restrictions (`libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:JsonPlusSerializer.loads_typed`).
+- **Preconditions**: (1) Application or checkpointer explicitly enables `pickle_fallback=True`. (2) Attacker writes `("pickle", <payload>)` to checkpoint storage.
+
+#### T3: JSON lc:2 Constructor RCE
+
+- **Flow**: DF1 (Checkpoint Storage -> JsonPlusSerializer)
+- **Description**: The JSON `_reviver` handles `lc:2` type constructors by importing the module path from checkpoint JSON data via `importlib.import_module` (`libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:JsonPlusSerializer._revive_lc2`). If `allowed_json_modules=True` (explicit opt-in), any module reachable in the Python environment can be imported and instantiated. The method also supports method chaining — a `method` key in the JSON can call arbitrary methods on the imported class.
+- **Preconditions**: (1) `allowed_json_modules` set to `True` (not the default). (2) Attacker writes crafted JSON to checkpoint storage.
+
+#### T4: RemoteGraph Unvalidated Inbound Data
+
+- **Flow**: DF5 (RemoteGraph -> Pregel)
+- **Description**: Stream events from the remote LangGraph Server are deserialized from JSON and dict-splatted into `Interrupt(**i)` and `Command(**chunk.data)` without schema validation (`libs/langgraph/langgraph/pregel/remote.py:RemoteGraph.stream`). A compromised or malicious remote server can inject unexpected fields. `Command.update` can carry arbitrary state modifications; `Command.goto` can alter graph execution flow. `Interrupt` accepts `**deprecated_kwargs` which includes a `ns` parameter that can override interrupt ID generation via `xxh3_128_hexdigest`.
+- **Preconditions**: User connects `RemoteGraph` to a compromised or attacker-controlled server URL.
+
+#### T5: Dockerfile ENV Single-Quote Injection
+
+- **Flow**: DF6, DF7 (langgraph.json -> CLI -> Dockerfile)
+- **Description**: Config values from `langgraph.json` are serialized via `json.dumps()` and embedded in single-quoted `ENV` directives across multiple config sections (store, auth, encryption, http, webhooks, checkpointer, ui, ui_config, graphs). JSON does not escape single quotes, so a config value containing `'` could break the Dockerfile syntax or inject additional Dockerfile instructions. The pattern is duplicated in two Dockerfile generation functions (`libs/cli/langgraph_cli/config.py:python_config_to_docker` and `libs/cli/langgraph_cli/config.py:node_config_to_docker`).
+- **Preconditions**: A `langgraph.json` config value contains a single quote character.
+
+#### T6: ZIP Slip in Template Extraction
+
+- **Flow**: DF7 (CLI template download)
+- **Description**: `langgraph new` downloads a ZIP from GitHub and uses `zip_file.extractall(path)`. If the archive contains path-traversal entries (e.g., `../../etc/cron.d/exploit`), files could be written outside the target directory.
+- **Preconditions**: The GitHub-hosted template archive must contain malicious path entries. This requires compromise of the upstream template repo.
+
+#### T7: AES Key Entropy via Environment Variable
+
+- **Flow**: DF10 (User config -> EncryptedSerializer)
+- **Description**: The AES key is loaded from `LANGGRAPH_AES_KEY` as a UTF-8 string and `.encode()`d to bytes (`libs/checkpoint/langgraph/checkpoint/serde/encrypted.py:EncryptedSerializer.from_pycryptodome_aes`). This limits key entropy to printable characters (~6.57 bits/byte vs. 8 bits/byte for random bytes), reducing effective key strength for AES-128 from 128 bits to ~105 bits.
+- **Preconditions**: User relies on environment variable path for key loading (vs. passing raw bytes directly via `key=` parameter).
+
+#### T8: EncryptedSerializer Assert Bypass
+
+- **Flow**: DF10 (Encrypted checkpoint data)
+- **Description**: The cipher name check in `decrypt()` uses `assert ciphername == "aes"` (`libs/checkpoint/langgraph/checkpoint/serde/encrypted.py:PycryptodomeAesCipher.decrypt`), which is stripped when Python runs with `-O` (optimize) flag. The `ciphername` value comes from the type tag in checkpoint storage (split from the `type+cipher` format).
+- **Preconditions**: Python running with `-O` flag AND attacker can write to checkpoint storage.
+
+#### T9: SDK API Key Leak via Server-Controlled Location Redirect
+
+- **Flow**: DF12 (Server -> SDK), DF13 (SDK -> Redirect target)
+- **Description**: The SDK's `HttpClient.request_reconnect()` (`libs/sdk-py/langgraph_sdk/_async/http.py:HttpClient.request_reconnect`) follows server-provided `Location` headers and forwards the full `request_headers` dict (including the `x-api-key` authentication header) to the redirected URL. The `HttpClient.stream()` method (`libs/sdk-py/langgraph_sdk/_async/http.py:HttpClient.stream`) also follows `Location` headers for SSE reconnection and forwards `reconnect_headers` (which include `x-api-key`) to the server-controlled URL. No URL validation, same-origin check, or sensitive header stripping is performed before following the redirect. The same pattern exists in the sync client (`libs/sdk-py/langgraph_sdk/_sync/http.py`).
+- **Preconditions**: (1) User connects SDK to a LangGraph Server that is compromised or attacker-controlled. (2) The server returns a response with a `Location` header pointing to an attacker-controlled URL.
+
+#### T10: EncryptedSerializer Encryption Bypass via Unencrypted Data Injection
+
+- **Flow**: DF1 (Checkpoint Storage -> EncryptedSerializer)
+- **Description**: `EncryptedSerializer.loads_typed()` (`libs/checkpoint/langgraph/checkpoint/serde/encrypted.py:EncryptedSerializer.loads_typed`) checks if the type tag contains a `+` delimiter. If it does not (e.g., type tag is `"msgpack"` instead of `"msgpack+aes"`), the data is passed directly to the inner serde's `loads_typed()` **without any decryption or MAC verification**. An attacker with write access to checkpoint storage can bypass the encryption layer entirely by writing data with a plain type tag.
+- **Preconditions**: (1) Application uses `EncryptedSerializer` for checkpoint protection. (2) Attacker has write access to checkpoint storage.
+
+#### T11: Unbounded Checkpoint Data Retention
+
+- **Flow**: DF1, DF11 (Checkpoint Storage lifecycle)
+- **Description**: Checkpoint data (DC3, DC6) is retained indefinitely by default. No built-in TTL, pruning, or data lifecycle management in the library-level checkpoint savers. Conversation history containing user PII may accumulate without bounds.
+- **Preconditions**: Application uses checkpointing (the primary use case). No explicit cleanup configured.
+
+---
+
+## Input Source Coverage
+
+| Input Source | Data Flows | Threats | Validation Points | Responsibility | Gaps |
+|-------------|-----------|---------|-------------------|----------------|------|
+| User direct input (graph state, config) | DF8 | — | Graph structure validation (`libs/langgraph/langgraph/pregel/_validate.py:validate_graph`), channel type enforcement (`libs/langgraph/langgraph/channels/base.py:BaseChannel`), sensitive key filtering (`libs/langgraph/langgraph/_internal/_config.py:_exclude_as_metadata`) | User | Node implementation safety is user's responsibility |
+| LLM output (tool calls) | DF3, DF4, DF14 | — | Tool name allowlist (`libs/prebuilt/langgraph/prebuilt/tool_node.py:ToolNode._validate_tool_call`), tool Pydantic schemas, injection merge order (`libs/prebuilt/langgraph/prebuilt/tool_node.py:ToolNode._inject_tool_args`), `tool_call_schema` filtering of injected params | Shared (project validates name and injection safety; user validates args via tool schema) | No ToolNode-level argument sanitization beyond injection overwrite |
+| Checkpoint storage data | DF1, DF2, DF11 | T1, T2, T3, T10 | Msgpack allowlist (`libs/checkpoint/langgraph/checkpoint/serde/_msgpack.py:SAFE_MSGPACK_TYPES` — 47 entries), msgpack method allowlist (`libs/checkpoint/langgraph/checkpoint/serde/_msgpack.py:SAFE_MSGPACK_METHODS`), JSON allowlist (`libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py:_check_allowed_json_modules`), pickle gating, serde event hooks, optional encryption | Shared (project owns serializer defaults; user owns DB access controls) | Default msgpack mode allows unregistered types; EncryptedSerializer accepts unencrypted data; proposed secure_pickle.py never merged |
+| Remote API responses | DF5, DF9, DF12, DF13 | T4, T9 | Outbound config sanitization (`libs/langgraph/langgraph/pregel/remote.py:_sanitize_config`); no inbound validation; no redirect URL validation | User (user chooses which server to trust) | No inbound schema validation; API key forwarded on redirects |
+| Configuration (langgraph.json) | DF6, DF7 | T5 | JSON schema validation (`libs/cli/langgraph_cli/config.py:validate_config_file`), build command content validation (`libs/cli/langgraph_cli/config.py:has_disallowed_build_command_content`), list-based subprocess args, WebhookUrlPolicy (`libs/cli/langgraph_cli/schemas.py:WebhookUrlPolicy`) | User (developer-controlled file) | Single-quote not escaped in ENV embedding |
+| Configuration (env vars) | DF10 | T7, T8 | AES key length validation, EAX MAC verification | User (deployer controls env) | Key entropy, assert-based check |
+| Developer encryption handlers | DF15 | — | Handler signature validation (`libs/sdk-py/langgraph_sdk/encryption/__init__.py:_validate_handler`), duplicate prevention | User (developer-authored code) | `context()` handler missing `_validate_handler` call |
+
+---
+
+## Out-of-Scope Threats
+
+Threats that appear valid in isolation but fall outside project responsibility because they depend on conditions the project does not control.
+
+| Pattern | Why Out of Scope | Project Responsibility Ends At |
+|---------|-----------------|-------------------------------|
+| Prompt injection leading to arbitrary tool execution | Project does not control LLM model behavior, user prompt construction, or which tools are registered. ToolNode routes by name only to user-registered tools. | Providing tool name allowlist routing (`libs/prebuilt/langgraph/prebuilt/tool_node.py:ToolNode._validate_tool_call`); user owns tool registration and argument handling |
+| State poisoning via malicious node output | User-registered nodes (including `@task`-decorated functions) can write arbitrary values to channels. The framework executes nodes as provided. | Enforcing channel type contracts (`libs/langgraph/langgraph/channels/base.py:BaseChannel.update`); user owns node implementation correctness |
+| Cross-session state access via thread_id guessing | Checkpoint savers index by `thread_id`. Without application-level auth, any caller with a valid thread_id can access that thread's state. | Providing the `Auth` handler system for access control (`libs/sdk-py/langgraph_sdk/auth/__init__.py:Auth`); user must implement auth handlers |
+| Tool shadowing via duplicate registration | If a user registers two tools with the same name, ToolNode uses the last one. This is user misconfiguration. | Documenting tool registration semantics |
+| Indirect prompt injection via tool output | LLM reads tool output and may follow injected instructions. This is a fundamental LLM limitation, not a framework vulnerability. | Not including tool output in system prompts; user owns output handling |
+| Model selecting dangerous tool arguments | An LLM may generate SQL injection, path traversal, or command injection payloads as tool arguments. The risk depends entirely on what the user's tools do with those arguments. | Routing tool calls to registered tools only; user owns tool input validation |
+| RCE via user-provided node code | `add_node()` and `@entrypoint`/`@task` accept arbitrary callables. A malicious node can do anything. This is by design — the user controls their own code. | Executing nodes within the graph runtime; user owns node code safety |
+| SSRF via RemoteGraph URL | User provides the `url` parameter to `RemoteGraph`. Pointing it at an internal service is the user's decision. | Documenting that `url` should be a trusted endpoint; user owns URL selection |
+| Malicious SDK Encryption handler | Encryption handlers are developer-authored server-side code. A malicious handler has full process access, equivalent to any application code. | Validating handler signature (async, param count); handler behavior is the developer's responsibility |
+
+### Rationale
+
+**Prompt injection and tool execution**: LangGraph's `ToolNode` validates tool names against the registered set but does not inspect or sanitize argument values. This is the correct boundary — the framework cannot know what constitutes a "safe" argument for an arbitrary user-defined tool. The tool's own Pydantic schema and implementation must validate inputs. The framework's responsibility is to not execute unregistered tools and to correctly route registered ones. The injection system (InjectedState/InjectedStore/ToolRuntime) is safe because system-injected values always overwrite LLM-supplied collisions via dict merge order, and injected parameter names are hidden from the LLM's tool schema.
+
+**State integrity**: LangGraph channels enforce type contracts (e.g., `LastValue` accepts one value per step, `BinaryOperatorAggregate` applies a reducer). The framework validates graph structure at compile time (`libs/langgraph/langgraph/pregel/_validate.py:validate_graph`). However, the semantic correctness of state updates is the user's responsibility — the framework cannot know what values are "valid" for a user-defined state schema.
+
+**Checkpoint access control**: The framework provides `BaseCheckpointSaver` as an abstract interface and the `Auth` handler system for authorization (`libs/sdk-py/langgraph_sdk/auth/__init__.py:Auth`). It does not enforce authentication by default because it operates as a library, not a server. The `langgraph-api` server layer (out of scope) is responsible for enforcing auth on API endpoints. Users embedding LangGraph directly must implement their own access controls.
+
+**Encryption handler safety**: The SDK Encryption module (`libs/sdk-py/langgraph_sdk/encryption/`) provides a registration framework for developer-authored encryption handlers. These handlers run server-side with full process access, identical to any application code. A buggy or malicious handler could return crafted data, but this is the same trust model as any developer-written code. The SDK validates handler shape (async, 2-param) but not handler behavior — this is the correct boundary for developer-trust-level code.
+
+---
+
+## Investigated and Dismissed
+
+| ID | Original Threat | Investigation | Evidence | Conclusion |
+|----|----------------|---------------|----------|------------|
+| D1 | SQL injection via filter keys in PostgreSQL store | Traced filter key handling through `libs/checkpoint-postgres/langgraph/store/postgres/base.py:_get_filter_condition`. All filter operations use parameterized queries with `%s` placeholders. Keys map to `json_extract` path operators with type-safe wrappers. | `libs/checkpoint-postgres/langgraph/store/postgres/base.py:_get_filter_condition` — parameterized `%s` for all value bindings; key names used in `value->%s` path expressions are also parameterized | Disproven: All SQL operations in PostgreSQL store are fully parameterized. No injection vector. |
+| D2 | SQL injection via filter keys in SQLite store (post-fix) | Traced current filter handling through `libs/checkpoint-sqlite/langgraph/store/sqlite/base.py` and `libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/utils.py:_validate_filter_key`. Regex `^[a-zA-Z0-9_.-]+$` applied to all filter keys before use in `json_extract()` expressions. | `libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/utils.py:_validate_filter_key` — regex validation blocks injection characters. Published advisories GHSA-9rwj-6rc7-p77c and GHSA-7p73-8jqx-23r8 confirmed fixed. | Disproven: SQL injection in SQLite store filter keys is remediated by regex validation. |
+| D3 | Command injection via CLI subprocess execution | Traced CLI subprocess invocation path. `libs/cli/langgraph_cli/exec.py:subp_exec` uses `asyncio.create_subprocess_exec` with list-based arguments (not `shell=True`). `has_disallowed_build_command_content` blocks shell metacharacters in user-provided Dockerfile lines. | `libs/cli/langgraph_cli/exec.py:subp_exec` — explicit exec-style invocation; `libs/cli/langgraph_cli/config.py:has_disallowed_build_command_content` — regex blocks `\|`, `;`, `$`, `>`, `<`, backtick, `\`, single `&` | Disproven: CLI uses exec-style subprocess and validates build command content. No shell injection vector. |
+| D4 | Tool argument injection via InjectedState/InjectedStore dict-splatting | Investigated whether LLM-generated tool call arguments could override system-injected values (InjectedState, InjectedStore, ToolRuntime) via key collision in the dict merge at `libs/prebuilt/langgraph/prebuilt/tool_node.py:ToolNode._inject_tool_args` line 1380. Traced four independent defense layers. | (1) `tool_call_schema` at langchain-core `base.py` filters injected params from LLM schema. (2) `{**llm_args, **injected_args}` merge puts system values last — system wins on collision. (3) Pydantic `model_validate` with `extra="ignore"` drops unknown keys. (4) Output construction at `base.py` only includes declared model fields. | Disproven: Four-layer defense prevents LLM arguments from overriding system-injected values. Merge order guarantees system values win. No adversarial collision path exists. |
+
+---
+
+## External Context
+
+### Published Security Advisories
+
+| GHSA ID | Severity | Summary | CWEs | Relevance |
+|---------|----------|---------|------|-----------|
+| GHSA-g48c-2wqr-h844 | Medium | Unsafe msgpack deserialization in LangGraph checkpoint loading | — | Directly relates to T1 — patched in 1.0.10, confirms attack path via crafted msgpack payloads |
+| GHSA-mhr3-j7m5-c7c9 | Medium | BaseCache Deserialization RCE | CWE-502 | Directly relates to T1 — msgpack deserialization in cache layer |
+| GHSA-9rwj-6rc7-p77c | High | SQL injection via metadata filter key in SQLite checkpointer | CWE-89 | Fixed via `_validate_filter_key()` regex — see D2 |
+| GHSA-wwqv-p2pp-99h5 | High | RCE in JSON mode of JsonPlusSerializer | CWE-502 | Directly relates to T3 — `lc:2` constructor import |
+| GHSA-7p73-8jqx-23r8 | High | SQLite Filter Key SQL Injection in SqliteStore | CWE-89 | Fixed via `_validate_filter_key()` regex — see D2 |
+
+**Pattern**: 3 of 5 published advisories involve CWE-502 (insecure deserialization) in the checkpoint serialization layer. This confirms the checkpoint storage boundary (TB2) as the highest-risk area. The extensive closed advisory history (~15 deserialization bypass attempts) further validates this assessment. No new published advisories since the prior assessment (2026-03-27).
+
+
+---
+
+## Revision History
+
+| Date | Author | Changes |
+|------|--------|---------|
+| 2026-03-04 | Generated | Initial threat model |
+| 2026-03-04 | Updated | Added C13 (Functional API), C14 (BaseCache), DF11. Updated T1 for BaseCache/serde event hooks. Added GHSA-mhr3-j7m5-c7c9 and GHSA-9rwj-6rc7-p77c. Updated CLI config scope. Added External Context section. |
+| 2026-03-27 | Deep refinement | **Mode upgraded to Deep.** Added: Data Classification section (DC1-DC8 with detailed analysis for Critical/High entries). Added: C15 (Serde Event Hooks), C16 (Auth System). Added: Default? column to Components. Added: Classification column to Data Flows. Added: DF12-DF13 (SDK redirect flows). Added: T9 (SDK API key leak via Location redirect), T10 (EncryptedSerializer encryption bypass), T11 (unbounded checkpoint retention). Added: Validation column to Threats with flaw validation for High/Critical. Added: Investigated and Dismissed section (D1-D3: SQL injection and CLI command injection disproven). Added: Input Source Coverage section. Updated external context with GHSA-g48c-2wqr-h844 (new published advisory). Updated all code references to file:SymbolName notation. Expanded trust boundary details. |
+| 2026-03-30 | Diagram and Default? corrections | Fixed architecture diagram: merged "User Code" and "User-Registered Tools" into single "User Application Code" boundary; removed @entrypoint/@task as separate diagram elements (both compile to Pregel — authoring style, not separate component). Fixed Default? column: C3 ToolNode → No (explicit opt-in required); C8 CLI → No (separate install). |
+| 2026-03-28 | Deep update | **Added:** C17 (SDK Encryption Handlers — beta at-rest encryption framework). DC9 (SDK Encryption context metadata). TB5 (SDK Encryption Handler boundary). DF14 (ToolRuntime injection flow), DF15 (Encryption handler registration flow). D4 (Tool argument injection via InjectedState dict-splatting — disproven with 4-layer defense evidence). **Updated:** C1 description (v1/v2 output, durability modes, interrupt_before/after). C2 description (SAFE_MSGPACK_TYPES now 47 entries including langchain_core messages, Document, GetOp). C3 description (InjectedState/InjectedStore/ToolRuntime injection support, _inject_tool_args entry point). C8 description (WebhookUrlPolicy for SSRF protection). TB1 details (tool injection merge order guarantees). TB2 details (47 safe types, updated allowlist composition). TB4 details (WebhookUrlPolicy). DF4 description (injection merge semantics). T1 details (noted secure_pickle.py proposed but never merged). T4 details (Interrupt deprecated_kwargs ns parameter). Input Source Coverage (LLM output row updated with injection validation points, encryption handler row added). Out-of-Scope Threats (malicious encryption handler pattern added). Commit updated to 0ba22143. External context confirmed no new published advisories. |

.github/actions/uv_setup/action.yml

@@ -0,0 +1,35 @@
+# Helper to set up Python and uv with caching
+
+name: uv-install
+description: Set up Python and uv with caching
+
+inputs:
+  python-version:
+    description: Python version, supporting MAJOR.MINOR only
+    required: true
+  enable-cache:
+    description: Enable caching for uv dependencies
+    required: false
+    default: "true"
+  cache-suffix:
+    description: Custom cache key suffix for cache invalidation
+    required: false
+    default: ""
+  working-directory:
+    description: Working directory for cache glob scoping
+    required: false
+    default: "**"
+
+runs:
+  using: composite
+  steps:
+    - name: Install uv and set the python version
+      uses: astral-sh/setup-uv@v7
+      with:
+        python-version: ${{ inputs.python-version }}
+        enable-cache: ${{ inputs.enable-cache }}
+        cache-dependency-glob: |
+          ${{ inputs.working-directory }}/pyproject.toml
+          ${{ inputs.working-directory }}/uv.lock
+          ${{ inputs.working-directory }}/requirements*.txt
+        cache-suffix: ${{ inputs.cache-suffix }}

.github/dependabot.yml

@@ -3,109 +3,186 @@ updates:
   - package-ecosystem: "github-actions"
     directory: "/"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "uv"
     directory: "/libs/checkpoint"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
+
   - package-ecosystem: "uv"
     directory: "/libs/checkpoint-conformance"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
-
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "uv"
     directory: "/libs/checkpoint-postgres"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "uv"
     directory: "/libs/checkpoint-sqlite"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "uv"
     directory: "/libs/cli"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "uv"
     directory: "/libs/langgraph"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "uv"
     directory: "/libs/prebuilt"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "uv"
     directory: "/libs/sdk-py"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "npm"
     directory: "/libs/cli/js-examples"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"
 
   - package-ecosystem: "npm"
     directory: "/libs/cli/js-monorepo-example"
     schedule:
-      interval: "weekly"
-      day: "monday"
+      interval: "monthly"
     groups:
-      all-dependencies:
+      minor-and-patch:
         patterns:
           - "*"
+        update-types:
+          - "minor"
+          - "patch"
+      major:
+        patterns:
+          - "*"
+        update-types:
+          - "major"

.github/workflows/_integration_test.yml

@@ -41,17 +41,16 @@ jobs:
       - name: Get changed files
         id: changed-files
         if: github.event_name != 'workflow_dispatch'
-        uses: Ana06/get-changed-files@v2.3.0
+        uses: Ana06/get-changed-files@25f79e676e7ea1868813e21465014798211fad8c # v2.3.0
         with:
           filter: "libs/cli/**"
       - name: Set up Python ${{ matrix.python-version }}
         if: (steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch')
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ matrix.python-version }}
-          enable-cache: true
-          cache-suffix: "cli-integration-test"
-          ignore-nothing-to-cache: true
+          enable-cache: "false"
+          working-directory: libs/cli
       - name: Install cli globally
         if: (steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch')
         run: pip install -e .
@@ -117,8 +116,8 @@ jobs:
           timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-h
           echo "Finished starting up langgraph-test-h"
           LANGGRAPH_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langgraph'); print(v);")
-          if [ "$LANGGRAPH_VERSION" != "1.0.8" ]; then
-            echo "LANGGRAPH_VERSION != 1.0.8; $LANGGRAPH_VERSION"
+          if [ "$LANGGRAPH_VERSION" != "1.1.2" ]; then
+            echo "LANGGRAPH_VERSION != 1.1.2; $LANGGRAPH_VERSION"
             exit 1
           fi
           LANGCHAIN_OPENAI_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langchain-openai'); print(v);")

.github/workflows/_lint.yml

@@ -35,16 +35,16 @@ jobs:
       - name: Get changed files
         id: changed-files
         if: github.event_name != 'workflow_dispatch'
-        uses: Ana06/get-changed-files@v2.3.0
+        uses: Ana06/get-changed-files@25f79e676e7ea1868813e21465014798211fad8c # v2.3.0
         with:
           filter: "${{ inputs.working-directory }}/**"
       - name: Set up Python ${{ matrix.python-version }}
         if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ matrix.python-version }}
-          enable-cache: true
           cache-suffix: lint-${{ inputs.working-directory }}
+          working-directory: ${{ inputs.working-directory }}
 
       - name: Install dependencies
         if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'

.github/workflows/_test.yml

@@ -27,13 +27,13 @@ jobs:
     steps:
       - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ matrix.python-version }}
-          enable-cache: true
           cache-suffix: test-${{ inputs.working-directory }}
+          working-directory: ${{ inputs.working-directory }}
       - name: Login to Docker Hub
-        uses: docker/login-action@v4
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4
         if: ${{ !github.event.pull_request.head.repo.fork }}
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}

.github/workflows/_test_langgraph.yml

@@ -25,13 +25,13 @@ jobs:
     steps:
       - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ matrix.python-version }}
-          enable-cache: true
           cache-suffix: "test-langgraph"
+          working-directory: libs/langgraph
       - name: Login to Docker Hub
-        uses: docker/login-action@v4
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4
         if: ${{ !github.event.pull_request.head.repo.fork }}
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}

.github/workflows/_test_release.yml

@@ -25,12 +25,12 @@ jobs:
     steps:
       - uses: actions/checkout@v6
 
-      - name: Set up Python $${ env.PYTHON_VERSION }}
-        uses: astral-sh/setup-uv@v7
+      - name: Set up Python ${{ env.PYTHON_VERSION }}
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ env.PYTHON_VERSION }}
-          enable-cache: true
           cache-suffix: "release"
+          working-directory: ${{ inputs.working-directory }}
 
       # We want to keep this build stage *separate* from the release stage,
       # so that there's no sharing of permissions between them.
@@ -82,7 +82,7 @@ jobs:
           path: ${{ inputs.working-directory }}/dist/
 
       - name: Publish to test PyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # release/v1
         with:
           packages-dir: ${{ inputs.working-directory }}/dist/
           verbose: true

.github/workflows/baseline.yml

@@ -20,11 +20,11 @@ jobs:
       - uses: actions/checkout@v6
       - run: SHA=$(git rev-parse HEAD) && echo "SHA=$SHA" >> $GITHUB_ENV
       - name: Set up Python 3.11
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: "3.11"
-          enable-cache: true
           cache-suffix: "bench"
+          working-directory: libs/langgraph
       - name: Install dependencies
         run: uv sync --group test
       - name: Run benchmarks

.github/workflows/bench.yml

@@ -18,15 +18,15 @@ jobs:
       - uses: actions/checkout@v6
       - id: files
         name: Get changed files
-        uses: Ana06/get-changed-files@v2.3.0
+        uses: Ana06/get-changed-files@25f79e676e7ea1868813e21465014798211fad8c # v2.3.0
         with:
           format: json
       - name: Set up Python 3.11
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: "3.11"
-          enable-cache: true
           cache-suffix: "bench"
+          working-directory: libs/langgraph
       - name: Install dependencies
         run: uv sync --group test
       - name: Download baseline

.github/workflows/ci.yml

@@ -30,7 +30,7 @@ jobs:
       deps: ${{ steps.filter.outputs.deps || 'true' }}
     steps:
       - uses: actions/checkout@v6
-      - uses: dorny/paths-filter@v3
+      - uses: dorny/paths-filter@fbd0ab8f3e69293af611ebaee6363fc25e6d187d # v4
         if: github.event_name != 'workflow_dispatch'
         id: filter
         with:
@@ -125,11 +125,11 @@ jobs:
     steps:
       - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: "3.13"
-          enable-cache: true
           cache-suffix: "schema-check-cli"
+          working-directory: libs/cli
       - name: Install CLI dependencies
         run: |
           cd libs/cli

.github/workflows/deploy-redirects.yml

@@ -46,4 +46,4 @@ jobs:
 
       - name: Deploy to GitHub Pages
         id: deployment
-        uses: actions/deploy-pages@v4
+        uses: actions/deploy-pages@v5

.github/workflows/pr_lint.yml

@@ -12,7 +12,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Validate PR Title
-        uses: amannn/action-semantic-pull-request@v6
+        uses: amannn/action-semantic-pull-request@48f256284bd46cdaab1048c3721360e808335d50 # v6
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         with:

.github/workflows/release.yml

@@ -28,11 +28,11 @@ jobs:
       - uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ env.PYTHON_VERSION }}
-          enable-cache: true
           cache-suffix: "release"
+          working-directory: ${{ inputs.working-directory }}
 
       # We want to keep this build stage *separate* from the release stage,
       # so that there's no sharing of permissions between them.
@@ -173,10 +173,11 @@ jobs:
       #   used in the real world.
 
       - name: Set up Python
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ env.PYTHON_VERSION }}
-          enable-cache: true
+          enable-cache: false
+          working-directory: ${{ inputs.working-directory }}
 
       - name: Import published package
         shell: bash
@@ -263,11 +264,11 @@ jobs:
       - uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ env.PYTHON_VERSION }}
-          enable-cache: true
           cache-suffix: "release"
+          working-directory: ${{ inputs.working-directory }}
 
       - uses: actions/download-artifact@v8
         with:
@@ -275,7 +276,7 @@ jobs:
           path: ${{ inputs.working-directory }}/dist/
 
       - name: Publish package distributions to PyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # release/v1
         with:
           packages-dir: ${{ inputs.working-directory }}/dist/
           verbose: true
@@ -304,11 +305,11 @@ jobs:
       - uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
           python-version: ${{ env.PYTHON_VERSION }}
-          enable-cache: true
           cache-suffix: "release"
+          working-directory: ${{ inputs.working-directory }}
 
       - uses: actions/download-artifact@v8
         with:
@@ -316,7 +317,7 @@ jobs:
           path: ${{ inputs.working-directory }}/dist/
 
       - name: Create Tag
-        uses: ncipollo/release-action@v1
+        uses: ncipollo/release-action@339a81892b84b4eeb0f6e744e4574d79d0d9b8dd # v1
         with:
           artifacts: "dist/*"
           token: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/reopen_on_assignment.yml

@@ -0,0 +1,161 @@
+# Reopen PRs that were auto-closed by require_issue_link.yml when the
+# contributor was not assigned to the linked issue. When a maintainer
+# assigns the contributor to the issue, this workflow finds matching
+# closed PRs, verifies the issue link, and reopens them.
+#
+# Uses the default GITHUB_TOKEN (not a PAT or app token) so that the
+# reopen and label-removal events do NOT re-trigger other workflows.
+# GitHub suppresses events created by the default GITHUB_TOKEN within
+# workflow runs to prevent infinite loops.
+
+name: Reopen PR on Issue Assignment
+
+on:
+  issues:
+    types: [assigned]
+
+permissions:
+  contents: read
+
+jobs:
+  reopen-linked-prs:
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+
+    steps:
+      - name: Find and reopen matching PRs
+        uses: actions/github-script@v8
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const issueNumber = context.payload.issue.number;
+            const assignee = context.payload.assignee.login;
+
+            console.log(
+              `Issue #${issueNumber} assigned to ${assignee} — searching for closed PRs to reopen`,
+            );
+
+            const q = [
+              `is:pr`,
+              `is:closed`,
+              `author:${assignee}`,
+              `label:missing-issue-link`,
+              `repo:${owner}/${repo}`,
+            ].join(' ');
+
+            let data;
+            try {
+              ({ data } = await github.rest.search.issuesAndPullRequests({
+                q,
+                per_page: 30,
+              }));
+            } catch (e) {
+              throw new Error(
+                `Failed to search for closed PRs to reopen after assigning ${assignee} ` +
+                `to #${issueNumber} (HTTP ${e.status ?? 'unknown'}): ${e.message}`,
+              );
+            }
+
+            if (data.total_count === 0) {
+              console.log('No matching closed PRs found');
+              return;
+            }
+
+            console.log(`Found ${data.total_count} candidate PR(s)`);
+
+            // Must stay in sync with the identical pattern in require_issue_link.yml
+            const pattern = /(?:close[sd]?|fix(?:e[sd])?|resolve[sd]?)\s*#(\d+)/gi;
+
+            for (const item of data.items) {
+              const prNumber = item.number;
+              const body = item.body || '';
+              const matches = [...body.matchAll(pattern)];
+              const referencedIssues = matches.map(m => parseInt(m[1], 10));
+
+              if (!referencedIssues.includes(issueNumber)) {
+                console.log(`PR #${prNumber} does not reference #${issueNumber} — skipping`);
+                continue;
+              }
+
+              // Skip if already bypassed
+              const labels = item.labels.map(l => l.name);
+              if (labels.includes('bypass-issue-check')) {
+                console.log(`PR #${prNumber} already has bypass-issue-check — skipping`);
+                continue;
+              }
+
+              // Reopen first, remove label second — a closed PR that still has
+              // missing-issue-link is recoverable; a closed PR with the label
+              // stripped is invisible to both workflows.
+              try {
+                await github.rest.pulls.update({
+                  owner,
+                  repo,
+                  pull_number: prNumber,
+                  state: 'open',
+                });
+                console.log(`Reopened PR #${prNumber}`);
+              } catch (e) {
+                if (e.status === 422) {
+                  // Head branch deleted — PR is unrecoverable. Notify the
+                  // contributor so they know to open a new PR.
+                  core.warning(`Cannot reopen PR #${prNumber}: head branch was likely deleted`);
+                  try {
+                    await github.rest.issues.createComment({
+                      owner,
+                      repo,
+                      issue_number: prNumber,
+                      body:
+                        `You have been assigned to #${issueNumber}, but this PR could not be ` +
+                        `reopened because the head branch has been deleted. Please open a new ` +
+                        `PR referencing the issue.`,
+                    });
+                  } catch (commentErr) {
+                    core.warning(
+                      `Also failed to post comment on PR #${prNumber}: ${commentErr.message}`,
+                    );
+                  }
+                  continue;
+                }
+                // Transient errors (rate limit, 5xx) should fail the job so
+                // the label is NOT removed and the run can be retried.
+                throw e;
+              }
+
+              // Remove missing-issue-link label only after successful reopen
+              try {
+                await github.rest.issues.removeLabel({
+                  owner,
+                  repo,
+                  issue_number: prNumber,
+                  name: 'missing-issue-link',
+                });
+                console.log(`Removed missing-issue-link from PR #${prNumber}`);
+              } catch (e) {
+                if (e.status !== 404) throw e;
+              }
+
+              // Minimize stale enforcement comment (best-effort;
+              // sync w/ require_issue_link.yml minimize blocks)
+              try {
+                const marker = '<!-- require-issue-link -->';
+                const comments = await github.paginate(
+                  github.rest.issues.listComments,
+                  { owner, repo, issue_number: prNumber, per_page: 100 },
+                );
+                const stale = comments.find(c => c.body && c.body.includes(marker));
+                if (stale) {
+                  await github.graphql(`
+                    mutation($id: ID!) {
+                      minimizeComment(input: {subjectId: $id, classifier: OUTDATED}) {
+                        minimizedComment { isMinimized }
+                      }
+                    }
+                  `, { id: stale.node_id });
+                  console.log(`Minimized stale enforcement comment ${stale.id} as outdated`);
+                }
+              } catch (e) {
+                core.warning(`Could not minimize stale comment on PR #${prNumber}: ${e.message}`);
+              }
+            }

.github/workflows/require_issue_link.yml

@@ -0,0 +1,467 @@
+# Require external PRs to reference an approved issue (e.g. Fixes #NNN) and
+# the PR author to be assigned to that issue. On failure the PR is
+# labeled "missing-issue-link", commented on, and closed.
+#
+# Maintainer override: an org member can reopen the PR or remove
+# "missing-issue-link" — both add "bypass-issue-check" and reopen.
+#
+# Dependency: tag-external-prs.yml must apply the "external" label
+# first. This workflow does NOT trigger on "opened" (new PRs have no labels
+# yet, so the gate would always skip).
+
+name: Require Issue Link
+
+on:
+  pull_request_target:
+    # NEVER CHECK OUT UNTRUSTED CODE FROM A PR's HEAD IN A pull_request_target JOB.
+    # Doing so would allow attackers to execute arbitrary code in the context of your repository.
+    types: [edited, reopened, labeled, unlabeled]
+
+# ──────────────────────────────────────────────────────────────────────────────
+# Enforcement gate: set to 'true' to activate the issue link requirement.
+# When 'false', the workflow still runs the check logic (useful for dry-run
+# visibility) but will NOT label, comment, close, or fail PRs.
+# ──────────────────────────────────────────────────────────────────────────────
+env:
+  ENFORCE_ISSUE_LINK: "true"
+
+permissions:
+  contents: read
+
+jobs:
+  check-issue-link:
+    # Run when the "external" label is added, on edit/reopen if already labeled,
+    # or when "missing-issue-link" is removed (triggers maintainer override check).
+    # Skip entirely when the PR already carries "trusted-contributor" or
+    # "bypass-issue-check".
+    if: >-
+      !contains(github.event.pull_request.labels.*.name, 'trusted-contributor') &&
+      !contains(github.event.pull_request.labels.*.name, 'bypass-issue-check') &&
+      (
+        (github.event.action == 'labeled' && github.event.label.name == 'external') ||
+        (github.event.action == 'unlabeled' && github.event.label.name == 'missing-issue-link' && contains(github.event.pull_request.labels.*.name, 'external')) ||
+        (github.event.action != 'labeled' && github.event.action != 'unlabeled' && contains(github.event.pull_request.labels.*.name, 'external'))
+      )
+    runs-on: ubuntu-latest
+    permissions:
+      actions: write
+      pull-requests: write
+
+    steps:
+      - name: Check for issue link and assignee
+        id: check-link
+        uses: actions/github-script@v8
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const prNumber = context.payload.pull_request.number;
+            const action = context.payload.action;
+
+            // ── Helper: ensure a label exists, then add it to the PR ────────
+            async function ensureAndAddLabel(labelName, color) {
+              try {
+                await github.rest.issues.getLabel({ owner, repo, name: labelName });
+              } catch (e) {
+                if (e.status !== 404) throw e;
+                try {
+                  await github.rest.issues.createLabel({ owner, repo, name: labelName, color });
+                } catch (createErr) {
+                  // 422 = label was created by a concurrent run between our
+                  // GET and POST — safe to ignore.
+                  if (createErr.status !== 422) throw createErr;
+                }
+              }
+              await github.rest.issues.addLabels({
+                owner, repo, issue_number: prNumber, labels: [labelName],
+              });
+            }
+
+            // ── Helper: check if the user who triggered this event (reopened
+            // the PR / removed the label) has write+ access on the repo ───
+            // Uses the repo collaborator permission endpoint instead of the
+            // org membership endpoint. The org endpoint requires the caller
+            // to be an org member, which GITHUB_TOKEN (an app installation
+            // token) never is — so it always returns 403.
+            async function senderIsOrgMember() {
+              const sender = context.payload.sender?.login;
+              if (!sender) {
+                throw new Error('Event has no sender — cannot check permissions');
+              }
+              try {
+                const { data } = await github.rest.repos.getCollaboratorPermissionLevel({
+                  owner, repo, username: sender,
+                });
+                const perm = data.permission;
+                if (['admin', 'maintain', 'write'].includes(perm)) {
+                  console.log(`${sender} has ${perm} permission — treating as maintainer`);
+                  return { isMember: true, login: sender };
+                }
+                console.log(`${sender} has ${perm} permission — not a maintainer`);
+                return { isMember: false, login: sender };
+              } catch (e) {
+                if (e.status === 404) {
+                  console.log(`Cannot check permissions for ${sender} — treating as non-maintainer`);
+                  return { isMember: false, login: sender };
+                }
+                const status = e.status ?? 'unknown';
+                throw new Error(
+                  `Permission check failed for ${sender} (HTTP ${status}): ${e.message}`,
+                );
+              }
+            }
+
+            // ── Helper: apply maintainer bypass (shared by both override paths) ──
+            async function applyMaintainerBypass(reason) {
+              console.log(reason);
+
+              // Remove missing-issue-link if present
+              try {
+                await github.rest.issues.removeLabel({
+                  owner, repo, issue_number: prNumber, name: 'missing-issue-link',
+                });
+              } catch (e) {
+                if (e.status !== 404) throw e;
+              }
+
+              // Reopen before adding bypass label — a failed reopen is more
+              // actionable than a closed PR with a bypass label stuck on it.
+              if (context.payload.pull_request.state === 'closed') {
+                try {
+                  await github.rest.pulls.update({
+                    owner, repo, pull_number: prNumber, state: 'open',
+                  });
+                  console.log(`Reopened PR #${prNumber}`);
+                } catch (e) {
+                  // 422 if head branch deleted; 403 if permissions insufficient.
+                  // Bypass labels still apply — maintainer can reopen manually.
+                  core.warning(
+                    `Could not reopen PR #${prNumber} (HTTP ${e.status ?? 'unknown'}): ${e.message}. ` +
+                    `Bypass labels were applied — a maintainer may need to reopen manually.`,
+                  );
+                }
+              }
+
+              // Add bypass-issue-check so future triggers skip enforcement
+              await ensureAndAddLabel('bypass-issue-check', '0e8a16');
+
+              // Minimize stale enforcement comment (best-effort; must not
+              // abort bypass — sync w/ reopen_on_assignment.yml & step below)
+              try {
+                const marker = '<!-- require-issue-link -->';
+                const comments = await github.paginate(
+                  github.rest.issues.listComments,
+                  { owner, repo, issue_number: prNumber, per_page: 100 },
+                );
+                const stale = comments.find(c => c.body && c.body.includes(marker));
+                if (stale) {
+                  await github.graphql(`
+                    mutation($id: ID!) {
+                      minimizeComment(input: {subjectId: $id, classifier: OUTDATED}) {
+                        minimizedComment { isMinimized }
+                      }
+                    }
+                  `, { id: stale.node_id });
+                  console.log(`Minimized stale enforcement comment ${stale.id} as outdated`);
+                }
+              } catch (e) {
+                core.warning(`Could not minimize stale comment on PR #${prNumber}: ${e.message}`);
+              }
+
+              core.setOutput('has-link', 'true');
+              core.setOutput('is-assigned', 'true');
+            }
+
+            // ── Maintainer override: removed "missing-issue-link" label ─────
+            if (action === 'unlabeled') {
+              const { isMember, login } = await senderIsOrgMember();
+              if (isMember) {
+                await applyMaintainerBypass(
+                  `Maintainer ${login} removed missing-issue-link from PR #${prNumber} — bypassing enforcement`,
+                );
+                return;
+              }
+              // Non-member removed the label — re-add it defensively and
+              // set failure outputs so downstream steps (comment, close) fire.
+              // NOTE: addLabels fires a "labeled" event, but the job-level gate
+              // only matches labeled events for "external", so no re-trigger.
+              console.log(`Non-member ${login} removed missing-issue-link — re-adding`);
+              try {
+                await ensureAndAddLabel('missing-issue-link', 'b76e79');
+              } catch (e) {
+                core.warning(
+                  `Failed to re-add missing-issue-link (HTTP ${e.status ?? 'unknown'}): ${e.message}. ` +
+                  `Downstream step will retry.`,
+                );
+              }
+              core.setOutput('has-link', 'false');
+              core.setOutput('is-assigned', 'false');
+              return;
+            }
+
+            // ── Maintainer override: reopened PR with "missing-issue-link" ──
+            const prLabels = context.payload.pull_request.labels.map(l => l.name);
+            if (action === 'reopened' && prLabels.includes('missing-issue-link')) {
+              const { isMember, login } = await senderIsOrgMember();
+              if (isMember) {
+                await applyMaintainerBypass(
+                  `Maintainer ${login} reopened PR #${prNumber} — bypassing enforcement`,
+                );
+                return;
+              }
+              console.log(`Non-member ${login} reopened PR — proceeding with check`);
+            }
+
+            // ── Fetch live labels (race guard) ──────────────────────────────
+            const { data: liveLabels } = await github.rest.issues.listLabelsOnIssue({
+              owner, repo, issue_number: prNumber,
+            });
+            const liveNames = liveLabels.map(l => l.name);
+            if (liveNames.includes('trusted-contributor') || liveNames.includes('bypass-issue-check')) {
+              console.log('PR has trusted-contributor or bypass-issue-check label — bypassing');
+              core.setOutput('has-link', 'true');
+              core.setOutput('is-assigned', 'true');
+              return;
+            }
+
+            const body = context.payload.pull_request.body || '';
+            const pattern = /(?:close[sd]?|fix(?:e[sd])?|resolve[sd]?)\s*#(\d+)/gi;
+            const matches = [...body.matchAll(pattern)];
+
+            if (matches.length === 0) {
+              console.log('No issue link found in PR body');
+              core.setOutput('has-link', 'false');
+              core.setOutput('is-assigned', 'false');
+              return;
+            }
+
+            const issues = matches.map(m => `#${m[1]}`).join(', ');
+            console.log(`Found issue link(s): ${issues}`);
+            core.setOutput('has-link', 'true');
+
+            // Check whether the PR author is assigned to at least one linked issue
+            const prAuthor = context.payload.pull_request.user.login;
+            const MAX_ISSUES = 5;
+            const allIssueNumbers = [...new Set(matches.map(m => parseInt(m[1], 10)))];
+            const issueNumbers = allIssueNumbers.slice(0, MAX_ISSUES);
+            if (allIssueNumbers.length > MAX_ISSUES) {
+              core.warning(
+                `PR references ${allIssueNumbers.length} issues — only checking the first ${MAX_ISSUES}`,
+              );
+            }
+
+            let assignedToAny = false;
+            for (const num of issueNumbers) {
+              try {
+                const { data: issue } = await github.rest.issues.get({
+                  owner, repo, issue_number: num,
+                });
+                const assignees = issue.assignees.map(a => a.login.toLowerCase());
+                if (assignees.includes(prAuthor.toLowerCase())) {
+                  console.log(`PR author "${prAuthor}" is assigned to #${num}`);
+                  assignedToAny = true;
+                  break;
+                } else {
+                  console.log(`PR author "${prAuthor}" is NOT assigned to #${num} (assignees: ${assignees.join(', ') || 'none'})`);
+                }
+              } catch (error) {
+                if (error.status === 404) {
+                  console.log(`Issue #${num} not found — skipping`);
+                } else {
+                  // Non-404 errors (rate limit, server error) must not be
+                  // silently skipped — they could cause false enforcement
+                  // (closing a legitimate PR whose assignment can't be verified).
+                  throw new Error(
+                    `Cannot verify assignee for issue #${num} (${error.status}): ${error.message}`,
+                  );
+                }
+              }
+            }
+
+            core.setOutput('is-assigned', assignedToAny ? 'true' : 'false');
+
+      - name: Add missing-issue-link label
+        if: >-
+          env.ENFORCE_ISSUE_LINK == 'true' &&
+          (steps.check-link.outputs.has-link != 'true' || steps.check-link.outputs.is-assigned != 'true')
+        uses: actions/github-script@v8
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const prNumber = context.payload.pull_request.number;
+            const labelName = 'missing-issue-link';
+
+            // Ensure the label exists (no checkout/shared helper available)
+            try {
+              await github.rest.issues.getLabel({ owner, repo, name: labelName });
+            } catch (e) {
+              if (e.status !== 404) throw e;
+              try {
+                await github.rest.issues.createLabel({
+                  owner, repo, name: labelName, color: 'b76e79',
+                });
+              } catch (createErr) {
+                if (createErr.status !== 422) throw createErr;
+              }
+            }
+
+            await github.rest.issues.addLabels({
+              owner, repo, issue_number: prNumber, labels: [labelName],
+            });
+
+      - name: Remove missing-issue-link label and reopen PR
+        if: >-
+          env.ENFORCE_ISSUE_LINK == 'true' &&
+          steps.check-link.outputs.has-link == 'true' && steps.check-link.outputs.is-assigned == 'true'
+        uses: actions/github-script@v8
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const prNumber = context.payload.pull_request.number;
+            try {
+              await github.rest.issues.removeLabel({
+                owner, repo, issue_number: prNumber, name: 'missing-issue-link',
+              });
+            } catch (error) {
+              if (error.status !== 404) throw error;
+            }
+
+            // Reopen if this workflow previously closed the PR. We check the
+            // event payload labels (not live labels) because we already removed
+            // missing-issue-link above; the payload still reflects pre-step state.
+            const labels = context.payload.pull_request.labels.map(l => l.name);
+            if (context.payload.pull_request.state === 'closed' && labels.includes('missing-issue-link')) {
+              await github.rest.pulls.update({
+                owner,
+                repo,
+                pull_number: prNumber,
+                state: 'open',
+              });
+              console.log(`Reopened PR #${prNumber}`);
+            }
+
+            // Minimize stale enforcement comment (best-effort;
+            // sync w/ applyMaintainerBypass above & reopen_on_assignment.yml)
+            try {
+              const marker = '<!-- require-issue-link -->';
+              const comments = await github.paginate(
+                github.rest.issues.listComments,
+                { owner, repo, issue_number: prNumber, per_page: 100 },
+              );
+              const stale = comments.find(c => c.body && c.body.includes(marker));
+              if (stale) {
+                await github.graphql(`
+                  mutation($id: ID!) {
+                    minimizeComment(input: {subjectId: $id, classifier: OUTDATED}) {
+                      minimizedComment { isMinimized }
+                    }
+                  }
+                `, { id: stale.node_id });
+                console.log(`Minimized stale enforcement comment ${stale.id} as outdated`);
+              }
+            } catch (e) {
+              core.warning(`Could not minimize stale comment on PR #${prNumber}: ${e.message}`);
+            }
+
+      - name: Post comment, close PR, and fail
+        if: >-
+          env.ENFORCE_ISSUE_LINK == 'true' &&
+          (steps.check-link.outputs.has-link != 'true' || steps.check-link.outputs.is-assigned != 'true')
+        uses: actions/github-script@v8
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const prNumber = context.payload.pull_request.number;
+            const hasLink = '${{ steps.check-link.outputs.has-link }}' === 'true';
+            const isAssigned = '${{ steps.check-link.outputs.is-assigned }}' === 'true';
+            const marker = '<!-- require-issue-link -->';
+
+            let lines;
+            if (!hasLink) {
+              lines = [
+                marker,
+                '**This PR has been automatically closed** because it does not link to an approved issue.',
+                '',
+                'All external contributions must reference an approved issue or discussion. Please:',
+                '1. Find or [open an issue](https://github.com/' + owner + '/' + repo + '/issues/new/choose) describing the change',
+                '2. Wait for a maintainer to approve and assign you',
+                '3. Add `Fixes #<issue_number>`, `Closes #<issue_number>`, or `Resolves #<issue_number>` to your PR description and the PR will be reopened automatically',
+                '',
+                '*Maintainers: reopen this PR or remove the `missing-issue-link` label to bypass this check.*',
+              ];
+            } else {
+              lines = [
+                marker,
+                '**This PR has been automatically closed** because you are not assigned to the linked issue.',
+                '',
+                'External contributors must be assigned to an issue before opening a PR for it. Please:',
+                '1. Comment on the linked issue to request assignment from a maintainer',
+                '2. Once assigned, your PR will be reopened automatically',
+                '',
+                '*Maintainers: reopen this PR or remove the `missing-issue-link` label to bypass this check.*',
+              ];
+            }
+
+            const body = lines.join('\n');
+
+            // Deduplicate: check for existing comment with the marker
+            const comments = await github.paginate(
+              github.rest.issues.listComments,
+              { owner, repo, issue_number: prNumber, per_page: 100 },
+            );
+            const existing = comments.find(c => c.body && c.body.includes(marker));
+
+            if (!existing) {
+              await github.rest.issues.createComment({
+                owner,
+                repo,
+                issue_number: prNumber,
+                body,
+              });
+              console.log('Posted requirement comment');
+            } else if (existing.body !== body) {
+              await github.rest.issues.updateComment({
+                owner,
+                repo,
+                comment_id: existing.id,
+                body,
+              });
+              console.log('Updated existing comment with new message');
+            } else {
+              console.log('Comment already exists — skipping');
+            }
+
+            // Close the PR
+            if (context.payload.pull_request.state === 'open') {
+              await github.rest.pulls.update({
+                owner,
+                repo,
+                pull_number: prNumber,
+                state: 'closed',
+              });
+              console.log(`Closed PR #${prNumber}`);
+            }
+
+            // Cancel all other in-progress and queued workflow runs for this PR
+            const headSha = context.payload.pull_request.head.sha;
+            for (const status of ['in_progress', 'queued']) {
+              const runs = await github.paginate(
+                github.rest.actions.listWorkflowRunsForRepo,
+                { owner, repo, head_sha: headSha, status, per_page: 100 },
+              );
+              for (const run of runs) {
+                if (run.id === context.runId) continue;
+                try {
+                  await github.rest.actions.cancelWorkflowRun({
+                    owner, repo, run_id: run.id,
+                  });
+                  console.log(`Cancelled ${status} run ${run.id} (${run.name})`);
+                } catch (err) {
+                  console.log(`Could not cancel run ${run.id}: ${err.message}`);
+                }
+              }
+            }
+
+            const reason = !hasLink
+              ? 'PR must reference an issue using auto-close keywords (e.g., "Fixes #123").'
+              : 'PR author must be assigned to the linked issue.';
+            core.setFailed(reason);

.github/workflows/tag-external-issues.yml

@@ -0,0 +1,402 @@
+# Automatically tag issues as "external" or "internal" based on whether
+# the author is a member of the langchain-ai GitHub organization, and
+# apply contributor tier labels to external contributors based on their
+# merged PR history.
+#
+# PR labeling is handled by tag-external-prs.yml.
+# PR + issue backfill lives in the backfill job below (workflow_dispatch).
+#
+# Setup Requirements:
+# 1. Create a GitHub App with permissions:
+#    - Repository: Issues (write), Pull requests (write)
+#    - Organization: Members (read)
+# 2. Install the app on your organization and this repository
+# 3. Add these repository secrets:
+#    - ORG_MEMBERSHIP_APP_ID: Your app's ID
+#    - ORG_MEMBERSHIP_APP_PRIVATE_KEY: Your app's private key
+#
+# The GitHub App token is required to check private organization membership.
+# Without it, the workflow will fail.
+
+name: Tag External Issues
+
+on:
+  issues:
+    types: [opened]
+  workflow_dispatch:
+    inputs:
+      backfill_type:
+        description: "Backfill type (for initial run)"
+        default: "both"
+        type: choice
+        options:
+          - prs
+          - issues
+          - both
+      max_items:
+        description: "Maximum number of items to process"
+        default: "100"
+        type: string
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.issue.number || github.run_id }}
+  cancel-in-progress: true
+
+jobs:
+  tag-external:
+    if: github.event_name == 'issues'
+    runs-on: ubuntu-latest
+    permissions:
+      issues: write
+
+    steps:
+      - name: Generate GitHub App token
+        id: app-token
+        uses: actions/create-github-app-token@v3
+        with:
+          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
+          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}
+
+      - name: Check if contributor is external
+        if: steps.app-token.outcome == 'success'
+        id: check-membership
+        uses: actions/github-script@v8
+        with:
+          github-token: ${{ steps.app-token.outputs.token }}
+          script: |
+            const { owner, repo } = context.repo;
+            const author = context.payload.sender.login;
+            const senderType = context.payload.sender.type;
+
+            if (senderType === 'Bot') {
+              console.log(`${author} is a Bot — treating as internal`);
+              core.setOutput('is-external', 'false');
+              return;
+            }
+
+            try {
+              const membership = await github.rest.orgs.getMembershipForUser({
+                org: 'langchain-ai',
+                username: author,
+              });
+              const isExternal = membership.data.state !== 'active';
+              console.log(
+                isExternal
+                  ? `${author} has pending membership — treating as external`
+                  : `${author} is an active member of langchain-ai`,
+              );
+              core.setOutput('is-external', isExternal ? 'true' : 'false');
+            } catch (e) {
+              if (e.status === 404) {
+                console.log(`${author} is not a member of langchain-ai`);
+                core.setOutput('is-external', 'true');
+              } else {
+                throw new Error(
+                  `Membership check failed for ${author} (${e.status}): ${e.message}`,
+                );
+              }
+            }
+
+      - name: Apply contributor tier label
+        if: steps.check-membership.outputs.is-external == 'true'
+        uses: actions/github-script@v8
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const { owner, repo } = context.repo;
+            const issue = context.payload.issue;
+            const author = issue.user.login;
+            const issueNumber = issue.number;
+
+            const TRUSTED_THRESHOLD = 5;
+            const LABEL_COLOR = 'b76e79';
+
+            let mergedCount;
+            try {
+              const result = await github.rest.search.issuesAndPullRequests({
+                q: `repo:${owner}/${repo} is:pr is:merged author:"${author}"`,
+                per_page: 1,
+              });
+              mergedCount = result?.data?.total_count;
+            } catch (error) {
+              if (error?.status !== 422) throw error;
+              core.warning(`Search failed for ${author}; skipping tier label.`);
+              return;
+            }
+
+            if (mergedCount == null) {
+              core.warning(`Search response missing total_count for ${author}; skipping tier label.`);
+              return;
+            }
+
+            const tierLabel = mergedCount >= TRUSTED_THRESHOLD ? 'trusted-contributor' : null;
+
+            if (tierLabel) {
+              try {
+                await github.rest.issues.getLabel({ owner, repo, name: tierLabel });
+              } catch (e) {
+                if (e.status !== 404) throw e;
+                try {
+                  await github.rest.issues.createLabel({ owner, repo, name: tierLabel, color: LABEL_COLOR });
+                } catch (createErr) {
+                  if (createErr.status !== 422) throw createErr;
+                }
+              }
+              await github.rest.issues.addLabels({
+                owner, repo, issue_number: issueNumber, labels: [tierLabel],
+              });
+              console.log(`Applied '${tierLabel}' to #${issueNumber} (${mergedCount} merged PRs)`);
+            } else {
+              console.log(`No tier label for ${author} (${mergedCount} merged PRs)`);
+            }
+
+      - name: Add external label
+        if: steps.check-membership.outputs.is-external == 'true'
+        uses: actions/github-script@v8
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const { owner, repo } = context.repo;
+            const issue_number = context.payload.issue.number;
+            await github.rest.issues.addLabels({
+              owner, repo, issue_number, labels: ['external'],
+            });
+            console.log(`Added 'external' label to issue #${issue_number}`);
+
+      - name: Add internal label
+        if: steps.check-membership.outputs.is-external == 'false'
+        uses: actions/github-script@v8
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const { owner, repo } = context.repo;
+            const issue_number = context.payload.issue.number;
+            await github.rest.issues.addLabels({
+              owner, repo, issue_number, labels: ['internal'],
+            });
+            console.log(`Added 'internal' label to issue #${issue_number}`);
+
+  backfill:
+    if: github.event_name == 'workflow_dispatch'
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      issues: write
+      pull-requests: write
+
+    steps:
+      - name: Generate GitHub App token
+        id: app-token
+        uses: actions/create-github-app-token@v3
+        with:
+          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
+          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}
+
+      - name: Backfill labels
+        uses: actions/github-script@v8
+        with:
+          github-token: ${{ steps.app-token.outputs.token }}
+          script: |
+            const { owner, repo } = context.repo;
+            const rawMax = '${{ inputs.max_items }}';
+            const maxItems = parseInt(rawMax, 10);
+            if (isNaN(maxItems) || maxItems <= 0) {
+              core.setFailed(`Invalid max_items: "${rawMax}" — must be a positive integer`);
+              return;
+            }
+            const backfillType = '${{ inputs.backfill_type }}';
+
+            const TRUSTED_THRESHOLD = 5;
+            const LABEL_COLOR = 'b76e79';
+
+            const tierLabels = ['trusted-contributor'];
+
+            // ── Helpers ─────────────────────────────────────────────────
+
+            async function ensureLabel(name) {
+              try {
+                await github.rest.issues.getLabel({ owner, repo, name });
+              } catch (e) {
+                if (e.status !== 404) throw e;
+                try {
+                  await github.rest.issues.createLabel({ owner, repo, name, color: LABEL_COLOR });
+                } catch (createErr) {
+                  if (createErr.status !== 422) throw createErr;
+                }
+              }
+            }
+
+            async function checkMembership(author, userType) {
+              if (userType === 'Bot') {
+                console.log(`${author} is a Bot — treating as internal`);
+                return { isExternal: false };
+              }
+              try {
+                const membership = await github.rest.orgs.getMembershipForUser({
+                  org: 'langchain-ai',
+                  username: author,
+                });
+                const isExternal = membership.data.state !== 'active';
+                console.log(
+                  isExternal
+                    ? `${author} has pending membership — treating as external`
+                    : `${author} is an active member of langchain-ai`,
+                );
+                return { isExternal };
+              } catch (e) {
+                if (e.status === 404) {
+                  console.log(`${author} is not a member of langchain-ai`);
+                  return { isExternal: true };
+                }
+                throw new Error(
+                  `Membership check failed for ${author} (${e.status}): ${e.message}`,
+                );
+              }
+            }
+
+            async function getContributorInfo(contributorCache, author, userType) {
+              if (contributorCache.has(author)) return contributorCache.get(author);
+
+              const { isExternal } = await checkMembership(author, userType);
+
+              let mergedCount = null;
+              if (isExternal) {
+                try {
+                  const result = await github.rest.search.issuesAndPullRequests({
+                    q: `repo:${owner}/${repo} is:pr is:merged author:"${author}"`,
+                    per_page: 1,
+                  });
+                  mergedCount = result?.data?.total_count ?? null;
+                } catch (e) {
+                  if (e?.status !== 422) throw e;
+                  core.warning(`Search failed for ${author}; skipping tier.`);
+                }
+              }
+
+              const info = { isExternal, mergedCount };
+              contributorCache.set(author, info);
+              return info;
+            }
+
+            // ── Setup ────────────────────────────────────────────────────
+
+            for (const name of tierLabels) {
+              await ensureLabel(name);
+            }
+
+            const contributorCache = new Map();
+
+            let processed = 0;
+            let failures = 0;
+
+            // ── Backfill PRs ─────────────────────────────────────────────
+
+            if (backfillType === 'prs' || backfillType === 'both') {
+              const prs = await github.paginate(github.rest.pulls.list, {
+                owner, repo, state: 'open', per_page: 100,
+              });
+
+              for (const pr of prs) {
+                if (processed >= maxItems) break;
+
+                try {
+                  const author = pr.user.login;
+                  const info = await getContributorInfo(contributorCache, author, pr.user.type);
+
+                  const labels = [info.isExternal ? 'external' : 'internal'];
+                  if (info.isExternal && info.mergedCount != null && info.mergedCount >= TRUSTED_THRESHOLD) {
+                    labels.push('trusted-contributor');
+                  }
+
+                  // Ensure all labels exist before batch add
+                  for (const name of labels) {
+                    await ensureLabel(name);
+                  }
+
+                  // Remove stale tier labels
+                  const currentLabels = (await github.paginate(
+                    github.rest.issues.listLabelsOnIssue,
+                    { owner, repo, issue_number: pr.number, per_page: 100 },
+                  )).map(l => l.name ?? '');
+                  for (const name of currentLabels) {
+                    if (tierLabels.includes(name) && !labels.includes(name)) {
+                      try {
+                        await github.rest.issues.removeLabel({
+                          owner, repo, issue_number: pr.number, name,
+                        });
+                      } catch (e) {
+                        if (e.status !== 404) throw e;
+                      }
+                    }
+                  }
+
+                  await github.rest.issues.addLabels({
+                    owner, repo, issue_number: pr.number, labels,
+                  });
+                  console.log(`PR #${pr.number} (${author}): ${labels.join(', ')}`);
+                  processed++;
+                } catch (e) {
+                  failures++;
+                  core.warning(`Failed to process PR #${pr.number}: ${e.message}`);
+                }
+              }
+            }
+
+            // ── Backfill issues ──────────────────────────────────────────
+
+            if (backfillType === 'issues' || backfillType === 'both') {
+              const issues = await github.paginate(github.rest.issues.listForRepo, {
+                owner, repo, state: 'open', per_page: 100,
+              });
+
+              for (const issue of issues) {
+                if (processed >= maxItems) break;
+                if (issue.pull_request) continue;
+
+                try {
+                  const author = issue.user.login;
+                  const info = await getContributorInfo(contributorCache, author, issue.user.type);
+
+                  const labels = [info.isExternal ? 'external' : 'internal'];
+                  if (info.isExternal && info.mergedCount != null && info.mergedCount >= TRUSTED_THRESHOLD) {
+                    labels.push('trusted-contributor');
+                  }
+
+                  // Ensure all labels exist before batch add
+                  for (const name of labels) {
+                    await ensureLabel(name);
+                  }
+
+                  // Remove stale tier labels
+                  const currentLabels = (await github.paginate(
+                    github.rest.issues.listLabelsOnIssue,
+                    { owner, repo, issue_number: issue.number, per_page: 100 },
+                  )).map(l => l.name ?? '');
+                  for (const name of currentLabels) {
+                    if (tierLabels.includes(name) && !labels.includes(name)) {
+                      try {
+                        await github.rest.issues.removeLabel({
+                          owner, repo, issue_number: issue.number, name,
+                        });
+                      } catch (e) {
+                        if (e.status !== 404) throw e;
+                      }
+                    }
+                  }
+
+                  await github.rest.issues.addLabels({
+                    owner, repo, issue_number: issue.number, labels,
+                  });
+                  console.log(`Issue #${issue.number} (${author}): ${labels.join(', ')}`);
+                  processed++;
+                } catch (e) {
+                  failures++;
+                  core.warning(`Failed to process issue #${issue.number}: ${e.message}`);
+                }
+              }
+            }
+
+            console.log(`\nBackfill complete. Processed ${processed} items, ${failures} failures. ${contributorCache.size} unique authors.`);

.github/workflows/tag-external-prs.yml

@@ -0,0 +1,173 @@
+# Automatically tag pull requests as "external" or "internal" based on
+# whether the author is a member of the langchain-ai GitHub organization,
+# and apply contributor tier labels to external contributors based on
+# their merged PR history.
+#
+# Issue labeling is handled by tag-external-issues.yml.
+# Backfill (workflow_dispatch) also lives in tag-external-issues.yml.
+#
+# Setup Requirements:
+# 1. Create a GitHub App with permissions:
+#    - Repository: Pull requests (write)
+#    - Organization: Members (read)
+# 2. Install the app on your organization and this repository
+# 3. Add these repository secrets:
+#    - ORG_MEMBERSHIP_APP_ID: Your app's ID
+#    - ORG_MEMBERSHIP_APP_PRIVATE_KEY: Your app's private key
+#
+# The GitHub App token is required to check private organization membership.
+# Without it, the workflow will fail.
+
+name: Tag External PRs
+
+on:
+  pull_request_target:
+    types: [opened]
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}
+  cancel-in-progress: true
+
+jobs:
+  tag-external:
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+
+    steps:
+      - name: Generate GitHub App token
+        id: app-token
+        uses: actions/create-github-app-token@v3
+        with:
+          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
+          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}
+
+      - name: Check if contributor is external
+        if: steps.app-token.outcome == 'success'
+        id: check-membership
+        uses: actions/github-script@v8
+        with:
+          github-token: ${{ steps.app-token.outputs.token }}
+          script: |
+            const { owner, repo } = context.repo;
+            const author = context.payload.sender.login;
+            const senderType = context.payload.sender.type;
+
+            if (senderType === 'Bot') {
+              console.log(`${author} is a Bot — treating as internal`);
+              core.setOutput('is-external', 'false');
+              return;
+            }
+
+            try {
+              const membership = await github.rest.orgs.getMembershipForUser({
+                org: 'langchain-ai',
+                username: author,
+              });
+              const isExternal = membership.data.state !== 'active';
+              console.log(
+                isExternal
+                  ? `${author} has pending membership — treating as external`
+                  : `${author} is an active member of langchain-ai`,
+              );
+              core.setOutput('is-external', isExternal ? 'true' : 'false');
+            } catch (e) {
+              if (e.status === 404) {
+                console.log(`${author} is not a member of langchain-ai`);
+                core.setOutput('is-external', 'true');
+              } else {
+                throw new Error(
+                  `Membership check failed for ${author} (${e.status}): ${e.message}`,
+                );
+              }
+            }
+
+      # Apply tier label BEFORE the external label so that
+      # "trusted-contributor" is already present when the "external" labeled
+      # event fires and triggers require_issue_link.yml.
+      - name: Apply contributor tier label
+        if: steps.check-membership.outputs.is-external == 'true'
+        uses: actions/github-script@v8
+        with:
+          # Use App token so the "labeled" event propagates to downstream
+          # workflows (e.g. require_issue_link.yml).
+          github-token: ${{ steps.app-token.outputs.token }}
+          script: |
+            const { owner, repo } = context.repo;
+            const pr = context.payload.pull_request;
+            const author = pr.user.login;
+            const prNumber = pr.number;
+
+            const TRUSTED_THRESHOLD = 5;
+            const LABEL_COLOR = 'b76e79';
+
+            let mergedCount;
+            try {
+              const result = await github.rest.search.issuesAndPullRequests({
+                q: `repo:${owner}/${repo} is:pr is:merged author:"${author}"`,
+                per_page: 1,
+              });
+              mergedCount = result?.data?.total_count;
+            } catch (error) {
+              if (error?.status !== 422) throw error;
+              core.warning(`Search failed for ${author}; skipping tier label.`);
+              return;
+            }
+
+            if (mergedCount == null) {
+              core.warning(`Search response missing total_count for ${author}; skipping tier label.`);
+              return;
+            }
+
+            const tierLabel = mergedCount >= TRUSTED_THRESHOLD ? 'trusted-contributor' : null;
+
+            if (tierLabel) {
+              try {
+                await github.rest.issues.getLabel({ owner, repo, name: tierLabel });
+              } catch (e) {
+                if (e.status !== 404) throw e;
+                try {
+                  await github.rest.issues.createLabel({ owner, repo, name: tierLabel, color: LABEL_COLOR });
+                } catch (createErr) {
+                  if (createErr.status !== 422) throw createErr;
+                }
+              }
+              await github.rest.issues.addLabels({
+                owner, repo, issue_number: prNumber, labels: [tierLabel],
+              });
+              console.log(`Applied '${tierLabel}' to PR #${prNumber} (${mergedCount} merged PRs)`);
+            } else {
+              console.log(`No tier label for ${author} (${mergedCount} merged PRs)`);
+            }
+
+      - name: Add external label
+        if: steps.check-membership.outputs.is-external == 'true'
+        uses: actions/github-script@v8
+        with:
+          # Use App token so the "labeled" event propagates to downstream
+          # workflows (e.g. require_issue_link.yml). Events created by the
+          # default GITHUB_TOKEN do not trigger additional workflow runs.
+          github-token: ${{ steps.app-token.outputs.token }}
+          script: |
+            const { owner, repo } = context.repo;
+            const issue_number = context.payload.pull_request.number;
+            await github.rest.issues.addLabels({
+              owner, repo, issue_number, labels: ['external'],
+            });
+            console.log(`Added 'external' label to PR #${issue_number}`);
+
+      - name: Add internal label
+        if: steps.check-membership.outputs.is-external == 'false'
+        uses: actions/github-script@v8
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const { owner, repo } = context.repo;
+            const issue_number = context.payload.pull_request.number;
+            await github.rest.issues.addLabels({
+              owner, repo, issue_number, labels: ['internal'],
+            });
+            console.log(`Added 'internal' label to PR #${issue_number}`);

.github/workflows/uv_lock_ugprade.yml

@@ -19,18 +19,16 @@ jobs:
       - uses: actions/checkout@v6
       
       - name: Set up uv
-        uses: astral-sh/setup-uv@v7
+        uses: ./.github/actions/uv_setup
         with:
-          # use minimum supported Python version
           python-version: "3.10"
-          enable-cache: true
           cache-suffix: "uv-lock-upgrade"
           
       - name: Run uv lock --upgrade in all Python packages
         run: make lock-upgrade
           
       - name: Create Pull Request
-        uses: peter-evans/create-pull-request@v8
+        uses: peter-evans/create-pull-request@c0f553fe549906ede9cf27b5156039d195d2ece0 # v8
         with:
           token: ${{ secrets.GITHUB_TOKEN }}
           commit-message: "chore(deps): upgrade dependencies with `uv lock --upgrade`"

.markdownlint.json

@@ -0,0 +1,14 @@
+{
+  "MD013": false,
+  "MD024": {
+    "siblings_only": true
+  },
+  "MD025": false,
+  "MD033": false,
+  "MD034": false,
+  "MD036": false,
+  "MD041": false,
+  "MD046": {
+    "style": "fenced"
+  }
+}

README.md

@@ -1,93 +1,81 @@
-<picture class="github-only">
-  <source media="(prefers-color-scheme: light)" srcset=".github/images/logo-light.svg">
-  <source media="(prefers-color-scheme: dark)" srcset=".github/images/logo-dark.svg">
-  <img alt="LangGraph Logo" src=".github/images/logo-dark.svg" width="50%">
-</picture>
-
-<div>
-<br>
+<div align="center">
+  <a href="https://www.langchain.com/langgraph">
+    <picture>
+      <source media="(prefers-color-scheme: dark)" srcset=".github/images/logo-dark.svg">
+      <source media="(prefers-color-scheme: light)" srcset=".github/images/logo-light.svg">
+      <img alt="LangGraph Logo" src=".github/images/logo-dark.svg" width="50%">
+    </picture>
+  </a>
 </div>
 
-[![Version](https://img.shields.io/pypi/v/langgraph.svg)](https://pypi.org/project/langgraph/)
-[![Downloads](https://static.pepy.tech/badge/langgraph/month)](https://pepy.tech/project/langgraph)
-[![Open Issues](https://img.shields.io/github/issues-raw/langchain-ai/langgraph)](https://github.com/langchain-ai/langgraph/issues)
-[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://docs.langchain.com/oss/python/langgraph/overview)
+<div align="center">
+  <h3>Low-level orchestration framework for building stateful agents.</h3>
+</div>
+
+<div align="center">
+  <a href="https://opensource.org/licenses/MIT" target="_blank"><img src="https://img.shields.io/pypi/l/langgraph" alt="PyPI - License"></a>
+  <a href="https://pypistats.org/packages/langgraph" target="_blank"><img src="https://img.shields.io/pepy/dt/langgraph" alt="PyPI - Downloads"></a>
+  <a href="https://pypi.org/project/langgraph/" target="_blank"><img src="https://img.shields.io/pypi/v/langgraph.svg?label=%20" alt="Version"></a>
+  <a href="https://x.com/langchain" target="_blank"><img src="https://img.shields.io/twitter/url/https/twitter.com/langchain.svg?style=social&label=Follow%20%40LangChain" alt="Twitter / X"></a>
+</div>
+
+<br>
 
 Trusted by companies shaping the future of agents – including Klarna, Replit, Elastic, and more – LangGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents.
 
-## Get started
-
-Install LangGraph:
-
-```
+```bash
 pip install -U langgraph
 ```
 
-Create a simple workflow:
+If you're looking to quickly build agents with LangChain's `create_agent` (built on LangGraph), check out the [LangChain Agents documentation](https://docs.langchain.com/oss/python/langchain/agents).
 
-```python
-from langgraph.graph import START, StateGraph
-from typing_extensions import TypedDict
+> [!NOTE]
+> Looking for the JS/TS library? Check out [LangGraph.js](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
 
+## Why use LangGraph?
 
-class State(TypedDict):
-    text: str
+LangGraph provides low-level supporting infrastructure for *any* long-running, stateful workflow or agent:
 
-
-def node_a(state: State) -> dict:
-    return {"text": state["text"] + "a"}
-
-
-def node_b(state: State) -> dict:
-    return {"text": state["text"] + "b"}
-
-
-graph = StateGraph(State)
-graph.add_node("node_a", node_a)
-graph.add_node("node_b", node_b)
-graph.add_edge(START, "node_a")
-graph.add_edge("node_a", "node_b")
-
-print(graph.compile().invoke({"text": ""}))
-# {'text': 'ab'}
-```
-
-Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).
-
-To quickly build agents with LangChain's `create_agent` (built on LangGraph), see the [LangChain Agents documentation](https://docs.langchain.com/oss/python/langchain/agents).
+- **[Durable execution](https://docs.langchain.com/oss/python/langgraph/durable-execution)** — Build agents that persist through failures and can run for extended periods, automatically resuming from exactly where they left off.
+- **[Human-in-the-loop](https://docs.langchain.com/oss/python/langgraph/interrupts)** — Seamlessly incorporate human oversight by inspecting and modifying agent state at any point during execution.
+- **[Comprehensive memory](https://docs.langchain.com/oss/python/langgraph/memory)** — Create truly stateful agents with both short-term working memory for ongoing reasoning and long-term persistent memory across sessions.
+- **[Debugging with LangSmith](https://www.langchain.com/langsmith)** — Gain deep visibility into complex agent behavior with visualization tools that trace execution paths, capture state transitions, and provide detailed runtime metrics.
+- **[Production-ready deployment](https://docs.langchain.com/langsmith/deployments)** — Deploy sophisticated agent systems confidently with scalable infrastructure designed to handle the unique challenges of stateful, long-running workflows.
 
 > [!TIP]
 > For developing, debugging, and deploying AI agents and LLM applications, see [LangSmith](https://docs.langchain.com/langsmith/home).
 
-## Core benefits
+## LangGraph ecosystem
 
-LangGraph provides low-level supporting infrastructure for *any* long-running, stateful workflow or agent. LangGraph does not abstract prompts or architecture, and provides the following central benefits:
+While LangGraph can be used standalone, it also integrates seamlessly with any LangChain product, giving developers a full suite of tools for building agents.
 
-- [Durable execution](https://docs.langchain.com/oss/python/langgraph/durable-execution): Build agents that persist through failures and can run for extended periods, automatically resuming from exactly where they left off.
-- [Human-in-the-loop](https://docs.langchain.com/oss/python/langgraph/interrupts): Seamlessly incorporate human oversight by inspecting and modifying agent state at any point during execution.
-- [Comprehensive memory](https://docs.langchain.com/oss/python/langgraph/memory): Create truly stateful agents with both short-term working memory for ongoing reasoning and long-term persistent memory across sessions.
-- [Debugging with LangSmith](http://www.langchain.com/langsmith): Gain deep visibility into complex agent behavior with visualization tools that trace execution paths, capture state transitions, and provide detailed runtime metrics.
-- [Production-ready deployment](https://docs.langchain.com/langsmith/app-development): Deploy sophisticated agent systems confidently with scalable infrastructure designed to handle the unique challenges of stateful, long-running workflows.
+To improve your LLM application development, pair LangGraph with:
 
-## LangGraph’s ecosystem
-
-While LangGraph can be used standalone, it also integrates seamlessly with any LangChain product, giving developers a full suite of tools for building agents. To improve your LLM application development, pair LangGraph with:
-
-- [LangSmith](http://www.langchain.com/langsmith) — Helpful for agent evals and observability. Debug poor-performing LLM app runs, evaluate agent trajectories, gain visibility in production, and improve performance over time.
-- [LangSmith Deployment](https://docs.langchain.com/langsmith/deployments) — Deploy and scale agents effortlessly with a purpose-built deployment platform for long running, stateful workflows. Discover, reuse, configure, and share agents across teams — and iterate quickly with visual prototyping in [LangGraph Studio](https://docs.langchain.com/oss/python/langgraph/studio).
+- [Deep Agents](https://github.com/langchain-ai/deepagents) *(new!)* – Build agents that can plan, use subagents, and leverage file systems for complex tasks.
 - [LangChain](https://docs.langchain.com/oss/python/langchain/overview) – Provides integrations and composable components to streamline LLM application development.
+- [LangSmith](https://www.langchain.com/langsmith) – Helpful for agent evals and observability. Debug poor-performing LLM app runs, evaluate agent trajectories, gain visibility in production, and improve performance over time.
+- [LangSmith Deployment](https://docs.langchain.com/langsmith/deployments) – Deploy and scale agents effortlessly with a purpose-built deployment platform for long-running, stateful workflows. Discover, reuse, configure, and share agents across teams – and iterate quickly with visual prototyping in [LangSmith Studio](https://docs.langchain.com/langsmith/studio).
 
-> [!NOTE]
-> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
+---
+
+## Documentation
+
+- [docs.langchain.com](https://docs.langchain.com/oss/python/langgraph/overview) – Comprehensive documentation, including conceptual overviews and guides
+- [reference.langchain.com/python/langgraph](https://reference.langchain.com/python/langgraph) – API reference docs for LangGraph packages
+- [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart) – Get started building with LangGraph
+- [Chat LangChain](https://chat.langchain.com/) – Chat with the LangChain documentation and get answers to your questions
+
+**Discussions**: Visit the [LangChain Forum](https://forum.langchain.com) to connect with the community and share all of your technical questions, ideas, and feedback.
 
 ## Additional resources
 
-- [Guides](https://docs.langchain.com/oss/python/langgraph/overview): Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
-- [Reference](https://reference.langchain.com/python/langgraph/): Detailed reference on core classes, methods, how to use the graph and checkpointing APIs, and higher-level prebuilt components.
-- [Examples](https://docs.langchain.com/oss/python/langgraph/agentic-rag): Guided examples on getting started with LangGraph.
-- [LangChain Forum](https://forum.langchain.com/): Connect with the community and share all of your technical questions, ideas, and feedback.
-- [LangChain Academy](https://academy.langchain.com/courses/intro-to-langgraph): Learn the basics of LangGraph in our free, structured course.
-- [Case studies](https://www.langchain.com/built-with-langgraph): Hear how industry leaders use LangGraph to ship AI applications at scale.
+- **[Guides](https://docs.langchain.com/oss/python/learn)** – Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
+- **[LangChain Academy](https://academy.langchain.com/courses/intro-to-langgraph)** – Learn the basics of LangGraph in our free, structured course.
+- **[Case studies](https://www.langchain.com/built-with-langgraph)** – Hear how industry leaders use LangGraph to ship AI applications at scale.
+- [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview) – Learn how to contribute to LangChain projects and find good first issues.
+- [Code of Conduct](https://github.com/langchain-ai/langchain/?tab=coc-ov-file) – Our community guidelines and standards for participation.
+
+---
 
 ## Acknowledgements
 

libs/checkpoint-conformance/langgraph/checkpoint/conformance/test_utils.py

@@ -89,7 +89,7 @@ async def put_test_checkpoint(
     vals = channel_values or {}
     cv = channel_versions
     if cv is None and vals:
-        cv = {k: 1 for k in vals}
+        cv: ChannelVersions = {k: 1 for k in vals}
         cp["channel_versions"] = cv
     nv = new_versions
     if nv is None:

libs/checkpoint-conformance/uv.lock

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 [[package]]

libs/checkpoint-postgres/langgraph/store/postgres/aio.py

@@ -164,12 +164,11 @@ class AsyncPostgresStore(AsyncBatchedBaseStore, BasePostgresStore[_ainternal.Con
         grouped_ops, num_ops = _group_ops(ops)
         results: list[Result] = [None] * num_ops
 
-        async with _ainternal.get_connection(self.conn) as conn:
-            if self.pipe:
-                async with self.pipe:
-                    await self._execute_batch(grouped_ops, results, conn)
-            else:
-                await self._execute_batch(grouped_ops, results, conn)
+        if self.pipe:
+            async with self.pipe:
+                await self._execute_batch(grouped_ops, results)
+        else:
+            await self._execute_batch(grouped_ops, results)
 
         return results
 
@@ -410,8 +409,10 @@ class AsyncPostgresStore(AsyncBatchedBaseStore, BasePostgresStore[_ainternal.Con
         self,
         grouped_ops: dict,
         results: list[Result],
-        conn: AsyncConnection[DictRow],
+        conn: AsyncConnection[DictRow] | None = None,
     ) -> None:
+        # Keep `conn` for compatibility with subclasses overriding this private hook.
+        # All database I/O goes through `_cursor()`, which owns connection acquisition.
         async with self._cursor(pipeline=True) as cur:
             if GetOp in grouped_ops:
                 await self._batch_get_ops(

libs/checkpoint-postgres/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-checkpoint-postgres"
-version = "3.0.4"
+version = "3.0.5"
 description = "Library with a Postgres implementation of LangGraph checkpoint saver."
 authors = []
 requires-python = ">=3.10"

libs/checkpoint-postgres/tests/test_async_store.py

@@ -20,6 +20,7 @@ from langgraph.store.base import (
 )
 from psycopg import AsyncConnection
 
+from langgraph.checkpoint.postgres import _ainternal
 from langgraph.store.postgres import AsyncPostgresStore
 from tests.conftest import (
     DEFAULT_URI,
@@ -346,6 +347,59 @@ async def test_batch_list_namespaces_ops(store: AsyncPostgresStore) -> None:
     assert ("test", "namespace2") in results[0]
 
 
+@asynccontextmanager
+async def _create_pool_store() -> AsyncIterator[AsyncPostgresStore]:
+    database = f"test_{uuid.uuid4().hex[:16]}"
+    uri_parts = DEFAULT_URI.split("/")
+    uri_base = "/".join(uri_parts[:-1])
+    query_params = ""
+    if "?" in uri_parts[-1]:
+        _, query_params = uri_parts[-1].split("?", 1)
+        query_params = "?" + query_params
+
+    conn_string = f"{uri_base}/{database}{query_params}"
+    admin_conn_string = DEFAULT_URI
+    async with await AsyncConnection.connect(
+        admin_conn_string, autocommit=True
+    ) as conn:
+        await conn.execute(f"CREATE DATABASE {database}")
+    try:
+        async with AsyncPostgresStore.from_conn_string(
+            conn_string, pool_config={"min_size": 1, "max_size": 1}
+        ) as store:
+            await store.setup()
+            yield store
+    finally:
+        async with await AsyncConnection.connect(
+            admin_conn_string, autocommit=True
+        ) as conn:
+            await conn.execute(f"DROP DATABASE {database}")
+
+
+async def test_abatch_uses_single_pool_checkout(monkeypatch) -> None:
+    async with _create_pool_store() as store:
+        await store.aput(("test",), "key1", {"data": "value1"})
+
+        original_get_connection = _ainternal.get_connection
+        checkout_count = 0
+
+        @asynccontextmanager
+        async def counting_get_connection(conn):
+            nonlocal checkout_count
+            checkout_count += 1
+            async with original_get_connection(conn) as checked_out_conn:
+                yield checked_out_conn
+
+        monkeypatch.setattr(_ainternal, "get_connection", counting_get_connection)
+
+        results = await store.abatch([GetOp(namespace=("test",), key="key1")])
+
+        assert len(results) == 1
+        assert results[0] is not None
+        assert results[0].value == {"data": "value1"}
+        assert checkout_count == 1
+
+
 @asynccontextmanager
 async def _create_vector_store(
     vector_type: str,

libs/checkpoint-postgres/uv.lock

@@ -13,16 +13,16 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.12.1"
+version = "4.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
     { name = "idna" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
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+    { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
 ]
 
 [[package]]
@@ -240,7 +240,7 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "1.2.11"
+version = "1.2.22"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jsonpatch" },
@@ -252,9 +252,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "uuid-utils" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/b1/a3/c4cd6827a1df46c821e7214b7f7b7a28b189e6c9b84ef15c6d629c5e3179/langchain_core-1.2.22.tar.gz", hash = "sha256:8d8f726d03d3652d403da915126626bb6250747e8ba406537d849e68b9f5d058", size = 842487, upload-time = "2026-03-24T18:48:44.9Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/c7/a6/2ffacf0f1a3788f250e75d0b52a24896c413be11be3a6d42bcdf46fbea48/langchain_core-1.2.22-py3-none-any.whl", hash = "sha256:7e30d586b75918e828833b9ec1efc25465723566845dd652c277baf751e9c04b", size = 506829, upload-time = "2026-03-24T18:48:43.286Z" },
 ]
 
 [[package]]
@@ -307,7 +307,7 @@ test = [
 
 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "3.0.4"
+version = "3.0.5"
 source = { editable = "." }
 dependencies = [
     { name = "langgraph-checkpoint" },
@@ -917,11 +917,11 @@ wheels = [
 
 [[package]]
 name = "pygments"
-version = "2.19.2"
+version = "2.20.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b0/77/a5b8c569bf593b0140bde72ea885a803b82086995367bf2037de0159d924/pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887", size = 4968631, upload-time = "2025-06-21T13:39:12.283Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/b2/bc9c9196916376152d655522fdcebac55e66de6603a76a02bca1b6414f6c/pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f", size = 4955991, upload-time = "2026-03-29T13:29:33.898Z" }
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+    { url = "https://files.pythonhosted.org/packages/f4/7e/a72dd26f3b0f4f2bf1dd8923c85f7ceb43172af56d63c7383eb62b332364/pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176", size = 1231151, upload-time = "2026-03-29T13:29:30.038Z" },
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 [[package]]
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 [[package]]
 name = "requests"
-version = "2.32.5"
+version = "2.33.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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+    { url = "https://files.pythonhosted.org/packages/56/5d/c814546c2333ceea4ba42262d8c4d55763003e767fa169adc693bd524478/requests-2.33.0-py3-none-any.whl", hash = "sha256:3324635456fa185245e24865e810cecec7b4caf933d7eb133dcde67d48cee69b", size = 65017, upload-time = "2026-03-25T15:10:40.382Z" },
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 [[package]]
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 [[package]]

libs/checkpoint/langgraph/store/base/batch.py

@@ -328,6 +328,9 @@ async def _run(
     store: weakref.ReferenceType[BaseStore],
 ) -> None:
     while item := await aqueue.get():
+        # don't run batch if the future is done (e.g. cancelled)
+        if item[0].done():
+            continue
         # check if store is still alive
         if s := store():
             try:
@@ -335,6 +338,9 @@ async def _run(
                 items = [item]
                 try:
                     while item := aqueue.get_nowait():
+                        # don't insert if the future is done (e.g. cancelled)
+                        if item[0].done():
+                            continue
                         items.append(item)
                 except asyncio.QueueEmpty:
                     pass

libs/checkpoint/uv.lock

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 ]
 
 [[package]]

libs/cli/examples/graph_prerelease_reqs/deps/additional_deps/pyproject.toml

@@ -5,5 +5,5 @@ description = "Test for prerelease stuff"
 readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
-  "langgraph==1.0.8"
+  "langgraph==1.1.2"
 ]

libs/cli/examples/graph_prerelease_reqs/pyproject.toml

@@ -7,7 +7,7 @@ requires-python = ">=3.10"
 dependencies = [
   "langchain-openai==1.0.0a2",
   "langchain-anthropic==1.0.0a5",
-  "langgraph==1.0.8"
+  "langgraph==1.1.2"
 ]
 
 [tool.uv]

libs/cli/examples/graph_prerelease_reqs_fail/pyproject.toml

@@ -6,6 +6,6 @@ readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
   "langchain-openai==1.0.0a2",
-  "langgraph==1.0.0a2",
+  "langgraph==1.1.2",
   "langchain_community>=0.3.0",
 ]

libs/cli/js-examples/package.json

@@ -21,23 +21,23 @@
     "test:all": "yarn test && yarn test:int && yarn lint:langgraph"
   },
   "dependencies": {
-    "@langchain/core": "^1.1.31",
-    "@langchain/langgraph": "^1.2.1"
+    "@langchain/core": "^1.1.36",
+    "@langchain/langgraph": "^1.2.5"
   },
   "devDependencies": {
     "@eslint/eslintrc": "^3.3.5",
     "@eslint/js": "^10.0.1",
     "@tsconfig/recommended": "^1.0.13",
     "@types/jest": "^30.0.0",
-    "@typescript-eslint/eslint-plugin": "^8.56.1",
-    "@typescript-eslint/parser": "^8.56.1",
+    "@typescript-eslint/eslint-plugin": "^8.57.2",
+    "@typescript-eslint/parser": "^8.57.2",
     "dotenv": "^17.3.1",
-    "eslint": "^10.0.3",
+    "eslint": "^10.1.0",
     "eslint-config-prettier": "^10.1.8",
     "eslint-plugin-import": "^2.32.0",
     "eslint-plugin-no-instanceof": "^1.0.1",
     "eslint-plugin-prettier": "^5.5.5",
-    "jest": "^30.2.0",
+    "jest": "^30.3.0",
     "prettier": "^3.8.1",
     "ts-jest": "^29.4.6",
     "typescript": "^5.9.3"

libs/cli/js-monorepo-example/apps/agent/package.json

@@ -9,8 +9,8 @@
   },
   "dependencies": {
     "@js-monorepo-example/shared": "*",
-    "@langchain/core": "^1.1.31",
-    "@langchain/langgraph": "^1.2.1"
+    "@langchain/core": "^1.1.35",
+    "@langchain/langgraph": "^1.2.5"
   },
   "devDependencies": {
     "typescript": "^5.9.3"

libs/cli/js-monorepo-example/package.json

@@ -17,18 +17,18 @@
     "lint": "eslint 'apps/**/*.ts' 'libs/**/*.ts'"
   },
   "devDependencies": {
-    "turbo": "^2.8.14",
+    "turbo": "^2.8.20",
     "typescript": "^5.9.3",
     "@tsconfig/recommended": "^1.0.13",
     "@eslint/eslintrc": "^3.3.5",
     "@eslint/js": "^10.0.1",
-    "eslint": "^10.0.3",
+    "eslint": "^10.1.0",
     "eslint-config-prettier": "^10.1.8",
     "eslint-plugin-import": "^2.27.5",
     "eslint-plugin-no-instanceof": "^1.0.1",
     "eslint-plugin-prettier": "^5.5.5",
-    "@typescript-eslint/eslint-plugin": "^8.56.1",
-    "@typescript-eslint/parser": "^8.56.1",
+    "@typescript-eslint/eslint-plugin": "^8.57.1",
+    "@typescript-eslint/parser": "^8.57.1",
     "prettier": "^3.8.1"
   }
 }

libs/cli/js-monorepo-example/yarn.lock

@@ -28,14 +28,14 @@
     debug "^4.3.1"
     minimatch "^10.2.4"
 
-"@eslint/config-helpers@^0.5.2":
-  version "0.5.2"
-  resolved "https://registry.yarnpkg.com/@eslint/config-helpers/-/config-helpers-0.5.2.tgz#314c7b03d02a371ad8c0a7f6821d5a8a8437ba9d"
-  integrity sha512-a5MxrdDXEvqnIq+LisyCX6tQMPF/dSJpCfBgBauY+pNZ28yCtSsTvyTYrMhaI+LK26bVyCJfJkT0u8KIj2i1dQ==
+"@eslint/config-helpers@^0.5.3":
+  version "0.5.3"
+  resolved "https://registry.yarnpkg.com/@eslint/config-helpers/-/config-helpers-0.5.3.tgz#721fe6bbb90d74b0c80d6ff2428e5bbcb002becb"
+  integrity sha512-lzGN0onllOZCGroKJmRwY6QcEHxbjBw1gwB8SgRSqK8YbbtEXMvKynsXc3553ckIEBxsbMBU7oOZXKIPGZNeZw==
   dependencies:
-    "@eslint/core" "^1.1.0"
+    "@eslint/core" "^1.1.1"
 
-"@eslint/core@^1.1.0", "@eslint/core@^1.1.1":
+"@eslint/core@^1.1.1":
   version "1.1.1"
   resolved "https://registry.yarnpkg.com/@eslint/core/-/core-1.1.1.tgz#450f3d2be2d463ccd51119544092256b4e88df32"
   integrity sha512-QUPblTtE51/7/Zhfv8BDwO0qkkzQL7P/aWWbqcf4xWLEYn1oKjdO0gglQBB4GAsu7u6wjijbCmzsUTy6mnk6oQ==
@@ -103,10 +103,10 @@
   resolved "https://registry.yarnpkg.com/@isaacs/cliui/-/cliui-9.0.0.tgz#4d0a3f127058043bf2e7ee169eaf30ed901302f3"
   integrity sha512-AokJm4tuBHillT+FpMtxQ60n8ObyXBatq7jD2/JA9dxbDDokKQm8KMht5ibGzLVU9IJDIKK4TPKgMHEYMn3lMg==
 
-"@langchain/core@^1.1.31":
-  version "1.1.31"
-  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.1.31.tgz#81882c7be8dfe138015da67b93aa73c6ab0f6962"
-  integrity sha512-FxsgIUONjKaRpjx59sISgmb0OMCbAetPGyhzjGa2kX0y1f8LZ5xm9VB2db7W9HYWyLvzRWcMA51Uu4OSTJmtZQ==
+"@langchain/core@^1.1.35":
+  version "1.1.35"
+  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.1.35.tgz#4c681cc9af3d59d139f6272768dd30361dccd518"
+  integrity sha512-TM0idLSAx17IEMqEIN7F8MDdXpN53p4A4vhhjZxf7LedwShB/8Zx1F5D5Nq1Bbn0zh9QDzSHpWyfCrTtggKf7g==
   dependencies:
     "@cfworker/json-schema" "^4.0.2"
     "@standard-schema/spec" "^1.1.0"
@@ -120,30 +120,30 @@
     uuid "^11.1.0"
     zod "^3.25.76 || ^4"
 
-"@langchain/langgraph-checkpoint@^1.0.0":
-  version "1.0.0"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.0.0.tgz#ece2ede439d0d0b0b532c4be7817fd5029afe4f8"
-  integrity sha512-xrclBGvNCXDmi0Nz28t3vjpxSH6UYx6w5XAXSiiB1WEdc2xD2iY/a913I3x3a31XpInUW/GGfXXfePfaghV54A==
+"@langchain/langgraph-checkpoint@^1.0.1":
+  version "1.0.1"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.0.1.tgz#0ee5bdfeb9878d8d1d99347f23e199e5afd52995"
+  integrity sha512-HM0cJLRpIsSlWBQ/xuDC67l52SqZ62Bh2Y61DX+Xorqwoh5e1KxYvfCD7GnSTbWWhjBOutvnR0vPhu4orFkZfw==
   dependencies:
     uuid "^10.0.0"
 
-"@langchain/langgraph-sdk@~1.6.5":
-  version "1.6.5"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.6.5.tgz#1a089f7412239ffad1c3b52364ba6af694966424"
-  integrity sha512-JjprmbhgCnoNJ9DUKcvrEU+C9FfKsNGyT3ooqWxAY5Cx2qofhXmDJOpTCqqbxfDHPKG0RjTs5HgVK3WW5M6Big==
+"@langchain/langgraph-sdk@~1.8.0":
+  version "1.8.0"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.8.0.tgz#aa62fd641a4ef964a57cea7a7c11e662e8082fb8"
+  integrity sha512-TPowjgfLjRll4zUDiOUVgd8qLgSOhy5uHt0sWhpvxgQd+dcUs4x/3nKjrepSvmp24KQKbF6GJy6MaHBDj3Ubtw==
   dependencies:
     "@types/json-schema" "^7.0.15"
     p-queue "^9.0.1"
     p-retry "^7.1.1"
     uuid "^13.0.0"
 
-"@langchain/langgraph@^1.2.1":
-  version "1.2.1"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.2.1.tgz#c83bad4754781b39e536fb0e479adb093988433c"
-  integrity sha512-OeLMejye1DZeZBPnurus2bqvjRi+pyrqfAXX77hYdUqKeQ3hAG7pLG04xdrvMs0pl/F57ZtwywqoE2oVqcI6JA==
+"@langchain/langgraph@^1.2.5":
+  version "1.2.5"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.2.5.tgz#f4285b77baee945092795c2989bdd6589dc5b142"
+  integrity sha512-O/ROF1oaXN7VK6+WTpXsDvJp7L+YyTOHa9rt3L85jrvwxBqQQRIlRLOWT8ehB/ywE3M1K7WAWOAXbmorCYzviQ==
   dependencies:
-    "@langchain/langgraph-checkpoint" "^1.0.0"
-    "@langchain/langgraph-sdk" "~1.6.5"
+    "@langchain/langgraph-checkpoint" "^1.0.1"
+    "@langchain/langgraph-sdk" "~1.8.0"
     "@standard-schema/spec" "1.1.0"
     uuid "^10.0.0"
 
@@ -167,6 +167,36 @@
   resolved "https://registry.yarnpkg.com/@tsconfig/recommended/-/recommended-1.0.13.tgz#269fce3ad04ca70b93269ff44cca81b950f542da"
   integrity sha512-sySRuBfMKyKO/j2ZAhR8kSembhjuPEV4Ra3AHtmWLq51+iGaudr45crPSzNC5b7/Ctrh9dfUpBuTlYrH6rM58Q==
 
+"@turbo/darwin-64@2.8.20":
+  version "2.8.20"
+  resolved "https://registry.yarnpkg.com/@turbo/darwin-64/-/darwin-64-2.8.20.tgz#6ebc903fbfe31db85f67b84af69e84822765cbf4"
+  integrity sha512-FQ9EX1xMU5nbwjxXxM3yU88AQQ6Sqc6S44exPRroMcx9XZHqqppl5ymJF0Ig/z3nvQNwDmz1Gsnvxubo+nXWjQ==
+
+"@turbo/darwin-arm64@2.8.20":
+  version "2.8.20"
+  resolved "https://registry.yarnpkg.com/@turbo/darwin-arm64/-/darwin-arm64-2.8.20.tgz#f02fdd818bfe610240c1a60865eeb9ca338160f5"
+  integrity sha512-Gpyh9ATFGThD6/s9L95YWY54cizg/VRWl2B67h0yofG8BpHf67DFAh9nuJVKG7bY0+SBJDAo5cMur+wOl9YOYw==
+
+"@turbo/linux-64@2.8.20":
+  version "2.8.20"
+  resolved "https://registry.yarnpkg.com/@turbo/linux-64/-/linux-64-2.8.20.tgz#51faba95b242731b0beae9811724b3eeee6aa0a1"
+  integrity sha512-p2QxWUYyYUgUFG0b0kR+pPi8t7c9uaVlRtjTTI1AbCvVqkpjUfCcReBn6DgG/Hu8xrWdKLuyQFaLYFzQskZbcA==
+
+"@turbo/linux-arm64@2.8.20":
+  version "2.8.20"
+  resolved "https://registry.yarnpkg.com/@turbo/linux-arm64/-/linux-arm64-2.8.20.tgz#4c466ec09a2c2e6513df94d703660bb6efa61614"
+  integrity sha512-Gn5yjlZGLRZWarLWqdQzv0wMqyBNIdq1QLi48F1oY5Lo9kiohuf7BPQWtWxeNVS2NgJ1+nb/DzK1JduYC4AWOA==
+
+"@turbo/windows-64@2.8.20":
+  version "2.8.20"
+  resolved "https://registry.yarnpkg.com/@turbo/windows-64/-/windows-64-2.8.20.tgz#b8f23ff1d5ddf9b1abe41db2b1cb35b13066c063"
+  integrity sha512-vyaDpYk/8T6Qz5V/X+ihKvKFEZFUoC0oxYpC1sZanK6gaESJlmV3cMRT3Qhcg4D2VxvtC2Jjs9IRkrZGL+exLw==
+
+"@turbo/windows-arm64@2.8.20":
+  version "2.8.20"
+  resolved "https://registry.yarnpkg.com/@turbo/windows-arm64/-/windows-arm64-2.8.20.tgz#8032d42c6cfd954d3c381720d5a65dc3e7ea3014"
+  integrity sha512-voicVULvUV5yaGXo0Iue13BcHGYW3u0VgqSbfQwBaHbpj1zLjYV4KIe+7fYIo6DO8FVUJzxFps3ODCQG/Wy2Qw==
+
 "@types/esrecurse@^4.3.1":
   version "4.3.1"
   resolved "https://registry.yarnpkg.com/@types/esrecurse/-/esrecurse-4.3.1.tgz#6f636af962fbe6191b830bd676ba5986926bccec"
@@ -192,100 +222,100 @@
   resolved "https://registry.yarnpkg.com/@types/uuid/-/uuid-10.0.0.tgz#e9c07fe50da0f53dc24970cca94d619ff03f6f6d"
   integrity sha512-7gqG38EyHgyP1S+7+xomFtL+ZNHcKv6DwNaCZmJmo1vgMugyF3TCnXVg4t1uk89mLNwnLtnY3TpOpCOyp1/xHQ==
 
-"@typescript-eslint/eslint-plugin@^8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.56.1.tgz#b1ce606d87221daec571e293009675992f0aae76"
-  integrity sha512-Jz9ZztpB37dNC+HU2HI28Bs9QXpzCz+y/twHOwhyrIRdbuVDxSytJNDl6z/aAKlaRIwC7y8wJdkBv7FxYGgi0A==
+"@typescript-eslint/eslint-plugin@^8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.57.1.tgz#ddfdfb30f8b5ccee7f3c21798b377c51370edd55"
+  integrity sha512-Gn3aqnvNl4NGc6x3/Bqk1AOn0thyTU9bqDRhiRnUWezgvr2OnhYCWCgC8zXXRVqBsIL1pSDt7T9nJUe0oM0kDQ==
   dependencies:
     "@eslint-community/regexpp" "^4.12.2"
-    "@typescript-eslint/scope-manager" "8.56.1"
-    "@typescript-eslint/type-utils" "8.56.1"
-    "@typescript-eslint/utils" "8.56.1"
-    "@typescript-eslint/visitor-keys" "8.56.1"
+    "@typescript-eslint/scope-manager" "8.57.1"
+    "@typescript-eslint/type-utils" "8.57.1"
+    "@typescript-eslint/utils" "8.57.1"
+    "@typescript-eslint/visitor-keys" "8.57.1"
     ignore "^7.0.5"
     natural-compare "^1.4.0"
     ts-api-utils "^2.4.0"
 
-"@typescript-eslint/parser@^8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.56.1.tgz#21d13b3d456ffb08614c1d68bb9a4f8d9237cdc7"
-  integrity sha512-klQbnPAAiGYFyI02+znpBRLyjL4/BrBd0nyWkdC0s/6xFLkXYQ8OoRrSkqacS1ddVxf/LDyODIKbQ5TgKAf/Fg==
+"@typescript-eslint/parser@^8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.57.1.tgz#d523e559b148264055c0a49a29d5f50c7de659c2"
+  integrity sha512-k4eNDan0EIMTT/dUKc/g+rsJ6wcHYhNPdY19VoX/EOtaAG8DLtKCykhrUnuHPYvinn5jhAPgD2Qw9hXBwrahsw==
   dependencies:
-    "@typescript-eslint/scope-manager" "8.56.1"
-    "@typescript-eslint/types" "8.56.1"
-    "@typescript-eslint/typescript-estree" "8.56.1"
-    "@typescript-eslint/visitor-keys" "8.56.1"
+    "@typescript-eslint/scope-manager" "8.57.1"
+    "@typescript-eslint/types" "8.57.1"
+    "@typescript-eslint/typescript-estree" "8.57.1"
+    "@typescript-eslint/visitor-keys" "8.57.1"
     debug "^4.4.3"
 
-"@typescript-eslint/project-service@8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.56.1.tgz#65c8d645f028b927bfc4928593b54e2ecd809244"
-  integrity sha512-TAdqQTzHNNvlVFfR+hu2PDJrURiwKsUvxFn1M0h95BB8ah5jejas08jUWG4dBA68jDMI988IvtfdAI53JzEHOQ==
+"@typescript-eslint/project-service@8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.57.1.tgz#16af9fe16eedbd7085e4fdc29baa73715c0c55c5"
+  integrity sha512-vx1F37BRO1OftsYlmG9xay1TqnjNVlqALymwWVuYTdo18XuKxtBpCj1QlzNIEHlvlB27osvXFWptYiEWsVdYsg==
   dependencies:
-    "@typescript-eslint/tsconfig-utils" "^8.56.1"
-    "@typescript-eslint/types" "^8.56.1"
+    "@typescript-eslint/tsconfig-utils" "^8.57.1"
+    "@typescript-eslint/types" "^8.57.1"
     debug "^4.4.3"
 
-"@typescript-eslint/scope-manager@8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.56.1.tgz#254df93b5789a871351335dd23e20bc164060f24"
-  integrity sha512-YAi4VDKcIZp0O4tz/haYKhmIDZFEUPOreKbfdAN3SzUDMcPhJ8QI99xQXqX+HoUVq8cs85eRKnD+rne2UAnj2w==
+"@typescript-eslint/scope-manager@8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.57.1.tgz#4524d7e7b420cb501807499684d435ae129aaf35"
+  integrity sha512-hs/QcpCwlwT2L5S+3fT6gp0PabyGk4Q0Rv2doJXA0435/OpnSR3VRgvrp8Xdoc3UAYSg9cyUjTeFXZEPg/3OKg==
   dependencies:
-    "@typescript-eslint/types" "8.56.1"
-    "@typescript-eslint/visitor-keys" "8.56.1"
+    "@typescript-eslint/types" "8.57.1"
+    "@typescript-eslint/visitor-keys" "8.57.1"
 
-"@typescript-eslint/tsconfig-utils@8.56.1", "@typescript-eslint/tsconfig-utils@^8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.56.1.tgz#1afa830b0fada5865ddcabdc993b790114a879b7"
-  integrity sha512-qOtCYzKEeyr3aR9f28mPJqBty7+DBqsdd63eO0yyDwc6vgThj2UjWfJIcsFeSucYydqcuudMOprZ+x1SpF3ZuQ==
+"@typescript-eslint/tsconfig-utils@8.57.1", "@typescript-eslint/tsconfig-utils@^8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.57.1.tgz#9233443ec716882a6f9e240fd900a73f0235f3d7"
+  integrity sha512-0lgOZB8cl19fHO4eI46YUx2EceQqhgkPSuCGLlGi79L2jwYY1cxeYc1Nae8Aw1xjgW3PKVDLlr3YJ6Bxx8HkWg==
 
-"@typescript-eslint/type-utils@8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.56.1.tgz#7a6c4fabf225d674644931e004302cbbdd2f2e24"
-  integrity sha512-yB/7dxi7MgTtGhZdaHCemf7PuwrHMenHjmzgUW1aJpO+bBU43OycnM3Wn+DdvDO/8zzA9HlhaJ0AUGuvri4oGg==
+"@typescript-eslint/type-utils@8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.57.1.tgz#c49af1347b5869ca85155547a8f34f84ab386fd9"
+  integrity sha512-+Bwwm0ScukFdyoJsh2u6pp4S9ktegF98pYUU0hkphOOqdMB+1sNQhIz8y5E9+4pOioZijrkfNO/HUJVAFFfPKA==
   dependencies:
-    "@typescript-eslint/types" "8.56.1"
-    "@typescript-eslint/typescript-estree" "8.56.1"
-    "@typescript-eslint/utils" "8.56.1"
+    "@typescript-eslint/types" "8.57.1"
+    "@typescript-eslint/typescript-estree" "8.57.1"
+    "@typescript-eslint/utils" "8.57.1"
     debug "^4.4.3"
     ts-api-utils "^2.4.0"
 
-"@typescript-eslint/types@8.56.1", "@typescript-eslint/types@^8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.56.1.tgz#975e5942bf54895291337c91b9191f6eb0632ab9"
-  integrity sha512-dbMkdIUkIkchgGDIv7KLUpa0Mda4IYjo4IAMJUZ+3xNoUXxMsk9YtKpTHSChRS85o+H9ftm51gsK1dZReY9CVw==
+"@typescript-eslint/types@8.57.1", "@typescript-eslint/types@^8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.57.1.tgz#54b27a8a25a7b45b4f978c3f8e00c4c78f11142c"
+  integrity sha512-S29BOBPJSFUiblEl6RzPPjJt6w25A6XsBqRVDt53tA/tlL8q7ceQNZHTjPeONt/3S7KRI4quk+yP9jK2WjBiPQ==
 
-"@typescript-eslint/typescript-estree@8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.56.1.tgz#3b9e57d8129a860c50864c42188f761bdef3eab0"
-  integrity sha512-qzUL1qgalIvKWAf9C1HpvBjif+Vm6rcT5wZd4VoMb9+Km3iS3Cv9DY6dMRMDtPnwRAFyAi7YXJpTIEXLvdfPxg==
+"@typescript-eslint/typescript-estree@8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.57.1.tgz#a9fd28d4a0ec896aa9a9a7e0cead62ea24f99e76"
+  integrity sha512-ybe2hS9G6pXpqGtPli9Gx9quNV0TWLOmh58ADlmZe9DguLq0tiAKVjirSbtM1szG6+QH6rVXyU6GTLQbWnMY+g==
   dependencies:
-    "@typescript-eslint/project-service" "8.56.1"
-    "@typescript-eslint/tsconfig-utils" "8.56.1"
-    "@typescript-eslint/types" "8.56.1"
-    "@typescript-eslint/visitor-keys" "8.56.1"
+    "@typescript-eslint/project-service" "8.57.1"
+    "@typescript-eslint/tsconfig-utils" "8.57.1"
+    "@typescript-eslint/types" "8.57.1"
+    "@typescript-eslint/visitor-keys" "8.57.1"
     debug "^4.4.3"
     minimatch "^10.2.2"
     semver "^7.7.3"
     tinyglobby "^0.2.15"
     ts-api-utils "^2.4.0"
 
-"@typescript-eslint/utils@8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.56.1.tgz#5a86acaf9f1b4c4a85a42effb217f73059f6deb7"
-  integrity sha512-HPAVNIME3tABJ61siYlHzSWCGtOoeP2RTIaHXFMPqjrQKCGB9OgUVdiNgH7TJS2JNIQ5qQ4RsAUDuGaGme/KOA==
+"@typescript-eslint/utils@8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.57.1.tgz#e40f5a7fcff02fd24092a7b52bd6ec029fb50465"
+  integrity sha512-XUNSJ/lEVFttPMMoDVA2r2bwrl8/oPx8cURtczkSEswY5T3AeLmCy+EKWQNdL4u0MmAHOjcWrqJp2cdvgjn8dQ==
   dependencies:
     "@eslint-community/eslint-utils" "^4.9.1"
-    "@typescript-eslint/scope-manager" "8.56.1"
-    "@typescript-eslint/types" "8.56.1"
-    "@typescript-eslint/typescript-estree" "8.56.1"
+    "@typescript-eslint/scope-manager" "8.57.1"
+    "@typescript-eslint/types" "8.57.1"
+    "@typescript-eslint/typescript-estree" "8.57.1"
 
-"@typescript-eslint/visitor-keys@8.56.1":
-  version "8.56.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.56.1.tgz#50e03475c33a42d123dc99e63acf1841c0231f87"
-  integrity sha512-KiROIzYdEV85YygXw6BI/Dx4fnBlFQu6Mq4QE4MOH9fFnhohw6wX/OAvDY2/C+ut0I3RSPKenvZJIVYqJNkhEw==
+"@typescript-eslint/visitor-keys@8.57.1":
+  version "8.57.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.57.1.tgz#3af4f88118924d3be983d4b8ae84803f11fe4563"
+  integrity sha512-YWnmJkXbofiz9KbnbbwuA2rpGkFPLbAIetcCNO6mJ8gdhdZ/v7WDXsoGFAJuM6ikUFKTlSQnjWnVO4ux+UzS6A==
   dependencies:
-    "@typescript-eslint/types" "8.56.1"
+    "@typescript-eslint/types" "8.57.1"
     eslint-visitor-keys "^5.0.0"
 
 acorn-jsx@^5.3.2:
@@ -796,15 +826,15 @@ eslint-visitor-keys@^5.0.0, eslint-visitor-keys@^5.0.1:
   resolved "https://registry.yarnpkg.com/eslint-visitor-keys/-/eslint-visitor-keys-5.0.1.tgz#9e3c9489697824d2d4ce3a8ad12628f91e9f59be"
   integrity sha512-tD40eHxA35h0PEIZNeIjkHoDR4YjjJp34biM0mDvplBe//mB+IHCqHDGV7pxF+7MklTvighcCPPZC7ynWyjdTA==
 
-eslint@^10.0.3:
-  version "10.0.3"
-  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.0.3.tgz#360a7de7f2706eb8a32caa17ca983f0089efe694"
-  integrity sha512-COV33RzXZkqhG9P2rZCFl9ZmJ7WL+gQSCRzE7RhkbclbQPtLAWReL7ysA0Sh4c8Im2U9ynybdR56PV0XcKvqaQ==
+eslint@^10.1.0:
+  version "10.1.0"
+  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.1.0.tgz#9ca98e654e642ab2e1af6d1e9d8613857ac341b4"
+  integrity sha512-S9jlY/ELKEUwwQnqWDO+f+m6sercqOPSqXM5Go94l7DOmxHVDgmSFGWEzeE/gwgTAr0W103BWt0QLe/7mabIvA==
   dependencies:
     "@eslint-community/eslint-utils" "^4.8.0"
     "@eslint-community/regexpp" "^4.12.2"
     "@eslint/config-array" "^0.23.3"
-    "@eslint/config-helpers" "^0.5.2"
+    "@eslint/config-helpers" "^0.5.3"
     "@eslint/core" "^1.1.1"
     "@eslint/plugin-kit" "^0.6.1"
     "@humanfs/node" "^0.16.6"
@@ -817,7 +847,7 @@ eslint@^10.0.3:
     escape-string-regexp "^4.0.0"
     eslint-scope "^9.1.2"
     eslint-visitor-keys "^5.0.1"
-    espree "^11.1.1"
+    espree "^11.2.0"
     esquery "^1.7.0"
     esutils "^2.0.2"
     fast-deep-equal "^3.1.3"
@@ -841,10 +871,10 @@ espree@^10.0.1:
     acorn-jsx "^5.3.2"
     eslint-visitor-keys "^4.2.1"
 
-espree@^11.1.1:
-  version "11.1.1"
-  resolved "https://registry.yarnpkg.com/espree/-/espree-11.1.1.tgz#866f6bc9ccccd6f28876b7a6463abb281b9cb847"
-  integrity sha512-AVHPqQoZYc+RUM4/3Ly5udlZY/U4LS8pIG05jEjWM2lQMU/oaZ7qshzAl2YP1tfNmXfftH3ohurfwNAug+MnsQ==
+espree@^11.2.0:
+  version "11.2.0"
+  resolved "https://registry.yarnpkg.com/espree/-/espree-11.2.0.tgz#01d5e47dc332aaba3059008362454a8cc34ccaa5"
+  integrity sha512-7p3DrVEIopW1B1avAGLuCSh1jubc01H2JHc8B4qqGblmg5gI9yumBgACjWo4JlIc04ufug4xJ3SQI8HkS/Rgzw==
   dependencies:
     acorn "^8.16.0"
     acorn-jsx "^5.3.2"
@@ -933,9 +963,9 @@ flat-cache@^4.0.0:
     keyv "^4.5.4"
 
 flatted@^3.2.9:
-  version "3.3.3"
-  resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.3.3.tgz#67c8fad95454a7c7abebf74bb78ee74a44023358"
-  integrity sha512-GX+ysw4PBCz0PzosHDepZGANEuFCMLrnRTiEy9McGjmkCQYwRq4A/X786G/fjM/+OjsWSU1ZrY5qyARZmO/uwg==
+  version "3.4.2"
+  resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.4.2.tgz#f5c23c107f0f37de8dbdf24f13722b3b98d52726"
+  integrity sha512-PjDse7RzhcPkIJwy5t7KPWQSZ9cAbzQXcafsetQoD7sOJRQlGikNbx7yZp2OotDnJyrDcbyRq3Ttb18iYOqkxA==
 
 for-each@^0.3.3, for-each@^0.3.5:
   version "0.3.5"
@@ -1556,9 +1586,9 @@ path-parse@^1.0.7:
   integrity sha512-LDJzPVEEEPR+y48z93A0Ed0yXb8pAByGWo/k5YYdYgpY2/2EsOsksJrq7lOHxryrVOn1ejG6oAp8ahvOIQD8sw==
 
 picomatch@^4.0.3:
-  version "4.0.3"
-  resolved "https://registry.yarnpkg.com/picomatch/-/picomatch-4.0.3.tgz#796c76136d1eead715db1e7bad785dedd695a042"
-  integrity sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==
+  version "4.0.4"
+  resolved "https://registry.yarnpkg.com/picomatch/-/picomatch-4.0.4.tgz#fd6f5e00a143086e074dffe4c924b8fb293b0589"
+  integrity sha512-QP88BAKvMam/3NxH6vj2o21R6MjxZUAd6nlwAS/pnGvN9IVLocLHxGYIzFhg6fUQ+5th6P4dv4eW9jX3DSIj7A==
 
 possible-typed-array-names@^1.0.0:
   version "1.1.0"
@@ -1850,47 +1880,17 @@ tsconfig-paths@^3.15.0:
     minimist "^1.2.6"
     strip-bom "^3.0.0"
 
-turbo-darwin-64@2.8.14:
-  version "2.8.14"
-  resolved "https://registry.yarnpkg.com/turbo-darwin-64/-/turbo-darwin-64-2.8.14.tgz#80d0d414c3e7738df9eb414b4d7de46a4a6be55f"
-  integrity sha512-9sFi7n2lLfEsGWi5OEoA/eTtQU2BPKtzSYKqufMtDeRmqMT9vKjbv9gJCRkllSVE9BOXA0qXC3diyX8V8rKIKw==
-
-turbo-darwin-arm64@2.8.14:
-  version "2.8.14"
-  resolved "https://registry.yarnpkg.com/turbo-darwin-arm64/-/turbo-darwin-arm64-2.8.14.tgz#82223469a29f5831ddba7439c31dff4e0e31bb0b"
-  integrity sha512-aS4yJuy6A1PCLws+PJpZP0qCURG8Y5iVx13z/WAbKyeDTY6W6PiGgcEllSaeLGxyn++382ztN/EZH85n2zZ6VQ==
-
-turbo-linux-64@2.8.14:
-  version "2.8.14"
-  resolved "https://registry.yarnpkg.com/turbo-linux-64/-/turbo-linux-64-2.8.14.tgz#98c38fa898ae8f9f693256c0a3abe8852e64b907"
-  integrity sha512-XC6wPUDJkakjhNLaS0NrHDMiujRVjH+naEAwvKLArgqRaFkNxjmyNDRM4eu3soMMFmjym6NTxYaF74rvET+Orw==
-
-turbo-linux-arm64@2.8.14:
-  version "2.8.14"
-  resolved "https://registry.yarnpkg.com/turbo-linux-arm64/-/turbo-linux-arm64-2.8.14.tgz#60402c49e31f603d903c7d3d9aa92fbc981ca915"
-  integrity sha512-ChfE7isyVNjZrVSPDwcfqcHLG/FuIBbOFxnt1FM8vSuBGzHAs8AlTdwFNIxlEMJfZ8Ad9mdMxdmsCUPIWiQ6cg==
-
-turbo-windows-64@2.8.14:
-  version "2.8.14"
-  resolved "https://registry.yarnpkg.com/turbo-windows-64/-/turbo-windows-64-2.8.14.tgz#dcf39ef4ffe307fe6e460aa1261cf01e2cf3b723"
-  integrity sha512-FTbIeQL1ycLFW2t9uQNMy+bRSzi3Xhwun/e7ZhFBdM+U0VZxxrtfYEBM9CHOejlfqomk6Jh7aRz0sJoqYn39Hg==
-
-turbo-windows-arm64@2.8.14:
-  version "2.8.14"
-  resolved "https://registry.yarnpkg.com/turbo-windows-arm64/-/turbo-windows-arm64-2.8.14.tgz#03115f32db5a3980c1e747541aff135d828baf3f"
-  integrity sha512-KgZX12cTyhY030qS7ieT8zRkhZZE2VWJasDFVUSVVn17nR7IShpv68/7j5UqJNeRLIGF1XPK0phsP5V5yw3how==
-
-turbo@^2.8.14:
-  version "2.8.14"
-  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.8.14.tgz#182e8427536d981c106a7f9ac0150727e3d08d87"
-  integrity sha512-UCTxeMNYT1cKaHiIFdLCQ7ulI+jw5i5uOnJOrRXsgUD7G3+OjlUjwVd7JfeVt2McWSVGjYA3EVW/v1FSsJ5DtA==
+turbo@^2.8.20:
+  version "2.8.20"
+  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.8.20.tgz#1632aff5453240f5e96597b6439cc7e70cd871e8"
+  integrity sha512-Rb4qk5YT8RUwwdXtkLpkVhNEe/lor6+WV7S5tTlLpxSz6MjV5Qi8jGNn4gS6NAvrYGA/rNrE6YUQM85sCZUDbQ==
   optionalDependencies:
-    turbo-darwin-64 "2.8.14"
-    turbo-darwin-arm64 "2.8.14"
-    turbo-linux-64 "2.8.14"
-    turbo-linux-arm64 "2.8.14"
-    turbo-windows-64 "2.8.14"
-    turbo-windows-arm64 "2.8.14"
+    "@turbo/darwin-64" "2.8.20"
+    "@turbo/darwin-arm64" "2.8.20"
+    "@turbo/linux-64" "2.8.20"
+    "@turbo/linux-arm64" "2.8.20"
+    "@turbo/windows-64" "2.8.20"
+    "@turbo/windows-arm64" "2.8.20"
 
 type-check@^0.4.0, type-check@~0.4.0:
   version "0.4.0"

libs/cli/langgraph_cli/__init__.py

@@ -1 +1 @@
-__version__ = "0.4.15"
+__version__ = "0.4.19"

libs/cli/langgraph_cli/archive.py

@@ -0,0 +1,161 @@
+"""Create a tarball of project source for remote builds."""
+
+import os
+import pathlib
+import tarfile
+import tempfile
+from contextlib import contextmanager
+
+import click
+import pathspec
+
+from langgraph_cli.config import Config, _assemble_local_deps
+
+_WARN_SIZE = 50 * 1024 * 1024  # 50 MB
+_MAX_SIZE = 200 * 1024 * 1024  # 200 MB
+
+_ALWAYS_EXCLUDE = [
+    "__pycache__/",
+    ".git/",
+    ".venv/",
+    "venv/",
+    "node_modules/",
+    ".tox/",
+    ".mypy_cache/",
+]
+
+
+def _build_ignore_spec(directory: pathlib.Path) -> pathspec.PathSpec:
+    """Build a PathSpec combining built-in exclusions with .dockerignore and .gitignore.
+
+    Always excludes common non-source directories (_ALWAYS_EXCLUDE).  On top of
+    that, patterns from .dockerignore and .gitignore (if present) are merged in.
+    """
+    lines: list[str] = list(_ALWAYS_EXCLUDE)
+    for name in (".dockerignore", ".gitignore"):
+        ignore_file = directory / name
+        if ignore_file.is_file():
+            lines.extend(ignore_file.read_text(encoding="utf-8").splitlines())
+    return pathspec.PathSpec.from_lines("gitwildmatch", lines)
+
+
+def _tar_filter(tarinfo: tarfile.TarInfo) -> tarfile.TarInfo | None:
+    """Strip symlinks, hardlinks, and traversal paths from archive."""
+    if tarinfo.issym() or tarinfo.islnk():
+        return None
+    if ".." in tarinfo.name.split("/"):
+        return None
+    return tarinfo
+
+
+def _add_directory(
+    tar: tarfile.TarFile,
+    source_dir: pathlib.Path,
+    arcname_prefix: str | None,
+    ignore_spec: pathspec.PathSpec,
+) -> None:
+    """Recursively add a directory to the tarball under the given prefix.
+
+    If arcname_prefix is None, files are added at the archive root.
+    Paths matching ignore_spec are excluded.
+    """
+    for root, dirs, files in os.walk(source_dir):
+        rel_root = os.path.relpath(root, source_dir).replace(os.sep, "/")
+        dirs[:] = [
+            d
+            for d in dirs
+            if not ignore_spec.match_file(
+                f"{rel_root}/{d}/" if rel_root != "." else f"{d}/"
+            )
+        ]
+        for f in files:
+            full_path = os.path.join(root, f)
+            rel = os.path.relpath(full_path, source_dir).replace(os.sep, "/")
+            if ignore_spec.match_file(rel):
+                continue
+            arcname = f"{arcname_prefix}/{rel}" if arcname_prefix else rel
+            info = tar.gettarinfo(full_path, arcname=arcname)
+            filtered = _tar_filter(info)
+            if filtered is None:
+                continue
+            with open(full_path, "rb") as fobj:
+                tar.addfile(filtered, fobj)
+
+
+@contextmanager
+def create_archive(
+    config_path: pathlib.Path,
+    config: Config,
+):
+    """Context manager that creates a .tar.gz archive of the project source.
+
+    Uses _assemble_local_deps to discover local dependencies referenced in
+    langgraph.json, including those outside config.parent (monorepo case).
+
+    The archive preserves the real filesystem layout relative to the common
+    ancestor of config.parent and all external dependency directories, so that
+    relative references (e.g. `../shared-lib`) resolve correctly after
+    extraction.
+
+    Yields (archive_path, file_size, config_relative_path).  The temporary
+    directory holding the archive is cleaned up automatically on exit.
+    """
+    config_path = config_path.resolve()
+    context_dir = config_path.parent
+
+    local_deps = _assemble_local_deps(config_path, config)
+    extra_contexts = local_deps.additional_contexts or []
+
+    dirs_to_include = [context_dir] + list(extra_contexts)
+
+    common = context_dir
+    for d in extra_contexts:
+        common = pathlib.Path(os.path.commonpath([common, d]))
+
+    tmp_dir = tempfile.mkdtemp(prefix="langgraph-deploy-")
+    try:
+        archive_path = os.path.join(tmp_dir, "source.tar.gz")
+
+        added_dirs: set[str] = set()
+        with tarfile.open(archive_path, "w:gz") as tar:
+            for dir_path in dirs_to_include:
+                rel = dir_path.relative_to(common)
+                prefix = str(rel).replace(os.sep, "/") if str(rel) != "." else None
+                key = prefix or ""
+                if key in added_dirs:
+                    continue
+                added_dirs.add(key)
+                ignore_spec = _build_ignore_spec(dir_path)
+                _add_directory(
+                    tar, dir_path, arcname_prefix=prefix, ignore_spec=ignore_spec
+                )
+
+        file_size = os.path.getsize(archive_path)
+
+        config_rel = str(config_path.relative_to(common)).replace(os.sep, "/")
+
+        with tarfile.open(archive_path, "r:gz") as tar:
+            names = tar.getnames()
+            if config_rel not in names:
+                raise click.ClickException(
+                    f"Archive validation failed: {config_rel} not found in archive"
+                )
+
+        if file_size > _MAX_SIZE:
+            raise click.ClickException(
+                f"Source archive is {file_size / 1_048_576:.1f} MB, which exceeds the 200 MB limit. "
+                "Add large files to .dockerignore or .gitignore (model weights, data sets, etc.)."
+            )
+
+        if file_size > _WARN_SIZE:
+            click.secho(
+                f"   Warning: source archive is {file_size / 1_048_576:.1f} MB. "
+                "Consider adding large files to .dockerignore or .gitignore.",
+                fg="yellow",
+            )
+
+        yield archive_path, file_size, config_rel
+    finally:
+        import shutil
+
+        shutil.rmtree(tmp_dir, ignore_errors=True)

libs/cli/langgraph_cli/cli.py

@@ -1,155 +1,30 @@
 """CLI entrypoint for LangGraph API server."""
 
-import base64
-import copy
-import json as json_mod
 import os
 import pathlib
-import platform
-import re
 import shutil
 import sys
-import tempfile
-import time
-from collections.abc import Callable, Sequence
-from contextlib import contextmanager
+from collections.abc import Sequence
 
 import click
 import click.exceptions
-from click import secho
-from dotenv import dotenv_values
 
 import langgraph_cli.config
 import langgraph_cli.docker
 from langgraph_cli.analytics import log_command
 from langgraph_cli.config import Config
 from langgraph_cli.constants import DEFAULT_CONFIG, DEFAULT_PORT
-from langgraph_cli.docker import DockerCapabilities
+from langgraph_cli.deploy import deploy
+from langgraph_cli.docker import DockerCapabilities, build_docker_image
 from langgraph_cli.exec import Runner, subp_exec
-from langgraph_cli.host_backend import HostBackendClient, HostBackendError
 from langgraph_cli.progress import Progress
 from langgraph_cli.templates import TEMPLATE_HELP_STRING, create_new
 from langgraph_cli.util import warn_non_wolfi_distro
 from langgraph_cli.version import __version__
 
-RESERVED_ENV_VARS = frozenset(
-    [
-        # LANGCHAIN_RESERVED_ENV_VARS from host-backend
-        "LANGCHAIN_TRACING_V2",
-        "LANGSMITH_TRACING_V2",
-        "LANGCHAIN_ENDPOINT",
-        "LANGCHAIN_PROJECT",
-        "LANGSMITH_PROJECT",
-        "LANGSMITH_LANGGRAPH_GIT_REPO",
-        "LANGGRAPH_GIT_REPO_PATH",
-        "LANGCHAIN_API_KEY",
-        "LANGSMITH_CONTROL_PLANE_API_KEY",
-        "POSTGRES_URI",
-        "POSTGRES_PASSWORD",
-        "DATABASE_URI",
-        "LANGSMITH_LANGGRAPH_GIT_REF",
-        "LANGSMITH_LANGGRAPH_GIT_REF_SHA",
-        "LANGGRAPH_AUTH_TYPE",
-        "LANGSMITH_AUTH_ENDPOINT",
-        "LANGSMITH_TENANT_ID",
-        "LANGSMITH_AUTH_VERIFY_TENANT_ID",
-        "LANGSMITH_HOST_PROJECT_ID",
-        "LANGSMITH_HOST_PROJECT_NAME",
-        "LANGSMITH_HOST_REVISION_ID",
-        "LOG_JSON",
-        "LOG_DICT_TRACEBACKS",
-        "REDIS_URI",
-        "LANGCHAIN_CALLBACKS_BACKGROUND",
-        "DD_TRACE_PSYCOPG_ENABLED",
-        "DD_TRACE_REDIS_ENABLED",
-        "LANGSMITH_DEPLOYMENT_NAME",
-        "LANGGRAPH_CLOUD_LICENSE_KEY",
-        # ALLOWED_SELF_HOSTED_ENV_VARS (rejected for non-self-hosted)
-        "LANGSMITH_API_KEY",
-        "LANGSMITH_ENDPOINT",
-        "POSTGRES_URI_CUSTOM",
-        "REDIS_URI_CUSTOM",
-        "PATH",
-        "PORT",
-        "MOUNT_PREFIX",
-        "LSD_ENV",
-        "LSD_DD_API_KEY",
-        "LSD_DD_ENDPOINT",
-        "LSD_DEPLOYMENT_TYPE",
-    ]
-)
-
-_API_KEY_ENV_NAMES = (
-    "LANGGRAPH_HOST_API_KEY",
-    "LANGSMITH_API_KEY",
-    "LANGCHAIN_API_KEY",
-)
-
-_DEPLOYMENT_NAME_ENV = "LANGSMITH_DEPLOYMENT_NAME"
-
-
-def _parse_env_from_config(
-    config_json: dict, config_path: pathlib.Path
-) -> dict[str, str]:
-    """Resolve env vars from langgraph.json 'env' field or a .env fallback."""
-    env_field = config_json.get("env")
-    # validate_config_file will default env to {}
-    if isinstance(env_field, dict) and env_field:
-        return {str(k): str(v) for k, v in env_field.items()}
-    if isinstance(env_field, str):
-        env_path = (config_path.parent / env_field).resolve()
-        if not env_path.exists():
-            click.secho(
-                f"Warning: env file '{env_field}' specified in langgraph.json not found.",
-                fg="yellow",
-            )
-            return {}
-    else:
-        env_path = pathlib.Path.cwd() / ".env"
-    return {k: v for k, v in dotenv_values(env_path).items() if v is not None}
-
-
-def _secrets_from_env(
-    env_vars: dict[str, str],
-) -> list[dict[str, str]]:
-    """Convert env dict to secrets list, filtering reserved vars with warnings."""
-    secrets: list[dict[str, str]] = []
-    for name, value in env_vars.items():
-        if name in RESERVED_ENV_VARS:
-            click.secho(f"   Skipping reserved env var: {name}", fg="yellow")
-            continue
-        if not value:
-            continue
-        secrets.append({"name": name, "value": value})
-    return secrets
-
-
-_TERMINAL_STATUSES = frozenset(
-    [
-        "DEPLOYED",
-        "CREATE_FAILED",
-        "BUILD_FAILED",
-        "DEPLOY_FAILED",
-        "SKIPPED",
-    ]
-)
-
-
-@contextmanager
-def _docker_config_for_token(registry_host: str, token: str):
-    """Create a temporary Docker config with only the push token.
-
-    Yields the path to a temporary config directory that can be passed
-    to ``docker --config <path>`` so that system credential helpers
-    (e.g. gcloud) don't interfere with the push token.
-    """
-    auth_b64 = base64.b64encode(f"oauth2accesstoken:{token}".encode()).decode()
-    config_data = {"auths": {registry_host: {"auth": auth_b64}}}
-    with tempfile.TemporaryDirectory() as tmpdir:
-        with open(os.path.join(tmpdir, "config.json"), "w") as f:
-            json_mod.dump(config_data, f)
-        yield tmpdir
-
+# ---------------------------------------------------------------------------
+# Shared Click options (non-deploy)
+# ---------------------------------------------------------------------------
 
 OPT_DOCKER_COMPOSE = click.option(
     "--docker-compose",
@@ -295,12 +170,71 @@ OPT_ENGINE_RUNTIME_MODE = click.option(
 )
 
 
-@click.group()
+# ---------------------------------------------------------------------------
+# Top-level CLI group
+# ---------------------------------------------------------------------------
+
+
+class NestedHelpGroup(click.Group):
+    """Click group that shows one level of nested subcommands in top-level help."""
+
+    def format_commands(
+        self, ctx: click.Context, formatter: click.HelpFormatter
+    ) -> None:
+        command_entries: list[tuple[str, click.Command]] = []
+
+        def collect_commands(
+            group: click.Group, parent_ctx: click.Context, prefix: str = ""
+        ) -> None:
+            for command_name in group.list_commands(parent_ctx):
+                command = group.get_command(parent_ctx, command_name)
+                if command is None or command.hidden:
+                    continue
+                qualified_name = f"{prefix} {command_name}" if prefix else command_name
+                command_entries.append((qualified_name, command))
+                if isinstance(command, click.Group):
+                    sub_ctx = click.Context(
+                        command,
+                        info_name=qualified_name,
+                        parent=parent_ctx,
+                    )
+                    collect_commands(command, sub_ctx, qualified_name)
+
+        collect_commands(self, ctx)
+
+        # Compute the available width for help text up front so we can truncate
+        # descriptions before handing them to Click. That keeps each command on
+        # a single line instead of allowing wrapped descriptions.
+        command_width = max((len(name) for name, _ in command_entries), default=0)
+        help_width = max(formatter.width - command_width - 6, 10)
+        rows = [
+            (name, command.get_short_help_str(help_width))
+            for name, command in command_entries
+        ]
+
+        if rows:
+            # Render the flattened command list using Click's standard
+            # definition-list formatter so alignment stays consistent with the
+            # rest of the CLI help output.
+            with formatter.section("Commands"):
+                formatter.write_dl(rows)
+
+
+@click.group(cls=NestedHelpGroup)
 @click.version_option(version=__version__, prog_name="LangGraph CLI")
 def cli():
     pass
 
 
+# Wire the deploy group (defined in deploy.py) into the top-level CLI.
+cli.add_command(deploy)
+
+
+# ---------------------------------------------------------------------------
+# up command
+# ---------------------------------------------------------------------------
+
+
 @OPT_RECREATE
 @OPT_PULL
 @OPT_PORT
@@ -431,79 +365,9 @@ For production use, requires a license key in env var LANGGRAPH_CLOUD_LICENSE_KE
         )
 
 
-def _build(
-    runner,
-    set: Callable[[str], None],
-    config: pathlib.Path,
-    config_json: dict,
-    base_image: str | None,
-    api_version: str | None,
-    pull: bool,
-    tag: str,
-    passthrough: Sequence[str] = (),
-    install_command: str | None = None,
-    build_command: str | None = None,
-    docker_command: Sequence[str] | None = None,
-    extra_flags: Sequence[str] = (),
-    verbose: bool = True,
-):
-    # pull latest images
-    if pull:
-        runner.run(
-            subp_exec(
-                "docker",
-                "pull",
-                langgraph_cli.config.docker_tag(config_json, base_image, api_version),
-                verbose=verbose,
-            )
-        )
-    set("Building...")
-    # apply options
-    args = [
-        "-f",
-        "-",  # stdin
-        "-t",
-        tag,
-    ]
-    # determine build context: use current directory for JS projects, config parent for Python
-    is_js_project = config_json.get("node_version") and not config_json.get(
-        "python_version"
-    )
-    # build/install commands only apply to JS projects for now
-    # without install/build command, JS projects will follow the old behavior
-    if is_js_project and (build_command or install_command):
-        build_context = str(pathlib.Path.cwd())
-    else:
-        build_context = str(config.parent)
-
-    # Deep copy to avoid mutating the caller's config (config_to_docker
-    # rewrites graph paths to container-internal paths in place).
-    config_json = copy.deepcopy(config_json)
-    stdin, additional_contexts = langgraph_cli.config.config_to_docker(
-        config_path=config,
-        config=config_json,
-        base_image=base_image,
-        api_version=api_version,
-        install_command=install_command,
-        build_command=build_command,
-        build_context=build_context,
-    )
-    # add additional_contexts
-    if additional_contexts:
-        for k, v in additional_contexts.items():
-            args.extend(["--build-context", f"{k}={v}"])
-    cmd = tuple(docker_command) if docker_command else ("docker", "build")
-    runner.run(
-        subp_exec(
-            *cmd,
-            *args,
-            *extra_flags,
-            *passthrough,
-            build_context,
-            input=stdin,
-            verbose=verbose,
-        )
-    )
+# ---------------------------------------------------------------------------
+# build command
+# ---------------------------------------------------------------------------
 
 
 @OPT_CONFIG
@@ -578,7 +442,7 @@ def build(
             effective_base_image = langgraph_cli.config.default_base_image(
                 config_json, engine_runtime_mode=engine_runtime_mode
             )
-        _build(
+        build_docker_image(
             runner,
             set,
             config,
@@ -593,487 +457,9 @@ def build(
         )
 
 
-@click.option(
-    "--api-key",
-    envvar="LANGGRAPH_HOST_API_KEY",
-    help=(
-        "API key. Can also be set via LANGGRAPH_HOST_API_KEY, "
-        "LANGSMITH_API_KEY, or LANGCHAIN_API_KEY environment variable or .env file."
-    ),
-)
-@click.option(
-    "--name",
-    envvar="LANGSMITH_DEPLOYMENT_NAME",
-    help=(
-        "Deployment name. Can also be set via LANGSMITH_DEPLOYMENT_NAME "
-        "environment variable or .env file. Defaults to current directory name "
-        "if --deployment-id is not provided."
-    ),
-)
-@click.option(
-    "--deployment-id",
-    help=(
-        "ID of an existing deployment to update. If omitted, "
-        "--name is used to find or create the deployment."
-    ),
-)
-@click.option(
-    "--deployment-type",
-    type=click.Choice(["dev", "prod"]),
-    default="dev",
-    show_default=True,
-    help="Deployment type (used when creating a new deployment).",
-)
-@click.option(
-    "--no-wait",
-    is_flag=True,
-    default=False,
-    help="Skip waiting for deployment status.",
-)
-@OPT_VERBOSE
-@click.option(
-    "--host-url",
-    envvar="LANGGRAPH_HOST_URL",
-    default="https://api.host.langchain.com",
-    hidden=True,
-)
-@click.option("--image-name", hidden=True)
-@click.option("--image-tag", default="latest", hidden=True)
-@click.option(
-    "--config",
-    "-c",
-    default=DEFAULT_CONFIG,
-    hidden=True,
-    type=click.Path(
-        exists=True,
-        file_okay=True,
-        dir_okay=False,
-        resolve_path=True,
-        path_type=pathlib.Path,
-    ),
-)
-@click.option("--pull/--no-pull", default=True, hidden=True)
-@click.option("--base-image", hidden=True)
-@click.option("--install-command", hidden=True)
-@click.option("--build-command", hidden=True)
-@click.option("--api-version", type=str, hidden=True)
-@click.argument("docker_build_args", nargs=-1, type=click.UNPROCESSED)
-@cli.command(
-    help=(
-        "[Beta] Build and deploy a LangGraph image to LangSmith Deployments.\n\n"
-        "This command is in beta and under active development. "
-        "Expect frequent updates and improvements.\n\n"
-        "Run from the root of your LangGraph project (where langgraph.json "
-        "is located). This command also accepts build flags (--base-image, "
-        "--pull, etc.). See 'langgraph build --help' for details."
-    ),
-    context_settings=dict(ignore_unknown_options=True),
-)
-@log_command
-def deploy(
-    config: pathlib.Path,
-    pull: bool,
-    verbose: bool,
-    api_version: str | None,
-    host_url: str | None,
-    api_key: str | None,
-    deployment_id: str | None,
-    deployment_type: str,
-    name: str | None,
-    image_name: str | None,
-    image_tag: str,
-    base_image: str | None,
-    install_command: str | None,
-    build_command: str | None,
-    no_wait: bool,
-    docker_build_args: Sequence[str],
-):
-    click.secho(
-        "Note: 'langgraph deploy' is in beta. Expect frequent updates and improvements.",
-        fg="yellow",
-    )
-    click.echo()
-    config_json = langgraph_cli.config.validate_config_file(config)
-    warn_non_wolfi_distro(config_json)
-
-    env_vars = _parse_env_from_config(config_json, config)
-
-    if not api_key:
-        for key_name in _API_KEY_ENV_NAMES:
-            val = env_vars.get(key_name) or os.environ.get(key_name)
-            if val:
-                api_key = val
-                break
-    if not api_key:
-        api_key = click.prompt("Host API key", hide_input=True)
-
-    if not deployment_id and not name:
-        name = env_vars.get(_DEPLOYMENT_NAME_ENV)
-    if not deployment_id and not name:
-        default_name = _normalize_image_name(pathlib.Path.cwd().name)
-        name = click.prompt("Deployment name", default=default_name)
-
-    secrets = _secrets_from_env(env_vars)
-
-    # Use buildx to cross-compile for amd64 when running on a non-x86_64 host
-    # (e.g. Apple Silicon). On amd64 hosts, plain docker build is sufficient.
-    needs_buildx = platform.machine() != "x86_64"
-    local_tag = f"langgraph-deploy-tmp:{int(time.time())}"
-
-    with Runner() as runner:
-        if shutil.which("docker") is None:
-            raise click.UsageError(
-                "Docker is required but not installed.\n"
-                "Install Docker Desktop: https://docs.docker.com/get-docker/\n\n"
-                "Remote builds (no Docker required) are coming in a future update."
-            )
-        if needs_buildx:
-            try:
-                runner.run(subp_exec("docker", "buildx", "version", collect=True))
-            except click.exceptions.Exit:
-                raise click.UsageError(
-                    "Docker Buildx is required but not installed.\n"
-                    "Your machine architecture ("
-                    + platform.machine()
-                    + ") requires Buildx to cross-compile images for linux/amd64.\n"
-                    "Install Buildx: https://docs.docker.com/build/install-buildx/\n\n"
-                    "Remote builds (no Docker required) are coming in a future update."
-                ) from None
-
-        def log_step(message: str) -> None:
-            click.secho(message, fg="cyan")
-
-        client = HostBackendClient(host_url, api_key)
-        step = 1
-        needs_creation = False
-
-        if deployment_id:
-            log_step(f"{step}. Using deployment {deployment_id}")
-            try:
-                client.get_deployment(deployment_id)
-            except HostBackendError as err:
-                if (
-                    err.status_code == 403
-                    and "requires workspace specification" in err.message
-                ):
-                    click.secho(
-                        "Your API key is org-scoped and requires a workspace ID.",
-                        fg="yellow",
-                    )
-                    click.secho(
-                        "Find your workspace ID in LangSmith under Settings > Workspaces.",
-                        fg="yellow",
-                    )
-                    tenant_id = click.prompt("Workspace ID")
-                    client = HostBackendClient(host_url, api_key, tenant_id=tenant_id)
-                    client.get_deployment(deployment_id)
-                else:
-                    raise
-            step += 1
-        else:
-            log_step(f"{step}. Looking up deployment '{name}'")
-            try:
-                existing = client.list_deployments(name_contains=name)
-            except HostBackendError as err:
-                if (
-                    err.status_code == 403
-                    and "requires workspace specification" in err.message
-                ):
-                    click.secho(
-                        "Your API key is org-scoped and requires a workspace ID.",
-                        fg="yellow",
-                    )
-                    click.secho(
-                        "Find your workspace ID in LangSmith under Settings > Workspaces.",
-                        fg="yellow",
-                    )
-                    tenant_id = click.prompt("Workspace ID")
-                    client = HostBackendClient(host_url, api_key, tenant_id=tenant_id)
-                    existing = client.list_deployments(name_contains=name)
-                else:
-                    raise
-            found_id = None
-            if isinstance(existing, dict):
-                for dep in existing.get("resources", []):
-                    if isinstance(dep, dict) and dep.get("name") == name:
-                        found_id = dep.get("id")
-                        break
-            if found_id:
-                deployment_id = str(found_id)
-                click.secho(
-                    f"   Found existing deployment (ID: {deployment_id})",
-                    fg="green",
-                )
-            else:
-                needs_creation = True
-                click.secho(
-                    "   No deployment found. Will create after build.", fg="yellow"
-                )
-            step += 1
-
-        # -- Step: Build image --
-        log_step(f"{step}. Building image")
-        if needs_buildx:
-            build_flags: list[str] = [
-                "--platform",
-                "linux/amd64",
-                "--load",
-            ]
-            if not verbose:
-                build_flags.append("--progress=quiet")
-            with Progress(message="Building...", elapsed=not verbose):
-                _build(
-                    runner,
-                    lambda _msg: None,
-                    config,
-                    config_json,
-                    base_image,
-                    api_version,
-                    pull,
-                    local_tag,
-                    docker_build_args,
-                    install_command,
-                    build_command,
-                    docker_command=("docker", "buildx", "build"),
-                    extra_flags=build_flags,
-                    verbose=verbose,
-                )
-        else:
-            with Progress(message="Building...", elapsed=not verbose):
-                _build(
-                    runner,
-                    lambda _msg: None,
-                    config,
-                    config_json,
-                    base_image,
-                    api_version,
-                    pull,
-                    local_tag,
-                    docker_build_args,
-                    install_command,
-                    build_command,
-                    verbose=verbose,
-                )
-        step += 1
-
-        if needs_creation:
-            log_step(f"{step}. Creating deployment '{name}'")
-            payload = {
-                "name": name,
-                "source": "internal_docker",
-                "source_config": {"deployment_type": deployment_type},
-                "source_revision_config": {},
-                "secrets": secrets,
-            }
-            created = client.create_deployment(payload)
-            created_id = created.get("id") if isinstance(created, dict) else None
-            if not isinstance(created_id, str) or not created_id:
-                raise HostBackendError(
-                    "POST /v2/deployments succeeded but response missing a valid 'id'"
-                )
-            deployment_id = created_id
-            click.secho(f"   Deployment ID: {deployment_id}", fg="green")
-            step += 1
-
-        # -- Step: Get push token and authenticate --
-        log_step(f"{step}. Requesting push token")
-        try:
-            push_data = client.request_push_token(deployment_id)
-        except HostBackendError as err:
-            if (
-                err.status_code == 400
-                and "only available for 'internal_docker' source deployments"
-                in err.message
-            ):
-                raise click.ClickException(
-                    f"Deployment '{deployment_id}' was not created by 'langgraph deploy' "
-                    "and cannot be updated with this command.\n"
-                    "Please create a new deployment by running 'langgraph deploy' "
-                    "without --deployment-id, or use a different --name."
-                ) from None
-            raise
-        deployment_token = push_data.get("token")
-        registry_url = push_data.get("registry_url")
-        if not deployment_token or not registry_url:
-            raise click.ClickException(
-                "Push token response missing token or registry_url"
-            )
-        step += 1
-
-        normalized_registry = registry_url.rstrip("/")
-        if "://" in normalized_registry:
-            normalized_registry = normalized_registry.split("//", 1)[1]
-        repo_seed = image_name or name or config.parent.name
-        repo_name = _normalize_image_name(repo_seed)
-        tag_value = _normalize_image_tag(image_tag)
-        remote_image = f"{normalized_registry}/{repo_name}:{tag_value}"
-
-        registry_host = normalized_registry.split("/")[0]
-
-        # Use a clean Docker config with only the push token so that
-        # system credential helpers (e.g. gcloud) don't interfere.
-        with _docker_config_for_token(registry_host, deployment_token) as cfg:
-            log_step(f"{step}. Logging into {registry_host}")
-            token_input = (
-                deployment_token
-                if deployment_token.endswith("\n")
-                else f"{deployment_token}\n"
-            )
-            runner.run(
-                subp_exec(
-                    "docker",
-                    "--config",
-                    cfg,
-                    "login",
-                    "-u",
-                    "oauth2accesstoken",
-                    "--password-stdin",
-                    registry_host,
-                    input=token_input,
-                    verbose=verbose,
-                )
-            )
-            step += 1
-
-            # -- Step: Tag and push --
-            log_step(f"{step}. Pushing image {remote_image}")
-            runner.run(
-                subp_exec(
-                    "docker",
-                    "tag",
-                    local_tag,
-                    remote_image,
-                    verbose=verbose,
-                )
-            )
-            max_push_retries = 3
-            for attempt in range(max_push_retries):
-                try:
-                    with Progress(message="Pushing...", elapsed=not verbose):
-                        runner.run(
-                            subp_exec(
-                                "docker",
-                                "--config",
-                                cfg,
-                                "push",
-                                remote_image,
-                                verbose=verbose,
-                            )
-                        )
-                    break
-                except click.exceptions.Exit:
-                    if attempt < max_push_retries - 1:
-                        click.secho(
-                            f"   Push failed, retrying (attempt {attempt + 2} of {max_push_retries})...",
-                            fg="yellow",
-                        )
-                    else:
-                        raise
-        step += 1
-
-        # -- Step: Update deployment --
-        log_step(f"{step}. Updating deployment {deployment_id}")
-        updated = client.update_deployment(deployment_id, remote_image, secrets=secrets)
-        tenant_id = updated.get("tenant_id") if isinstance(updated, dict) else None
-        if tenant_id:
-            status_url = (
-                f"https://smith.langchain.com/o/{tenant_id}"
-                f"/host/deployments/{deployment_id}"
-            )
-            click.secho(f"   View status: {status_url}", fg="cyan")
-
-        if no_wait:
-            click.secho("   Deployment updated", fg="green")
-            return
-
-        # -- Poll revision status --
-        revisions_resp = client.list_revisions(deployment_id, limit=1)
-        resources = (
-            revisions_resp.get("resources", [])
-            if isinstance(revisions_resp, dict)
-            else []
-        )
-        if not resources:
-            click.secho("   Deployment updated", fg="green")
-            return
-
-        revision_id = str(resources[0]["id"])
-        last_status = ""
-
-        deadline = time.time() + 300
-        with Progress(message="Deploying...", elapsed=True) as set_progress:
-            while time.time() < deadline:
-                rev = client.get_revision(deployment_id, revision_id)
-                status = (
-                    rev.get("status", "UNKNOWN") if isinstance(rev, dict) else "UNKNOWN"
-                )
-                if status != last_status:
-                    last_status = status
-                    # pause spinner so we can avoid conflict when writing status
-                    set_progress("")
-                    click.secho(f"   Status: {status}", fg="cyan")
-                    if status in _TERMINAL_STATUSES:
-                        break
-                    set_progress(f"{status}...")
-                time.sleep(1)
-            else:
-                set_progress("")
-
-        dep_info = client.get_deployment(deployment_id)
-        custom_url = None
-        if isinstance(dep_info, dict):
-            sc = dep_info.get("source_config")
-            if isinstance(sc, dict):
-                custom_url = sc.get("custom_url")
-
-        if last_status == "DEPLOYED":
-            click.secho("   Deployment successful!", fg="green")
-            if custom_url:
-                click.secho(f"   URL: {custom_url}", fg="green")
-        elif last_status in ("BUILD_FAILED", "DEPLOY_FAILED", "CREATE_FAILED"):
-            click.secho(f"   Deployment failed: {last_status}", fg="red")
-            raise click.exceptions.Exit(1)
-        else:
-            click.secho(
-                f"   Timed out waiting for deployment (last status: {last_status}).",
-                fg="yellow",
-            )
-            if custom_url:
-                click.secho(
-                    f"   Check status at: {custom_url}",
-                    fg="yellow",
-                )
-            else:
-                click.secho(
-                    "   Check status in the LangSmith Deployments dashboard.",
-                    fg="yellow",
-                )
-
-
-def _normalize_image_name(value: str | None) -> str:
-    """Sanitize a deployment/directory name into a valid Docker repository name.
-
-    Docker repository names must be lowercase and may only contain
-    [a-z0-9._-].  Invalid characters are replaced with hyphens.
-    """
-    if not value:
-        return "app"
-    slug = re.sub(r"[^a-z0-9._-]+", "-", value.lower()).strip("-.")
-    return slug or "app"
-
-
-def _normalize_image_tag(value: str) -> str:
-    """Validate and return a Docker image tag.
-
-    Tags may only contain [A-Za-z0-9_.-].  Defaults to "latest" when empty.
-    """
-    if not value:
-        value = "latest"
-    if not re.fullmatch(r"[A-Za-z0-9_.-]+", value):
-        raise click.UsageError(
-            "Image tag may only contain characters A-Z, a-z, 0-9, '_', '-', '.'"
-        )
-    return value
+# ---------------------------------------------------------------------------
+# dockerfile command
+# ---------------------------------------------------------------------------
 
 
 def _get_docker_ignore_content() -> str:
@@ -1137,7 +523,6 @@ tests
     help="🐳 Generate a Dockerfile for the LangGraph API server, with Docker Compose options."
 )
 @click.option(
-    # Add a flag for adding a docker-compose.yml file as part of the output
     "--add-docker-compose",
     help=(
         "Add additional files for running the LangGraph API server with "
@@ -1163,6 +548,8 @@ def dockerfile(
     api_version: str | None = None,
     engine_runtime_mode: str = "combined_queue_worker",
 ) -> None:
+    from click import secho
+
     save_path = pathlib.Path(save_path).absolute()
     secho(f"🔍 Validating configuration at path: {config}", fg="yellow")
     config_json = langgraph_cli.config.validate_config_file(config)
@@ -1176,14 +563,14 @@ def dockerfile(
         )
 
     secho(f"📝 Generating Dockerfile at {save_path}", fg="yellow")
-    dockerfile, additional_contexts = langgraph_cli.config.config_to_docker(
+    dockerfile_content, additional_contexts = langgraph_cli.config.config_to_docker(
         config_path=config,
         config=config_json,
         base_image=effective_base_image,
         api_version=api_version,
     )
     with open(str(save_path), "w", encoding="utf-8") as f:
-        f.write(dockerfile)
+        f.write(dockerfile_content)
     secho("✅ Created: Dockerfile", fg="green")
 
     if additional_contexts:
@@ -1261,6 +648,11 @@ def dockerfile(
     )
 
 
+# ---------------------------------------------------------------------------
+# dev command
+# ---------------------------------------------------------------------------
+
+
 @click.option(
     "--host",
     default="127.0.0.1",
@@ -1425,6 +817,11 @@ def dev(
     )
 
 
+# ---------------------------------------------------------------------------
+# new command
+# ---------------------------------------------------------------------------
+
+
 @click.argument("path", required=False)
 @click.option(
     "--template",
@@ -1438,6 +835,11 @@ def new(path: str | None, template: str | None) -> None:
     return create_new(path, template)
 
 
+# ---------------------------------------------------------------------------
+# Compose helpers (used by up and tests)
+# ---------------------------------------------------------------------------
+
+
 def prepare_args_and_stdin(
     *,
     capabilities: DockerCapabilities,

libs/cli/langgraph_cli/docker.py

@@ -1,10 +1,14 @@
+import copy
 import json
 import pathlib
+import platform
 import shutil
+from collections.abc import Callable, Sequence
 from typing import Literal, NamedTuple
 
 import click.exceptions
 
+import langgraph_cli.config
 from langgraph_cli.exec import subp_exec
 
 ROOT = pathlib.Path(__file__).parent.resolve()
@@ -45,6 +49,54 @@ def _parse_version(version: str) -> Version:
     )
 
 
+def can_build_locally() -> tuple[bool, str | None]:
+    """Return whether local deployment builds can run on this machine.
+
+    Checks:
+    - Docker binary is installed
+    - Docker daemon is running
+    - Buildx is available when cross-compilation is required (non-x86_64)
+    """
+    if shutil.which("docker") is None:
+        return (
+            False,
+            "Docker is required but not installed.\n"
+            "Install Docker Desktop: https://docs.docker.com/get-docker/",
+        )
+    try:
+        import subprocess
+
+        docker_info = subprocess.run(
+            ["docker", "info"],
+            capture_output=True,
+            timeout=10,
+        )
+        if docker_info.returncode != 0:
+            return (
+                False,
+                "Docker is installed but not running.\nStart Docker and try again.",
+            )
+
+        if platform.machine() != "x86_64":
+            buildx = subprocess.run(
+                ["docker", "buildx", "version"],
+                capture_output=True,
+                timeout=10,
+            )
+            if buildx.returncode != 0:
+                return (
+                    False,
+                    "Docker Buildx is required but not installed.\n"
+                    "Your machine architecture ("
+                    + platform.machine()
+                    + ") requires Buildx to cross-compile images for linux/amd64.\n"
+                    "Install Buildx: https://docs.docker.com/build/install-buildx/",
+                )
+        return True, None
+    except Exception:
+        return False, "Unable to verify local Docker build support."
+
+
 def check_capabilities(runner) -> DockerCapabilities:
     # check docker available
     if shutil.which("docker") is None:
@@ -276,3 +328,79 @@ def compose(
     )
     compose_str = dict_to_yaml(compose_content)
     return compose_str
+
+
+def build_docker_image(
+    runner,
+    set: Callable[[str], None],
+    config: pathlib.Path,
+    config_json: dict,
+    base_image: str | None,
+    api_version: str | None,
+    pull: bool,
+    tag: str,
+    passthrough: Sequence[str] = (),
+    install_command: str | None = None,
+    build_command: str | None = None,
+    docker_command: Sequence[str] | None = None,
+    extra_flags: Sequence[str] = (),
+    verbose: bool = True,
+):
+    """Build a Docker image from a LangGraph config."""
+    # pull latest images
+    if pull:
+        runner.run(
+            subp_exec(
+                "docker",
+                "pull",
+                langgraph_cli.config.docker_tag(config_json, base_image, api_version),
+                verbose=verbose,
+            )
+        )
+    set("Building...")
+    # apply options
+    args = [
+        "-f",
+        "-",  # stdin
+        "-t",
+        tag,
+    ]
+    # determine build context: use current directory for JS projects, config parent for Python
+    is_js_project = config_json.get("node_version") and not config_json.get(
+        "python_version"
+    )
+    # build/install commands only apply to JS projects for now
+    # without install/build command, JS projects will follow the old behavior
+    if is_js_project and (build_command or install_command):
+        build_context = str(pathlib.Path.cwd())
+    else:
+        build_context = str(config.parent)
+
+    # Deep copy to avoid mutating the caller's config (config_to_docker
+    # rewrites graph paths to container-internal paths in place).
+    config_json = copy.deepcopy(config_json)
+    stdin, additional_contexts = langgraph_cli.config.config_to_docker(
+        config_path=config,
+        config=config_json,
+        base_image=base_image,
+        api_version=api_version,
+        install_command=install_command,
+        build_command=build_command,
+        build_context=build_context,
+    )
+    # add additional_contexts
+    if additional_contexts:
+        for k, v in additional_contexts.items():
+            args.extend(["--build-context", f"{k}={v}"])
+    cmd = tuple(docker_command) if docker_command else ("docker", "build")
+    runner.run(
+        subp_exec(
+            *cmd,
+            *args,
+            *extra_flags,
+            *passthrough,
+            build_context,
+            input=stdin,
+            verbose=verbose,
+        )
+    )

libs/cli/langgraph_cli/host_backend.py

@@ -19,7 +19,12 @@ class HostBackendError(click.ClickException):
 class HostBackendClient:
     """Minimal JSON HTTP client for the host backend deployment service."""
 
-    def __init__(self, base_url: str, api_key: str, tenant_id: str | None = None):
+    def __init__(
+        self,
+        base_url: str,
+        api_key: str,
+        tenant_id: str | None = None,
+    ):
         if not base_url:
             raise click.UsageError("Host backend URL is required")
         transport = httpx.HTTPTransport(retries=3)
@@ -30,7 +35,6 @@ class HostBackendClient:
         if tenant_id:
             headers["X-Tenant-ID"] = tenant_id
         self._base_url = base_url.rstrip("/")
-        self._api_key = api_key
         self._client = httpx.Client(
             base_url=self._base_url,
             headers=headers,
@@ -39,10 +43,14 @@ class HostBackendClient:
         )
 
     def _request(
-        self, method: str, path: str, payload: dict[str, Any] | None = None
+        self,
+        method: str,
+        path: str,
+        payload: dict[str, Any] | None = None,
+        params: dict[str, Any] | None = None,
     ) -> Any:
         try:
-            resp = self._client.request(method, path, json=payload)
+            resp = self._client.request(method, path, json=payload, params=params)
             resp.raise_for_status()
         except httpx.HTTPStatusError as err:
             detail = err.response.text or str(err.response.status_code)
@@ -62,21 +70,53 @@ class HostBackendClient:
                 f"Failed to decode response from {path}: {err}"
             ) from None
 
-    def create_deployment(self, payload: dict[str, Any]) -> dict[str, Any]:
+    def create_deployment(
+        self,
+        name: str,
+        deployment_type: str,
+        source: str,
+        config_path: str | None = None,
+        secrets: list[dict[str, str]] | None = None,
+    ) -> dict[str, Any]:
+        """Create a deployment."""
+        payload: dict[str, Any] = {
+            "name": name,
+            "source": source,
+            "source_config": {"deployment_type": deployment_type},
+            "source_revision_config": {},
+        }
+        if source == "internal_source" and config_path:
+            payload["source_revision_config"]["langgraph_config_path"] = config_path
+        if secrets is not None:
+            payload["secrets"] = secrets
         return self._request("POST", "/v2/deployments", payload)
 
-    def list_deployments(self, name_contains: str) -> dict[str, Any]:
-        return self._request("GET", f"/v2/deployments?name_contains={name_contains}")
+    def list_deployments(self, name_contains: str = "") -> dict[str, Any]:
+        return self._request(
+            "GET",
+            "/v2/deployments",
+            params={"name_contains": name_contains},
+        )
 
     def get_deployment(self, deployment_id: str) -> dict[str, Any]:
         return self._request("GET", f"/v2/deployments/{deployment_id}")
 
+    def delete_deployment(self, deployment_id: str) -> None:
+        return self._request("DELETE", f"/v2/deployments/{deployment_id}")
+
     def request_push_token(self, deployment_id: str) -> dict[str, Any]:
         return self._request(
             "POST",
             f"/v2/deployments/{deployment_id}/push-token",
         )
 
+    def request_upload_url(self, deployment_id: str) -> dict[str, Any]:
+        """Get a signed GCS URL for uploading the source tarball."""
+        return self._request(
+            "POST",
+            f"/v2/deployments/{deployment_id}/upload-url",
+        )
+
     def update_deployment(
         self,
         deployment_id: str,
@@ -84,6 +124,7 @@ class HostBackendClient:
         secrets: list[dict[str, str]] | None = None,
     ) -> dict[str, Any]:
         payload: dict[str, Any] = {
+            "revision_source": "internal_docker",
             "source_revision_config": {"image_uri": image_uri},
         }
         if secrets is not None:
@@ -94,6 +135,36 @@ class HostBackendClient:
             payload,
         )
 
+    def update_deployment_internal_source(
+        self,
+        deployment_id: str,
+        source_tarball_path: str,
+        config_path: str,
+        secrets: list[dict[str, str]] | None = None,
+        install_command: str | None = None,
+        build_command: str | None = None,
+    ) -> dict[str, Any]:
+        """Trigger a remote build revision with the uploaded tarball."""
+        payload: dict[str, Any] = {
+            "revision_source": "internal_source",
+            "source_revision_config": {
+                "source_tarball_path": source_tarball_path,
+                "langgraph_config_path": config_path,
+            },
+        }
+
+        source_config: dict[str, Any] = {}
+        if install_command is not None:
+            source_config["install_command"] = install_command
+        if build_command is not None:
+            source_config["build_command"] = build_command
+        if source_config:
+            payload["source_config"] = source_config
+
+        if secrets is not None:
+            payload["secrets"] = secrets
+        return self._request("PATCH", f"/v2/deployments/{deployment_id}", payload)
+
     def list_revisions(self, deployment_id: str, limit: int = 1) -> dict[str, Any]:
         return self._request(
             "GET",
@@ -105,3 +176,24 @@ class HostBackendClient:
             "GET",
             f"/v2/deployments/{deployment_id}/revisions/{revision_id}",
         )
+
+    def get_build_logs(
+        self, project_id: str, revision_id: str, payload: dict[str, Any]
+    ) -> Any:
+        return self._request(
+            "POST",
+            f"/v1/projects/{project_id}/revisions/{revision_id}/build_logs",
+            payload,
+        )
+
+    def get_deploy_logs(
+        self,
+        project_id: str,
+        payload: dict[str, Any],
+        revision_id: str | None = None,
+    ) -> Any:
+        if revision_id:
+            path = f"/v1/projects/{project_id}/revisions/{revision_id}/deploy_logs"
+        else:
+            path = f"/v1/projects/{project_id}/deploy_logs"
+        return self._request("POST", path, payload)

libs/cli/langgraph_cli/progress.py

@@ -18,6 +18,9 @@ class Progress:
         self._show_elapsed = elapsed
         # use this to make sure we don't kill thread when we set msg to ""
         self._stop = threading.Event()
+        # signalled when the spinner has no text on screen
+        self._line_clear = threading.Event()
+        self._line_clear.set()
         self.spinner_generator = self.spinning_cursor()
 
     def spinner_iteration(self):
@@ -43,13 +46,16 @@ class Progress:
         start = time.monotonic()
         while not self._stop.is_set():
             if not self.message:
+                self._line_clear.set()
                 time.sleep(self.delay)
                 continue
             if self._show_elapsed:
                 self.message = self._format_elapsed(time.monotonic() - start)
             message = self.message
             if not message:
+                self._line_clear.set()
                 continue
+            self._line_clear.clear()
             sys.stdout.write(next(self.spinner_generator) + " " + message)
             sys.stdout.flush()
             time.sleep(self.delay)
@@ -60,6 +66,7 @@ class Progress:
                 + "\b" * (len(message) + 2)
             )
             sys.stdout.flush()
+            self._line_clear.set()
 
     def __enter__(self) -> Callable[[str], None]:
         if sys.stdout.isatty():
@@ -69,6 +76,8 @@ class Progress:
             def set_message(message):
                 self.message = message
                 self._base_message = message or self._base_message
+                if not message:
+                    self._line_clear.wait(timeout=0.5)
 
             return set_message
         else:

libs/cli/langgraph_cli/templates.py

@@ -8,31 +8,20 @@ from zipfile import ZipFile
 import click
 
 TEMPLATES: dict[str, dict[str, str]] = {
+    "Deep Agent": {
+        "description": "An opinionated deployment template for a Deep Agent.",
+        "python": "https://github.com/langchain-ai/deep-agent-template/archive/refs/heads/main.zip",
+        "js": "https://github.com/langchain-ai/deep-agent-template-js/archive/refs/heads/main.zip",
+    },
+    "Agent": {
+        "description": "A simple agent that can be flexibly extended to many tools.",
+        "python": "https://github.com/langchain-ai/simple-agent-template/archive/refs/heads/main.zip",
+    },
     "New LangGraph Project": {
         "description": "A simple, minimal chatbot with memory.",
         "python": "https://github.com/langchain-ai/new-langgraph-project/archive/refs/heads/main.zip",
         "js": "https://github.com/langchain-ai/new-langgraphjs-project/archive/refs/heads/main.zip",
     },
-    "ReAct Agent": {
-        "description": "A simple agent that can be flexibly extended to many tools.",
-        "python": "https://github.com/langchain-ai/react-agent/archive/refs/heads/main.zip",
-        "js": "https://github.com/langchain-ai/react-agent-js/archive/refs/heads/main.zip",
-    },
-    "Memory Agent": {
-        "description": "A ReAct-style agent with an additional tool to store memories for use across conversational threads.",
-        "python": "https://github.com/langchain-ai/memory-agent/archive/refs/heads/main.zip",
-        "js": "https://github.com/langchain-ai/memory-agent-js/archive/refs/heads/main.zip",
-    },
-    "Retrieval Agent": {
-        "description": "An agent that includes a retrieval-based question-answering system.",
-        "python": "https://github.com/langchain-ai/retrieval-agent-template/archive/refs/heads/main.zip",
-        "js": "https://github.com/langchain-ai/retrieval-agent-template-js/archive/refs/heads/main.zip",
-    },
-    "Data-enrichment Agent": {
-        "description": "An agent that performs web searches and organizes its findings into a structured format.",
-        "python": "https://github.com/langchain-ai/data-enrichment/archive/refs/heads/main.zip",
-        "js": "https://github.com/langchain-ai/data-enrichment-js/archive/refs/heads/main.zip",
-    },
 }
 
 # Generate TEMPLATE_IDS programmatically
@@ -78,19 +67,25 @@ def _choose_template() -> str:
         click.secho("❌ Invalid choice. Please try again.", fg="red")
         return _choose_template()
 
-    # Prompt the user to choose between Python or JS/TS version
+    template_info = TEMPLATES[selected_template]
+    available_langs = [lang for lang in ("python", "js") if lang in template_info]
+
     click.secho(
-        f"\nYou selected: {selected_template} - {TEMPLATES[selected_template]['description']}",
+        f"\nYou selected: {selected_template} - {template_info['description']}",
         fg="green",
     )
+
+    if len(available_langs) == 1:
+        return template_info[available_langs[0]]
+
     version_choice: int = click.prompt(
         "Choose language (1 for Python 🐍, 2 for JS/TS 🌐)", type=int
     )
 
     if version_choice == 1:
-        return TEMPLATES[selected_template]["python"]
+        return template_info["python"]
     elif version_choice == 2:
-        return TEMPLATES[selected_template]["js"]
+        return template_info["js"]
     else:
         click.secho("❌ Invalid choice. Please try again.", fg="red")
         return _choose_template()
@@ -130,37 +125,6 @@ def _download_repo_with_requests(repo_url: str, path: str) -> None:
         sys.exit(1)
 
 
-def _get_template_url(template_name: str) -> str | None:
-    """
-    Retrieves the template URL based on the provided template name.
-
-    Args:
-        template_name: The name of the template.
-
-    Returns:
-        Optional[str]: The URL of the template if found, else None.
-    """
-    if template_name in TEMPLATES:
-        click.secho(f"Template selected: {template_name}", fg="green")
-        version_choice: int = click.prompt(
-            "Choose version (1 for Python 🐍, 2 for JS/TS 🌐)", type=int
-        )
-
-        if version_choice == 1:
-            return TEMPLATES[template_name]["python"]
-        elif version_choice == 2:
-            return TEMPLATES[template_name]["js"]
-        else:
-            click.secho("❌ Invalid choice. Please try again.", fg="red")
-            return None
-    else:
-        click.secho(
-            f"Template '{template_name}' not found. Please select from the available options.",
-            fg="red",
-        )
-        return None
-
-
 def create_new(path: str | None, template: str | None) -> None:
     """Create a new LangGraph project at the specified PATH using the chosen TEMPLATE.
 

libs/cli/langgraph_cli/util.py

@@ -1,3 +1,5 @@
+"""General-purpose utilities shared across the LangGraph CLI."""
+
 import click
 
 

libs/cli/pyproject.toml

@@ -15,6 +15,7 @@ dependencies = [
     "click>=8.1.7",
     "httpx>=0.24.0",
     "langgraph-sdk>=0.1.0 ; python_version >= '3.11'",
+    "pathspec>=0.11.0",
     "python-dotenv>=0.8.0",
 ]
 [tool.hatch.version]

libs/cli/tests/unit_tests/cli/test_cli.py

@@ -9,6 +9,7 @@ from pathlib import Path
 
 from click.testing import CliRunner
 
+import langgraph_cli.deploy as deploy_module
 from langgraph_cli.cli import cli, prepare_args_and_stdin
 from langgraph_cli.config import Config, _get_pip_cleanup_lines, validate_config
 from langgraph_cli.docker import DEFAULT_POSTGRES_URI, DockerCapabilities, Version
@@ -287,6 +288,374 @@ def test_version_option() -> None:
     )
 
 
+def test_top_level_help_shows_deploy_subcommands() -> None:
+    runner = CliRunner()
+
+    result = runner.invoke(cli, ["--help"])
+
+    assert result.exit_code == 0, result.output
+    assert "deploy" in result.output
+    assert "deploy list" in result.output
+    assert "deploy delete" in result.output
+    assert "deploy revisions" in result.output
+    assert "deploy revisions list" in result.output
+    assert "[Beta] List LangSmith Deployments." in result.output
+
+
+def test_top_level_help_truncates_command_descriptions_to_single_line() -> None:
+    runner = CliRunner()
+
+    result = runner.invoke(cli, ["--help"])
+
+    assert result.exit_code == 0, result.output
+    lines = result.output.splitlines()
+    deploy_line = next(line for line in lines if line.strip().startswith("deploy"))
+    deploy_list_line = next(
+        line for line in lines if line.strip().startswith("deploy list")
+    )
+
+    assert not lines[lines.index(deploy_line) + 1].startswith("               ")
+    assert "..." in deploy_line
+    assert "[Beta] List LangSmith Deployments." in deploy_list_line
+
+
+def test_deploy_list_command(monkeypatch) -> None:
+    runner = CliRunner()
+    captured: dict[str, str] = {}
+
+    class FakeClient:
+        def __init__(self, host_url: str, api_key: str, tenant_id: str | None = None):
+            captured["host_url"] = host_url
+            captured["api_key"] = api_key
+            captured["tenant_id"] = tenant_id or ""
+
+        def list_deployments(self, name_contains: str = ""):
+            captured["name_contains"] = name_contains
+            return {
+                "resources": [
+                    {
+                        "id": "dep-123",
+                        "name": "alpha",
+                        "source_config": {"custom_url": "https://alpha.example.com"},
+                    },
+                    {
+                        "id": "dep-456",
+                        "name": "beta",
+                        "source_config": {"custom_url": "https://beta.example.com"},
+                    },
+                ]
+            }
+
+    monkeypatch.setattr(deploy_module, "HostBackendClient", FakeClient)
+
+    result = runner.invoke(
+        cli,
+        [
+            "deploy",
+            "list",
+            "--api-key",
+            "test-key",
+            "--host-url",
+            "https://api.example.com",
+            "--name-contains",
+            "alp",
+        ],
+    )
+
+    assert result.exit_code == 0, result.output
+    assert captured == {
+        "host_url": "https://api.example.com",
+        "api_key": "test-key",
+        "tenant_id": "",
+        "name_contains": "alp",
+    }
+    assert "Deployment ID" in result.output
+    assert "Deployment Name" in result.output
+    assert "Deployment URL" in result.output
+    assert "dep-123" in result.output
+    assert "https://beta.example.com" in result.output
+
+
+def test_deploy_list_command_no_results(monkeypatch) -> None:
+    runner = CliRunner()
+
+    class FakeClient:
+        def __init__(self, host_url: str, api_key: str, tenant_id: str | None = None):
+            pass
+
+        def list_deployments(self, name_contains: str = ""):
+            return {"resources": []}
+
+    monkeypatch.setattr(deploy_module, "HostBackendClient", FakeClient)
+
+    result = runner.invoke(
+        cli,
+        [
+            "deploy",
+            "list",
+            "--api-key",
+            "test-key",
+            "--host-url",
+            "https://api.example.com",
+        ],
+    )
+
+    assert result.exit_code == 0, result.output
+    assert result.output.strip() == "No deployments found."
+
+
+def test_deploy_revisions_list_command(monkeypatch) -> None:
+    runner = CliRunner()
+    captured: dict[str, str] = {}
+
+    class FakeClient:
+        def __init__(self, host_url: str, api_key: str, tenant_id: str | None = None):
+            captured["host_url"] = host_url
+            captured["api_key"] = api_key
+            captured["tenant_id"] = tenant_id or ""
+
+        def list_revisions(self, deployment_id: str, limit: int = 1):
+            captured["deployment_id"] = deployment_id
+            captured["limit"] = str(limit)
+            return {
+                "resources": [
+                    {
+                        "id": "rev-123",
+                        "status": "CREATING",
+                        "created_at": "2023-11-07T05:31:56Z",
+                    },
+                    {
+                        "id": "rev-456",
+                        "status": "DEPLOYED",
+                        "created_at": "2023-11-08T10:00:00Z",
+                    },
+                ]
+            }
+
+    monkeypatch.setattr(deploy_module, "HostBackendClient", FakeClient)
+
+    result = runner.invoke(
+        cli,
+        [
+            "deploy",
+            "revisions",
+            "list",
+            "--api-key",
+            "test-key",
+            "--host-url",
+            "https://api.example.com",
+            "dep-123",
+        ],
+    )
+
+    assert result.exit_code == 0, result.output
+    assert captured == {
+        "host_url": "https://api.example.com",
+        "api_key": "test-key",
+        "tenant_id": "",
+        "deployment_id": "dep-123",
+        "limit": "10",
+    }
+    assert "Revision ID" in result.output
+    assert "Status" in result.output
+    assert "Created At" in result.output
+    assert "rev-123" in result.output
+    assert "2023-11-08T10:00:00Z" in result.output
+
+
+def test_deploy_revisions_list_command_no_results(monkeypatch) -> None:
+    runner = CliRunner()
+
+    class FakeClient:
+        def __init__(self, host_url: str, api_key: str, tenant_id: str | None = None):
+            pass
+
+        def list_revisions(self, deployment_id: str, limit: int = 1):
+            return {"resources": []}
+
+    monkeypatch.setattr(deploy_module, "HostBackendClient", FakeClient)
+
+    result = runner.invoke(
+        cli,
+        [
+            "deploy",
+            "revisions",
+            "list",
+            "--api-key",
+            "test-key",
+            "--host-url",
+            "https://api.example.com",
+            "dep-123",
+        ],
+    )
+
+    assert result.exit_code == 0, result.output
+    assert result.output.strip() == "No revisions found for deployment dep-123."
+
+
+def test_deploy_revisions_list_command_with_explicit_limit(monkeypatch) -> None:
+    runner = CliRunner()
+    captured: dict[str, str] = {}
+
+    class FakeClient:
+        def __init__(self, host_url: str, api_key: str, tenant_id: str | None = None):
+            pass
+
+        def list_revisions(self, deployment_id: str, limit: int = 1):
+            captured["deployment_id"] = deployment_id
+            captured["limit"] = str(limit)
+            return {"resources": []}
+
+    monkeypatch.setattr(deploy_module, "HostBackendClient", FakeClient)
+
+    result = runner.invoke(
+        cli,
+        [
+            "deploy",
+            "revisions",
+            "list",
+            "--api-key",
+            "test-key",
+            "--host-url",
+            "https://api.example.com",
+            "--limit",
+            "25",
+            "dep-123",
+        ],
+    )
+
+    assert result.exit_code == 0, result.output
+    assert captured == {"deployment_id": "dep-123", "limit": "25"}
+    assert result.output.strip() == "No revisions found for deployment dep-123."
+
+
+def test_deploy_revisions_list_missing_deployment_id_shows_usage() -> None:
+    runner = CliRunner()
+
+    result = runner.invoke(cli, ["deploy", "revisions", "list"])
+
+    assert result.exit_code == 2, result.output
+    assert "Missing argument 'DEPLOYMENT_ID'" in result.output
+
+
+def test_deploy_delete_command(monkeypatch) -> None:
+    runner = CliRunner()
+    captured: dict[str, str] = {}
+
+    class FakeClient:
+        def __init__(self, host_url: str, api_key: str, tenant_id: str | None = None):
+            captured["host_url"] = host_url
+            captured["api_key"] = api_key
+            captured["tenant_id"] = tenant_id or ""
+
+        def delete_deployment(self, deployment_id: str):
+            captured["deployment_id"] = deployment_id
+            return None
+
+    monkeypatch.setattr(deploy_module, "HostBackendClient", FakeClient)
+
+    result = runner.invoke(
+        cli,
+        [
+            "deploy",
+            "delete",
+            "--api-key",
+            "test-key",
+            "--host-url",
+            "https://api.example.com",
+            "dep-123",
+        ],
+        input="y\n",
+    )
+
+    assert result.exit_code == 0, result.output
+    assert captured == {
+        "host_url": "https://api.example.com",
+        "api_key": "test-key",
+        "tenant_id": "",
+        "deployment_id": "dep-123",
+    }
+    assert (
+        "Are you sure you want to delete deployment ID dep-123? (Y/n):" in result.output
+    )
+    assert result.output.strip().endswith("Deleted deployment dep-123.")
+
+
+def test_deploy_delete_command_cancelled(monkeypatch) -> None:
+    runner = CliRunner()
+    deleted = False
+
+    class FakeClient:
+        def __init__(self, host_url: str, api_key: str, tenant_id: str | None = None):
+            pass
+
+        def delete_deployment(self, deployment_id: str):
+            nonlocal deleted
+            deleted = True
+            return None
+
+    monkeypatch.setattr(deploy_module, "HostBackendClient", FakeClient)
+
+    result = runner.invoke(
+        cli,
+        [
+            "deploy",
+            "delete",
+            "--api-key",
+            "test-key",
+            "--host-url",
+            "https://api.example.com",
+            "dep-123",
+        ],
+        input="n\n",
+    )
+
+    assert result.exit_code == 1, result.output
+    assert not deleted
+    assert "Aborted!" in result.output
+
+
+def test_deploy_delete_command_force(monkeypatch) -> None:
+    runner = CliRunner()
+    captured: dict[str, str] = {}
+
+    class FakeClient:
+        def __init__(self, host_url: str, api_key: str, tenant_id: str | None = None):
+            captured["host_url"] = host_url
+            captured["api_key"] = api_key
+            captured["tenant_id"] = tenant_id or ""
+
+        def delete_deployment(self, deployment_id: str):
+            captured["deployment_id"] = deployment_id
+            return None
+
+    monkeypatch.setattr(deploy_module, "HostBackendClient", FakeClient)
+
+    result = runner.invoke(
+        cli,
+        [
+            "deploy",
+            "delete",
+            "--force",
+            "--api-key",
+            "test-key",
+            "--host-url",
+            "https://api.example.com",
+            "dep-123",
+        ],
+    )
+
+    assert result.exit_code == 0, result.output
+    assert "Are you sure you want to delete deployment ID dep-123?" not in result.output
+    assert captured == {
+        "host_url": "https://api.example.com",
+        "api_key": "test-key",
+        "tenant_id": "",
+        "deployment_id": "dep-123",
+    }
+    assert result.output.strip() == "Deleted deployment dep-123."
+
+
 def test_dockerfile_command_basic() -> None:
     """Test the 'dockerfile' command with basic configuration."""
     runner = CliRunner()

libs/cli/tests/unit_tests/test_archive.py

@@ -0,0 +1,299 @@
+import os
+import tarfile
+from unittest.mock import patch
+
+import click
+import pytest
+
+from langgraph_cli.archive import (
+    _add_directory,
+    _build_ignore_spec,
+    _tar_filter,
+    create_archive,
+)
+
+# ---------------------------------------------------------------------------
+# _tar_filter
+# ---------------------------------------------------------------------------
+
+
+class TestTarFilter:
+    def _make_info(self, name: str, *, type_: int = tarfile.REGTYPE) -> tarfile.TarInfo:
+        info = tarfile.TarInfo(name=name)
+        info.type = type_
+        return info
+
+    def test_regular_file_passes(self):
+        info = self._make_info("src/main.py")
+        assert _tar_filter(info) is info
+
+    def test_symlink_rejected(self):
+        info = self._make_info("link", type_=tarfile.SYMTYPE)
+        assert _tar_filter(info) is None
+
+    def test_hardlink_rejected(self):
+        info = self._make_info("link", type_=tarfile.LNKTYPE)
+        assert _tar_filter(info) is None
+
+    def test_path_traversal_rejected(self):
+        info = self._make_info("../../etc/passwd")
+        assert _tar_filter(info) is None
+
+    def test_path_traversal_in_middle_rejected(self):
+        info = self._make_info("src/../../../etc/passwd")
+        assert _tar_filter(info) is None
+
+    def test_dotdot_as_name_component_rejected(self):
+        info = self._make_info("foo/../bar")
+        assert _tar_filter(info) is None
+
+    def test_dotdot_in_filename_allowed(self):
+        """A file literally named 'foo..bar' is not traversal."""
+        info = self._make_info("foo..bar")
+        assert _tar_filter(info) is info
+
+    def test_directory_passes(self):
+        info = self._make_info("src/", type_=tarfile.DIRTYPE)
+        assert _tar_filter(info) is info
+
+
+# ---------------------------------------------------------------------------
+# _build_ignore_spec
+# ---------------------------------------------------------------------------
+
+
+class TestBuildIgnoreSpec:
+    def test_always_excludes_builtins(self, tmp_path):
+        spec = _build_ignore_spec(tmp_path)
+        assert spec.match_file("__pycache__/")
+        assert spec.match_file(".git/")
+        assert spec.match_file(".venv/")
+        assert spec.match_file("venv/")
+        assert spec.match_file("node_modules/")
+        assert spec.match_file(".tox/")
+        assert spec.match_file(".mypy_cache/")
+
+    def test_regular_file_not_excluded(self, tmp_path):
+        spec = _build_ignore_spec(tmp_path)
+        assert not spec.match_file("main.py")
+        assert not spec.match_file("src/app.py")
+
+    def test_merges_dockerignore(self, tmp_path):
+        (tmp_path / ".dockerignore").write_text("*.log\nbuild/\n")
+        spec = _build_ignore_spec(tmp_path)
+        assert spec.match_file("server.log")
+        assert spec.match_file("build/")
+        # builtins still present
+        assert spec.match_file("__pycache__/")
+
+    def test_merges_gitignore(self, tmp_path):
+        (tmp_path / ".gitignore").write_text("*.pyc\ndist/\n")
+        spec = _build_ignore_spec(tmp_path)
+        assert spec.match_file("module.pyc")
+        assert spec.match_file("dist/")
+
+    def test_merges_both_ignore_files(self, tmp_path):
+        (tmp_path / ".dockerignore").write_text("*.log\n")
+        (tmp_path / ".gitignore").write_text("*.pyc\n")
+        spec = _build_ignore_spec(tmp_path)
+        assert spec.match_file("app.log")
+        assert spec.match_file("mod.pyc")
+
+    def test_no_ignore_files_only_builtins(self, tmp_path):
+        spec = _build_ignore_spec(tmp_path)
+        assert spec.match_file("__pycache__/")
+        assert not spec.match_file("README.md")
+
+
+# ---------------------------------------------------------------------------
+# _add_directory
+# ---------------------------------------------------------------------------
+
+
+class TestAddDirectory:
+    def _create_project(self, tmp_path):
+        """Create a small project structure for testing."""
+        (tmp_path / "main.py").write_text("print('hello')")
+        (tmp_path / "lib").mkdir()
+        (tmp_path / "lib" / "util.py").write_text("x = 1")
+        (tmp_path / "__pycache__").mkdir()
+        (tmp_path / "__pycache__" / "main.cpython-311.pyc").write_bytes(b"\x00")
+        return tmp_path
+
+    def test_adds_files_without_prefix(self, tmp_path):
+        project = self._create_project(tmp_path)
+        spec = _build_ignore_spec(project)
+
+        archive_path = tmp_path / "out.tar"
+        with tarfile.open(archive_path, "w") as tar:
+            _add_directory(tar, project, arcname_prefix=None, ignore_spec=spec)
+
+        with tarfile.open(archive_path, "r") as tar:
+            names = tar.getnames()
+        assert "main.py" in names
+        assert "lib/util.py" in names
+
+    def test_excludes_pycache(self, tmp_path):
+        project = self._create_project(tmp_path)
+        spec = _build_ignore_spec(project)
+
+        archive_path = tmp_path / "out.tar"
+        with tarfile.open(archive_path, "w") as tar:
+            _add_directory(tar, project, arcname_prefix=None, ignore_spec=spec)
+
+        with tarfile.open(archive_path, "r") as tar:
+            names = tar.getnames()
+        assert not any("__pycache__" in n for n in names)
+
+    def test_adds_files_with_prefix(self, tmp_path):
+        project = self._create_project(tmp_path)
+        spec = _build_ignore_spec(project)
+
+        archive_path = tmp_path / "out.tar"
+        with tarfile.open(archive_path, "w") as tar:
+            _add_directory(tar, project, arcname_prefix="myapp", ignore_spec=spec)
+
+        with tarfile.open(archive_path, "r") as tar:
+            names = tar.getnames()
+        assert "myapp/main.py" in names
+        assert "myapp/lib/util.py" in names
+
+    def test_respects_custom_ignore_patterns(self, tmp_path):
+        project = self._create_project(tmp_path)
+        (project / ".gitignore").write_text("lib/\n")
+        spec = _build_ignore_spec(project)
+
+        archive_path = tmp_path / "out.tar"
+        with tarfile.open(archive_path, "w") as tar:
+            _add_directory(tar, project, arcname_prefix=None, ignore_spec=spec)
+
+        with tarfile.open(archive_path, "r") as tar:
+            names = tar.getnames()
+        assert "main.py" in names
+        assert "lib/util.py" not in names
+
+
+# ---------------------------------------------------------------------------
+# create_archive (integration)
+# ---------------------------------------------------------------------------
+
+
+class TestCreateArchive:
+    def _make_project(self, tmp_path):
+        """Set up a minimal project directory with a config file."""
+        project = tmp_path / "myproject"
+        project.mkdir()
+        config_file = project / "langgraph.json"
+        config_file.write_text('{"dependencies": ["."]}')
+        (project / "app.py").write_text("print('hello')")
+        (project / "__pycache__").mkdir()
+        (project / "__pycache__" / "app.cpython-311.pyc").write_bytes(b"\x00")
+        return config_file
+
+    @patch("langgraph_cli.archive._assemble_local_deps")
+    def test_yields_archive_with_config(self, mock_deps, tmp_path):
+        from langgraph_cli.config import LocalDeps
+
+        config_file = self._make_project(tmp_path)
+        mock_deps.return_value = LocalDeps(
+            pip_reqs=[], real_pkgs={}, faux_pkgs={}, additional_contexts=None
+        )
+
+        with create_archive(config_file, {}) as (archive_path, file_size, config_rel):
+            assert os.path.isfile(archive_path)
+            assert archive_path.endswith(".tar.gz")
+            assert file_size > 0
+            assert config_rel == "langgraph.json"
+
+            with tarfile.open(archive_path, "r:gz") as tar:
+                names = tar.getnames()
+            assert "langgraph.json" in names
+            assert "app.py" in names
+
+    @patch("langgraph_cli.archive._assemble_local_deps")
+    def test_excludes_pycache(self, mock_deps, tmp_path):
+        from langgraph_cli.config import LocalDeps
+
+        config_file = self._make_project(tmp_path)
+        mock_deps.return_value = LocalDeps(
+            pip_reqs=[], real_pkgs={}, faux_pkgs={}, additional_contexts=None
+        )
+
+        with create_archive(config_file, {}) as (archive_path, _size, _rel):
+            with tarfile.open(archive_path, "r:gz") as tar:
+                names = tar.getnames()
+            assert not any("__pycache__" in n for n in names)
+
+    @patch("langgraph_cli.archive._assemble_local_deps")
+    def test_cleans_up_tmp_dir_on_normal_exit(self, mock_deps, tmp_path):
+        from langgraph_cli.config import LocalDeps
+
+        config_file = self._make_project(tmp_path)
+        mock_deps.return_value = LocalDeps(
+            pip_reqs=[], real_pkgs={}, faux_pkgs={}, additional_contexts=None
+        )
+
+        with create_archive(config_file, {}) as (archive_path, _size, _rel):
+            tmp_dir = os.path.dirname(archive_path)
+            assert os.path.isdir(tmp_dir)
+
+        assert not os.path.exists(tmp_dir)
+
+    @patch("langgraph_cli.archive._assemble_local_deps")
+    def test_cleans_up_tmp_dir_on_exception(self, mock_deps, tmp_path):
+        from langgraph_cli.config import LocalDeps
+
+        config_file = self._make_project(tmp_path)
+        mock_deps.return_value = LocalDeps(
+            pip_reqs=[], real_pkgs={}, faux_pkgs={}, additional_contexts=None
+        )
+
+        with pytest.raises(RuntimeError, match="boom"):
+            with create_archive(config_file, {}) as (archive_path, _size, _rel):
+                tmp_dir = os.path.dirname(archive_path)
+                raise RuntimeError("boom")
+
+        assert not os.path.exists(tmp_dir)
+
+    @patch("langgraph_cli.archive._assemble_local_deps")
+    @patch("langgraph_cli.archive._MAX_SIZE", 10)
+    def test_raises_on_oversized_archive(self, mock_deps, tmp_path):
+        from langgraph_cli.config import LocalDeps
+
+        config_file = self._make_project(tmp_path)
+        mock_deps.return_value = LocalDeps(
+            pip_reqs=[], real_pkgs={}, faux_pkgs={}, additional_contexts=None
+        )
+
+        with pytest.raises(click.ClickException, match="exceeds the 200 MB limit"):
+            with create_archive(config_file, {}):
+                pass
+
+    @patch("langgraph_cli.archive._assemble_local_deps")
+    def test_handles_extra_contexts(self, mock_deps, tmp_path):
+        """Monorepo case: project + sibling dependency directory."""
+        from langgraph_cli.config import LocalDeps
+
+        project = tmp_path / "myproject"
+        project.mkdir()
+        config_file = project / "langgraph.json"
+        config_file.write_text('{"dependencies": [".", "../shared"]}')
+        (project / "app.py").write_text("print('hello')")
+
+        shared = tmp_path / "shared"
+        shared.mkdir()
+        (shared / "lib.py").write_text("y = 2")
+
+        mock_deps.return_value = LocalDeps(
+            pip_reqs=[],
+            real_pkgs={},
+            faux_pkgs={},
+            additional_contexts=[shared],
+        )
+
+        with create_archive(config_file, {}) as (archive_path, _size, config_rel):
+            with tarfile.open(archive_path, "r:gz") as tar:
+                names = tar.getnames()
+            assert "myproject/app.py" in names
+            assert "shared/lib.py" in names
+            assert config_rel == "myproject/langgraph.json"

libs/cli/tests/unit_tests/test_config.py

@@ -1784,7 +1784,9 @@ def test_config_to_compose_distributed_mode():
     # Executor service is present with correct base image
     assert "langgraph-executor:" in actual_compose_stdin
     assert "FROM langchain/langgraph-executor:3.11" in actual_compose_stdin
-    assert 'entrypoint: ["sh", "/storage/executor_entrypoint.sh"]' in actual_compose_stdin
+    assert (
+        'entrypoint: ["sh", "/storage/executor_entrypoint.sh"]' in actual_compose_stdin
+    )
 
     # Executor has required environment variables
     assert "EXECUTOR_GRPC_PORT:" in actual_compose_stdin

libs/cli/tests/unit_tests/test_deploy_helpers.py

@@ -3,14 +3,19 @@ import json
 import os
 
 import click
+import httpx
 import pytest
 
-from langgraph_cli.cli import (
+from langgraph_cli.deploy import (
+    _call_host_backend_with_optional_tenant,
     _docker_config_for_token,
-    _normalize_image_name,
-    _normalize_image_tag,
+    _env_without_deployment_name,
     _parse_env_from_config,
+    _resolve_env_path,
+    normalize_image_name,
+    normalize_image_tag,
 )
+from langgraph_cli.host_backend import HostBackendClient, HostBackendError
 
 
 class TestDockerConfigForToken:
@@ -37,47 +42,47 @@ class TestDockerConfigForToken:
 
 class TestNormalizeImageName:
     def test_simple_name(self):
-        assert _normalize_image_name("myapp") == "myapp"
+        assert normalize_image_name("myapp") == "myapp"
 
     def test_uppercase_lowered(self):
-        assert _normalize_image_name("MyApp") == "myapp"
+        assert normalize_image_name("MyApp") == "myapp"
 
     def test_special_chars_replaced(self):
-        assert _normalize_image_name("my app!@#v2") == "my-app-v2"
+        assert normalize_image_name("my app!@#v2") == "my-app-v2"
 
     def test_dots_and_hyphens_kept(self):
-        assert _normalize_image_name("my-app.v2") == "my-app.v2"
+        assert normalize_image_name("my-app.v2") == "my-app.v2"
 
     def test_leading_trailing_stripped(self):
-        assert _normalize_image_name("--my-app..") == "my-app"
+        assert normalize_image_name("--my-app..") == "my-app"
 
     def test_empty_string_returns_app(self):
-        assert _normalize_image_name("") == "app"
+        assert normalize_image_name("") == "app"
 
     def test_none_returns_app(self):
-        assert _normalize_image_name(None) == "app"
+        assert normalize_image_name(None) == "app"
 
     def test_all_invalid_chars_returns_app(self):
-        assert _normalize_image_name("!!!") == "app"
+        assert normalize_image_name("!!!") == "app"
 
 
 class TestNormalizeImageTag:
     def test_valid_tag(self):
-        assert _normalize_image_tag("v1.2.3") == "v1.2.3"
+        assert normalize_image_tag("v1.2.3") == "v1.2.3"
 
     def test_empty_defaults_to_latest(self):
-        assert _normalize_image_tag("") == "latest"
+        assert normalize_image_tag("") == "latest"
 
     def test_alphanumeric_and_special(self):
-        assert _normalize_image_tag("my_tag-1.0") == "my_tag-1.0"
+        assert normalize_image_tag("my_tag-1.0") == "my_tag-1.0"
 
     def test_invalid_chars_raises(self):
         with pytest.raises(click.UsageError, match="Image tag may only contain"):
-            _normalize_image_tag("v1.0:bad")
+            normalize_image_tag("v1.0:bad")
 
     def test_spaces_raises(self):
         with pytest.raises(click.UsageError, match="Image tag may only contain"):
-            _normalize_image_tag("has space")
+            normalize_image_tag("has space")
 
 
 class TestParseEnvFromConfig:
@@ -132,3 +137,137 @@ class TestParseEnvFromConfig:
         assert result["GOOD"] == "value"
         # EMPTY= gives empty string, not None, so it should be present
         assert result["EMPTY"] == ""
+
+
+class TestResolveEnvPath:
+    def test_inline_env_dict_returns_none(self, tmp_path):
+        config_path = tmp_path / "langgraph.json"
+        config_path.touch()
+        assert _resolve_env_path({"env": {"FOO": "bar"}}, config_path) is None
+
+    def test_relative_env_path_resolves(self, tmp_path):
+        env_file = tmp_path / "custom.env"
+        env_file.write_text("FOO=bar\n")
+        config_path = tmp_path / "langgraph.json"
+        config_path.touch()
+
+        resolved = _resolve_env_path({"env": "custom.env"}, config_path)
+        assert resolved == env_file.resolve()
+
+    def test_missing_env_file_returns_none(self, tmp_path):
+        config_path = tmp_path / "langgraph.json"
+        config_path.touch()
+        assert _resolve_env_path({"env": "missing.env"}, config_path) is None
+
+    def test_default_env_is_cwd_dotenv(self, tmp_path, monkeypatch):
+        monkeypatch.chdir(tmp_path)
+        config_path = tmp_path / "langgraph.json"
+        config_path.touch()
+        assert _resolve_env_path({}, config_path) == tmp_path / ".env"
+
+
+class TestEnvWithoutDeploymentName:
+    def test_removes_deployment_name_only(self):
+        env = {
+            "LANGSMITH_DEPLOYMENT_NAME": "my-deploy",
+            "KEEP_ME": "value",
+        }
+        cleaned = _env_without_deployment_name(env)
+
+        assert "LANGSMITH_DEPLOYMENT_NAME" not in cleaned
+        assert cleaned["KEEP_ME"] == "value"
+        # Original dict should be unchanged.
+        assert env["LANGSMITH_DEPLOYMENT_NAME"] == "my-deploy"
+
+    def test_noop_when_deployment_name_absent(self):
+        env = {"FOO": "bar"}
+        assert _env_without_deployment_name(env) == {"FOO": "bar"}
+
+
+class TestCallHostBackendWithOptionalTenant:
+    def _make_client(self, handler):
+        c = HostBackendClient("https://api.example.com", "test-key")
+        c._client = httpx.Client(
+            base_url="https://api.example.com",
+            transport=httpx.MockTransport(handler),
+            headers={"X-Api-Key": "test-key", "Accept": "application/json"},
+            timeout=30,
+        )
+        return c
+
+    def _make_eu_client(self, handler):
+        c = HostBackendClient("https://eu.api.host.langchain.com", "test-key")
+        c._client = httpx.Client(
+            base_url="https://eu.api.host.langchain.com",
+            transport=httpx.MockTransport(handler),
+            headers={"X-Api-Key": "test-key", "Accept": "application/json"},
+            timeout=30,
+        )
+        return c
+
+    def test_success_passes_through(self):
+        client = self._make_client(lambda req: httpx.Response(200, json={"ok": True}))
+        result = _call_host_backend_with_optional_tenant(
+            client, lambda c: c.list_deployments()
+        )
+        assert result == {"ok": True}
+
+    def test_403_not_enabled_gives_actionable_error(self):
+        detail = (
+            '{"detail":"LangSmith Deployment is not enabled for this organization"}'
+        )
+        client = self._make_client(lambda req: httpx.Response(403, text=detail))
+        with pytest.raises(HostBackendError, match="not enabled") as exc_info:
+            _call_host_backend_with_optional_tenant(
+                client, lambda c: c.list_deployments()
+            )
+        assert exc_info.value.status_code == 403
+        assert "smith.langchain.com" in exc_info.value.message
+
+    def test_403_not_enabled_eu_url(self):
+        detail = (
+            '{"detail":"LangSmith Deployment is not enabled for this organization"}'
+        )
+        client = self._make_eu_client(lambda req: httpx.Response(403, text=detail))
+        with pytest.raises(HostBackendError, match="not enabled") as exc_info:
+            _call_host_backend_with_optional_tenant(
+                client, lambda c: c.list_deployments()
+            )
+        assert "eu.smith.langchain.com" in exc_info.value.message
+
+    def test_workspace_retry_then_not_enabled_gives_actionable_error(self, monkeypatch):
+        requires_workspace = '{"detail":"requires workspace specification"}'
+        not_enabled = (
+            '{"detail":"LangSmith Deployment is not enabled for this organization"}'
+        )
+        seen_tenant_ids = []
+
+        def handler(req):
+            seen_tenant_ids.append(req.headers.get("X-Tenant-ID"))
+            if len(seen_tenant_ids) == 1:
+                return httpx.Response(403, text=requires_workspace)
+            if len(seen_tenant_ids) == 2:
+                return httpx.Response(403, text=not_enabled)
+            raise AssertionError("unexpected extra request")
+
+        monkeypatch.setattr(click, "prompt", lambda _text: "workspace-123")
+        client = self._make_client(handler)
+
+        with pytest.raises(HostBackendError, match="not enabled") as exc_info:
+            _call_host_backend_with_optional_tenant(
+                client, lambda c: c.list_deployments()
+            )
+
+        assert exc_info.value.status_code == 403
+        assert "smith.langchain.com" in exc_info.value.message
+        assert seen_tenant_ids == [None, "workspace-123"]
+        assert client._client.headers["X-Tenant-ID"] == "workspace-123"
+
+    def test_other_403_re_raises_original(self):
+        client = self._make_client(
+            lambda req: httpx.Response(403, text='{"detail":"some other error"}')
+        )
+        with pytest.raises(HostBackendError, match="some other error"):
+            _call_host_backend_with_optional_tenant(
+                client, lambda c: c.list_deployments()
+            )

libs/cli/tests/unit_tests/test_host_backend.py

@@ -121,7 +121,9 @@ def test_request_transport_error_raises():
 
 
 def test_create_deployment(client):
-    result = client.create_deployment({"name": "my-deploy"})
+    result = client.create_deployment(
+        name="my-deploy", deployment_type="dev", source="internal_docker"
+    )
     assert result == {"ok": True}
 
 
@@ -135,6 +137,28 @@ def test_list_deployments(client):
     assert result == {"ok": True}
 
 
+def test_list_deployments_sends_query_params():
+    def handler(req: httpx.Request) -> httpx.Response:
+        assert req.url.path == "/v2/deployments"
+        assert req.url.params["name_contains"] == "my app"
+        return httpx.Response(200, json={"ok": True})
+
+    c = HostBackendClient("https://api.example.com", "test-key")
+    c._client = httpx.Client(
+        base_url="https://api.example.com",
+        transport=httpx.MockTransport(handler),
+        headers={"X-Api-Key": "test-key", "Accept": "application/json"},
+        timeout=30,
+    )
+    result = c.list_deployments("my app")
+    assert result == {"ok": True}
+
+
+def test_delete_deployment(client):
+    result = client.delete_deployment("dep-123")
+    assert result == {"ok": True}
+
+
 def test_request_push_token(client):
     result = client.request_push_token("dep-123")
     assert result == {"ok": True}
@@ -160,3 +184,41 @@ def test_list_revisions(client):
 def test_get_revision(client):
     result = client.get_revision("dep-123", "rev-456")
     assert result == {"ok": True}
+
+
+def test_get_build_logs(client):
+    result = client.get_build_logs("proj-1", "rev-1", {"limit": 10})
+    assert result == {"ok": True}
+
+
+def test_get_deploy_logs_all_revisions():
+    def handler(req: httpx.Request) -> httpx.Response:
+        assert "/v1/projects/proj-1/deploy_logs" in str(req.url)
+        assert "/revisions/" not in str(req.url)
+        return httpx.Response(200, json={"logs": [{"message": "running"}]})
+
+    c = HostBackendClient("https://api.example.com", "key")
+    c._client = httpx.Client(
+        base_url="https://api.example.com",
+        transport=httpx.MockTransport(handler),
+        headers={"X-Api-Key": "key", "Accept": "application/json"},
+        timeout=30,
+    )
+    result = c.get_deploy_logs("proj-1", {"limit": 10})
+    assert result == {"logs": [{"message": "running"}]}
+
+
+def test_get_deploy_logs_specific_revision():
+    def handler(req: httpx.Request) -> httpx.Response:
+        assert "/v1/projects/proj-1/revisions/rev-2/deploy_logs" in str(req.url)
+        return httpx.Response(200, json={"logs": []})
+
+    c = HostBackendClient("https://api.example.com", "key")
+    c._client = httpx.Client(
+        base_url="https://api.example.com",
+        transport=httpx.MockTransport(handler),
+        headers={"X-Api-Key": "key", "Accept": "application/json"},
+        timeout=30,
+    )
+    result = c.get_deploy_logs("proj-1", {"limit": 10}, revision_id="rev-2")
+    assert result == {"logs": []}

libs/cli/tests/unit_tests/test_logs_helpers.py

@@ -0,0 +1,58 @@
+from langgraph_cli.deploy import format_log_entry, format_timestamp, level_fg
+
+
+class TestFormatTimestamp:
+    def test_epoch_ms(self):
+        assert format_timestamp(1773119644012) == "2026-03-10 05:14:04"
+
+    def test_string_passthrough(self):
+        assert format_timestamp("2026-03-08T00:00:00Z") == "2026-03-08T00:00:00Z"
+
+    def test_empty(self):
+        assert format_timestamp("") == ""
+
+    def test_none(self):
+        assert format_timestamp(None) == ""
+
+
+class TestFormatLogEntry:
+    def test_full_entry_epoch(self):
+        entry = {"timestamp": 1773119644012, "level": "ERROR", "message": "boom"}
+        result = format_log_entry(entry)
+        assert result == "[2026-03-10 05:14:04] [ERROR] boom"
+
+    def test_full_entry_string(self):
+        entry = {
+            "timestamp": "2026-03-08T12:00:00Z",
+            "level": "ERROR",
+            "message": "boom",
+        }
+        assert format_log_entry(entry) == "[2026-03-08T12:00:00Z] [ERROR] boom"
+
+    def test_no_level(self):
+        entry = {"timestamp": "2026-03-08T12:00:00Z", "message": "hello"}
+        assert format_log_entry(entry) == "[2026-03-08T12:00:00Z] hello"
+
+    def test_no_timestamp(self):
+        entry = {"message": "bare message"}
+        assert format_log_entry(entry) == "bare message"
+
+    def test_empty_entry(self):
+        assert format_log_entry({}) == ""
+
+
+class TestLevelFg:
+    def test_error(self):
+        assert level_fg("ERROR") == "red"
+
+    def test_error_lowercase(self):
+        assert level_fg("error") == "red"
+
+    def test_warning(self):
+        assert level_fg("WARNING") == "yellow"
+
+    def test_info_returns_none(self):
+        assert level_fg("INFO") is None
+
+    def test_empty_returns_none(self):
+        assert level_fg("") is None

libs/cli/tests/unit_tests/test_util.py

@@ -1,5 +1,10 @@
 from unittest.mock import patch
 
+from langgraph_cli.deploy import (
+    _extract_deployment_url,
+    format_deployments_table,
+    format_revisions_table,
+)
 from langgraph_cli.util import clean_empty_lines, warn_non_wolfi_distro
 
 
@@ -186,3 +191,67 @@ def test_warn_non_wolfi_distro_does_not_modify_config():
     warn_non_wolfi_distro(config_copy)
 
     assert config_copy == original_config  # Config should remain unchanged
+
+
+def test_extract_deployment_url_uses_custom_url():
+    deployment = {"source_config": {"custom_url": "https://example.com/custom"}}
+    assert _extract_deployment_url(deployment) == "https://example.com/custom"
+
+
+def test_extract_deployment_url_defaults_to_dash():
+    assert _extract_deployment_url({"id": "dep-123"}) == "-"
+
+
+def test_format_deployments_table():
+    output = format_deployments_table(
+        [
+            {
+                "id": "dep-123",
+                "name": "alpha",
+                "source_config": {"custom_url": "https://alpha.example.com"},
+            },
+            {
+                "id": "dep-456",
+                "name": "beta",
+                "url": "https://beta.example.com",
+            },
+        ]
+    )
+    assert "Deployment ID" in output
+    assert "Deployment Name" in output
+    assert "Deployment URL" in output
+    assert "dep-123" in output
+    assert "alpha" in output
+    assert "https://alpha.example.com" in output
+    assert "dep-456" in output
+
+
+def test_format_revisions_table():
+    output = format_revisions_table(
+        [
+            {
+                "id": "rev-123",
+                "status": "DEPLOYED",
+                "created_at": "2023-11-09T10:00:00Z",
+            },
+            {
+                "id": "rev-456",
+                "status": "CREATING",
+                "created_at": "2023-11-07T05:31:56Z",
+            },
+            {
+                "id": "rev-789",
+                "status": "DEPLOYED",
+                "created_at": "2023-11-08T10:00:00Z",
+            },
+        ]
+    )
+    assert "Revision ID" in output
+    assert "Status" in output
+    assert "Created At" in output
+    assert "rev-123" in output
+    assert "CREATING" in output
+    assert "2023-11-07T05:31:56Z" in output
+    assert "rev-456" in output
+    assert "rev-789" in output
+    assert "REPLACED" in output

libs/cli/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 4
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.11'",
@@ -398,62 +398,62 @@ wheels = [
 
 [[package]]
 name = "cryptography"
-version = "46.0.5"
+version = "46.0.6"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
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 ]
 
 [[package]]

libs/langgraph/README.md

@@ -1,17 +1,27 @@
-<picture class="github-only">
-  <source media="(prefers-color-scheme: light)" srcset="https://langchain-ai.github.io/langgraph/static/wordmark_dark.svg">
-  <source media="(prefers-color-scheme: dark)" srcset="https://langchain-ai.github.io/langgraph/static/wordmark_light.svg">
-  <img alt="LangGraph Logo" src="https://langchain-ai.github.io/langgraph/static/wordmark_dark.svg" width="80%">
-</picture>
-
-<div>
-<br>
+<div align="center">
+  <a href="https://www.langchain.com/langgraph">
+    <picture>
+      <source media="(prefers-color-scheme: dark)" srcset="../../.github/images/logo-dark.svg">
+      <source media="(prefers-color-scheme: light)" srcset="../../.github/images/logo-light.svg">
+      <img alt="LangGraph Logo" src=".github/images/logo-dark.svg" width="50%">
+    </picture>
+  </a>
 </div>
 
-[![Version](https://img.shields.io/pypi/v/langgraph.svg)](https://pypi.org/project/langgraph/)
-[![Downloads](https://static.pepy.tech/badge/langgraph/month)](https://pepy.tech/project/langgraph)
-[![Open Issues](https://img.shields.io/github/issues-raw/langchain-ai/langgraph)](https://github.com/langchain-ai/langgraph/issues)
-[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://docs.langchain.com/oss/python/langgraph/overview)
+<div align="center">
+  <h3>Low-level orchestration framework for building stateful agents.</h3>
+</div>
+
+<div align="center">
+  <a href="https://opensource.org/licenses/MIT" target="_blank"><img src="https://img.shields.io/pypi/l/langgraph" alt="PyPI - License"></a>
+  <a href="https://pypistats.org/packages/langgraph" target="_blank"><img src="https://img.shields.io/pepy/dt/langgraph" alt="PyPI - Downloads"></a>
+  <a href="https://pypi.org/project/langgraph/" target="_blank"><img src="https://img.shields.io/pypi/v/langgraph.svg?label=%20" alt="Version"></a>
+  <a href="https://github.com/langchain-ai/langgraph/issues" target="_blank"><img src="https://img.shields.io/github/issues-raw/langchain-ai/langgraph" alt="Open Issues"></a>
+  <a href="https://docs.langchain.com/oss/python/langgraph/overview" target="_blank"><img src="https://img.shields.io/badge/docs-latest-blue" alt="Docs"></a>
+  <a href="https://x.com/langchain" target="_blank"><img src="https://img.shields.io/twitter/url/https/twitter.com/langchain.svg?style=social&label=Follow%20%40LangChain" alt="Twitter / X"></a>
+</div>
+
+<br>
 
 Trusted by companies shaping the future of agents – including Klarna, Replit, Elastic, and more – LangGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents.
 

libs/langgraph/langgraph/_internal/_config.py

@@ -28,7 +28,7 @@ from langgraph._internal._constants import (
     NS_SEP,
 )
 
-DEFAULT_RECURSION_LIMIT = int(getenv("LANGGRAPH_DEFAULT_RECURSION_LIMIT", "10000"))
+DEFAULT_RECURSION_LIMIT = int(getenv("LANGGRAPH_DEFAULT_RECURSION_LIMIT", "10007"))
 
 
 def recast_checkpoint_ns(ns: str) -> str:

libs/langgraph/langgraph/pregel/_algo.py

@@ -45,6 +45,7 @@ from langgraph._internal._constants import (
     CONFIG_KEY_SCRATCHPAD,
     CONFIG_KEY_SEND,
     CONFIG_KEY_TASK_ID,
+    CONFIG_KEY_THREAD_ID,
     ERROR,
     INTERRUPT,
     NO_WRITES,
@@ -70,7 +71,7 @@ from langgraph.pregel._call import get_runnable_for_task, identifier
 from langgraph.pregel._io import read_channels
 from langgraph.pregel._log import logger
 from langgraph.pregel._read import INPUT_CACHE_KEY_TYPE, PregelNode
-from langgraph.runtime import DEFAULT_RUNTIME, Runtime
+from langgraph.runtime import DEFAULT_RUNTIME, ExecutionInfo, Runtime
 from langgraph.types import (
     All,
     CacheKey,
@@ -668,6 +669,13 @@ def prepare_single_task(
                     runtime = runtime.override(
                         previous=checkpoint["channel_values"].get(PREVIOUS, None),
                         store=store,
+                        execution_info=ExecutionInfo(
+                            checkpoint_id=checkpoint["id"],
+                            checkpoint_ns=task_checkpoint_ns,
+                            task_id=task_id,
+                            thread_id=configurable.get(CONFIG_KEY_THREAD_ID),
+                            run_id=str(rid) if (rid := config.get("run_id")) else None,
+                        ),
                     )
                     additional_config = {
                         "metadata": metadata,
@@ -813,7 +821,16 @@ def prepare_push_task_functional(
             stop,
         )
         runtime = cast(Runtime, configurable.get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME))
-        runtime = runtime.override(store=store)
+        runtime = runtime.override(
+            store=store,
+            execution_info=ExecutionInfo(
+                checkpoint_id=checkpoint["id"],
+                checkpoint_ns=task_checkpoint_ns,
+                task_id=task_id,
+                thread_id=configurable.get(CONFIG_KEY_THREAD_ID),
+                run_id=str(rid) if (rid := config.get("run_id")) else None,
+            ),
+        )
         return PregelExecutableTask(
             name,
             call.input,
@@ -966,7 +983,15 @@ def prepare_push_task_send(
         )
         runtime = cast(Runtime, configurable.get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME))
         runtime = runtime.override(
-            store=store, previous=checkpoint["channel_values"].get(PREVIOUS, None)
+            store=store,
+            previous=checkpoint["channel_values"].get(PREVIOUS, None),
+            execution_info=ExecutionInfo(
+                checkpoint_id=checkpoint["id"],
+                checkpoint_ns=task_checkpoint_ns,
+                task_id=task_id,
+                thread_id=configurable.get(CONFIG_KEY_THREAD_ID),
+                run_id=str(rid) if (rid := config.get("run_id")) else None,
+            ),
         )
         additional_config: RunnableConfig = {
             "metadata": metadata,

libs/langgraph/langgraph/pregel/_loop.py

@@ -647,13 +647,24 @@ class PregelLoop:
         # writes so that interrupt() calls re-fire instead of returning
         # stale values. But if we're actively resuming, keep them —
         # multi-interrupt scenarios need previously resolved values preserved.
-        # We check two conditions because resume signals arrive differently:
-        # - Command(resume=...): the outer graph receives resume via input
-        # - CONFIG_KEY_RESUMING: child subgraphs receive it via config from
-        #   the parent (their input is a Send arg, not a Command)
-        if self.is_replaying and not (
-            (input_is_command and cast(Command, self.input).resume is not None)
-            or configurable.get(CONFIG_KEY_RESUMING, False)
+        if self.is_replaying and (
+            # Time-travel to a subgraph checkpoint: the parent sets
+            # RESUMING=True (it can't distinguish time-travel from resume),
+            # so we check if this subgraph's own ns is in checkpoint_map.
+            # Normally the map only has ancestor entries (_algo.py); the
+            # subgraph's own entry only appears via get_state(subgraphs=True).
+            (
+                self.is_nested
+                and configurable.get(CONFIG_KEY_CHECKPOINT_NS, "")
+                in configurable.get(CONFIG_KEY_CHECKPOINT_MAP, {})
+            )
+            or not (
+                # Outer graph: resume arrives as Command(resume=...)
+                (input_is_command and cast(Command, self.input).resume is not None)
+                # Subgraphs: resume arrives via config flag from parent
+                # (subgraph input is a Send arg, not a Command)
+                or configurable.get(CONFIG_KEY_RESUMING, False)
+            )
         ):
             self.checkpoint_pending_writes = [
                 w for w in self.checkpoint_pending_writes if w[1] != RESUME
@@ -1127,9 +1138,15 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
     def __enter__(self) -> Self:
         if not self.checkpointer:
             saved = None
-        elif self.is_nested and (
-            replay_state := self.config[CONF].get(CONFIG_KEY_REPLAY_STATE)
-        ):
+        elif self.checkpoint_config[CONF].get(CONFIG_KEY_CHECKPOINT_ID):
+            # Explicit checkpoint_id requested — fetch that exact checkpoint.
+            # This covers both normal replay and subgraphs resolved via
+            # checkpoint_map during time-travel.
+            saved = self.checkpointer.get_tuple(self.checkpoint_config)
+        elif replay_state := self.config[CONF].get(CONFIG_KEY_REPLAY_STATE):
+            # Subgraph replay: the parent is replaying and passed us a
+            # replay_state with its checkpoint_id. Look up our checkpoint
+            # from the parent's checkpoint_map instead of fetching latest.
             saved = replay_state.get_checkpoint(
                 self.config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, ""),
                 self.checkpointer,
@@ -1141,9 +1158,7 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
             self.config[CONF].pop(CONFIG_KEY_RESUMING, None)
         else:
             # Normal case: fetch the most recent checkpoint for this
-            # graph/thread. If a specific checkpoint_id is in the config,
-            # fetch that exact checkpoint; otherwise fetch the latest one.
-            # Returns None on first invocation (no checkpoints exist yet).
+            # graph/thread. Returns None on first invocation.
             saved = self.checkpointer.get_tuple(self.checkpoint_config)
 
         if saved is None:
@@ -1322,9 +1337,15 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
     async def __aenter__(self) -> Self:
         if not self.checkpointer:
             saved = None
-        elif self.is_nested and (
-            replay_state := self.config[CONF].get(CONFIG_KEY_REPLAY_STATE)
-        ):
+        elif self.checkpoint_config[CONF].get(CONFIG_KEY_CHECKPOINT_ID):
+            # Explicit checkpoint_id requested — fetch that exact checkpoint.
+            # This covers both normal replay and subgraphs resolved via
+            # checkpoint_map during time-travel.
+            saved = await self.checkpointer.aget_tuple(self.checkpoint_config)
+        elif replay_state := self.config[CONF].get(CONFIG_KEY_REPLAY_STATE):
+            # Subgraph replay: the parent is replaying and passed us a
+            # replay_state with its checkpoint_id. Look up our checkpoint
+            # from the parent's checkpoint_map instead of fetching latest.
             saved = await replay_state.aget_checkpoint(
                 self.config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, ""),
                 self.checkpointer,
@@ -1336,9 +1357,7 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
             self.config[CONF].pop(CONFIG_KEY_RESUMING, None)
         else:
             # Normal case: fetch the most recent checkpoint for this
-            # graph/thread. If a specific checkpoint_id is in the config,
-            # fetch that exact checkpoint; otherwise fetch the latest one.
-            # Returns None on first invocation (no checkpoints exist yet).
+            # graph/thread. Returns None on first invocation.
             saved = await self.checkpointer.aget_tuple(self.checkpoint_config)
 
         if saved is None:

libs/langgraph/langgraph/pregel/_retry.py

@@ -14,9 +14,11 @@ from langgraph._internal._constants import (
     CONF,
     CONFIG_KEY_CHECKPOINT_NS,
     CONFIG_KEY_RESUMING,
+    CONFIG_KEY_RUNTIME,
     NS_SEP,
 )
 from langgraph.errors import GraphBubbleUp, ParentCommand
+from langgraph.runtime import Runtime
 from langgraph.types import Command, PregelExecutableTask, RetryPolicy
 
 logger = logging.getLogger(__name__)
@@ -60,10 +62,33 @@ def run_with_retry(
     """Run a task with retries."""
     retry_policy = task.retry_policy or retry_policy
     attempts = 0
+    node_first_attempt_time = time.time()
     config = task.config
     if configurable is not None:
         config = patch_configurable(config, configurable)
+    runtime = config.get(CONF, {}).get(CONFIG_KEY_RUNTIME)
+    if isinstance(runtime, Runtime):
+        config = patch_configurable(
+            config,
+            {
+                CONFIG_KEY_RUNTIME: runtime.patch_execution_info(
+                    node_first_attempt_time=node_first_attempt_time,
+                )
+            },
+        )
     while True:
+        runtime = config.get(CONF, {}).get(CONFIG_KEY_RUNTIME)
+        if isinstance(runtime, Runtime):
+            config = patch_configurable(
+                config,
+                {
+                    CONFIG_KEY_RUNTIME: runtime.patch_execution_info(
+                        # node_attempt is execution count (1-indexed): 1 on first run,
+                        # then 2, 3, ... on subsequent retries.
+                        node_attempt=attempts + 1,
+                    )
+                },
+            )
         try:
             # clear any writes from previous attempts
             task.writes.clear()
@@ -102,7 +127,7 @@ def run_with_retry(
             if not matching_policy:
                 raise
 
-            # increment attempts
+            # attempts tracks failed tries only; it increments after a failure.
             attempts += 1
             # check if we should give up
             if attempts >= matching_policy.max_attempts:
@@ -141,15 +166,38 @@ async def arun_with_retry(
     """Run a task asynchronously with retries."""
     retry_policy = task.retry_policy or retry_policy
     attempts = 0
+    node_first_attempt_time = time.time()
     config = task.config
     if configurable is not None:
         config = patch_configurable(config, configurable)
+    runtime = config.get(CONF, {}).get(CONFIG_KEY_RUNTIME)
+    if isinstance(runtime, Runtime):
+        config = patch_configurable(
+            config,
+            {
+                CONFIG_KEY_RUNTIME: runtime.patch_execution_info(
+                    node_first_attempt_time=node_first_attempt_time,
+                )
+            },
+        )
     if match_cached_writes is not None and task.cache_key is not None:
         for t in await match_cached_writes():
             if t is task:
                 # if the task is already cached, return
                 return
     while True:
+        runtime = config.get(CONF, {}).get(CONFIG_KEY_RUNTIME)
+        if isinstance(runtime, Runtime):
+            config = patch_configurable(
+                config,
+                {
+                    CONFIG_KEY_RUNTIME: runtime.patch_execution_info(
+                        # node_attempt is execution count (1-indexed): 1 on first run,
+                        # then 2, 3, ... on subsequent retries.
+                        node_attempt=attempts + 1,
+                    )
+                },
+            )
         try:
             # clear any writes from previous attempts
             task.writes.clear()
@@ -194,7 +242,8 @@ async def arun_with_retry(
             if not matching_policy:
                 raise
 
-            # increment attempts
+            # attempts tracks failed tries only; it increments after a failure.
+            # The next execution's node_attempt is derived as attempts + 1.
             attempts += 1
             # check if we should give up
             if attempts >= matching_policy.max_attempts:

libs/langgraph/langgraph/pregel/main.py

@@ -136,7 +136,12 @@ from langgraph.pregel._validate import validate_graph, validate_keys
 from langgraph.pregel._write import ChannelWrite, ChannelWriteEntry
 from langgraph.pregel.debug import get_bolded_text, get_colored_text, tasks_w_writes
 from langgraph.pregel.protocol import PregelProtocol, StreamChunk, StreamProtocol
-from langgraph.runtime import DEFAULT_RUNTIME, Runtime
+from langgraph.runtime import (
+    DEFAULT_RUNTIME,
+    BaseUser,
+    Runtime,
+    ServerInfo,
+)
 from langgraph.types import (
     All,
     CachePolicy,
@@ -2456,7 +2461,7 @@ class Pregel(
         debug: bool | None = None,
         version: Literal["v2"],
         **kwargs: Unpack[DeprecatedKwargs],
-    ) -> Iterator[StreamPart[OutputT, StateT]]: ...
+    ) -> Iterator[StreamPart[StateT, OutputT]]: ...
 
     @overload
     def stream(
@@ -2572,6 +2577,8 @@ class Pregel(
 
         config = ensure_config(self.config, config)
         callback_manager = get_callback_manager_for_config(config)
+        if "ls_integration" not in callback_manager.metadata:
+            callback_manager.add_metadata({"ls_integration": "langgraph"})
         run_manager = callback_manager.on_chain_start(
             None,
             input,
@@ -2643,13 +2650,18 @@ class Pregel(
             if durability is not None:
                 config[CONF][CONFIG_KEY_DURABILITY] = durability_
 
+            # build server_info from metadata + parent runtime
+            parent_runtime = config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
+            server_info = _build_server_info(config, parent_runtime)
+
             runtime = Runtime(
                 context=_coerce_context(self.context_schema, context),
                 store=store,
                 stream_writer=stream_writer,
                 previous=None,
+                execution_info=None,
+                server_info=server_info,
             )
-            parent_runtime = config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
             runtime = parent_runtime.merge(runtime)
             config[CONF][CONFIG_KEY_RUNTIME] = runtime
 
@@ -2787,7 +2799,7 @@ class Pregel(
         debug: bool | None = None,
         version: Literal["v2"],
         **kwargs: Unpack[DeprecatedKwargs],
-    ) -> AsyncIterator[StreamPart[OutputT, StateT]]: ...
+    ) -> AsyncIterator[StreamPart[StateT, OutputT]]: ...
 
     @overload
     def astream(
@@ -2908,6 +2920,8 @@ class Pregel(
 
         config = ensure_config(self.config, config)
         callback_manager = get_async_callback_manager_for_config(config)
+        if "ls_integration" not in callback_manager.metadata:
+            callback_manager.add_metadata({"ls_integration": "langgraph"})
         run_manager = await callback_manager.on_chain_start(
             None,
             input,
@@ -3009,13 +3023,18 @@ class Pregel(
             if durability is not None:
                 config[CONF][CONFIG_KEY_DURABILITY] = durability_
 
+            # build server_info from metadata + parent runtime
+            parent_runtime = config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
+            server_info = _build_server_info(config, parent_runtime)
+
             runtime = Runtime(
                 context=_coerce_context(self.context_schema, context),
                 store=store,
                 stream_writer=stream_writer,
                 previous=None,
+                execution_info=None,
+                server_info=server_info,
             )
-            parent_runtime = config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
             runtime = parent_runtime.merge(runtime)
             config[CONF][CONFIG_KEY_RUNTIME] = runtime
 
@@ -3194,7 +3213,7 @@ class Pregel(
         durability: Durability | None = None,
         version: Literal["v2"],
         **kwargs: Any,
-    ) -> list[StreamPart[OutputT, StateT]]: ...
+    ) -> list[StreamPart[StateT, OutputT]]: ...
 
     @overload
     def invoke(
@@ -3364,7 +3383,7 @@ class Pregel(
         durability: Durability | None = None,
         version: Literal["v2"],
         **kwargs: Any,
-    ) -> list[StreamPart[OutputT, StateT]]: ...
+    ) -> list[StreamPart[StateT, OutputT]]: ...
 
     @overload
     async def ainvoke(
@@ -3637,6 +3656,38 @@ def _coerce_checkpoint_values(payload: Any, mapper: Callable[[Any], Any]) -> Non
         payload["values"] = mapper(payload["values"])
 
 
+def _build_server_info(
+    config: RunnableConfig, parent_runtime: Runtime[Any]
+) -> ServerInfo | None:
+    """Build ServerInfo from config metadata and configurable.
+
+    The server puts assistant_id/graph_id in config metadata and the
+    authenticated user dict in configurable["langgraph_auth_user"].
+    """
+    metadata = config.get("metadata") or {}
+    configurable = config.get(CONF) or {}
+    assistant_id = metadata.get("assistant_id")
+    graph_id = metadata.get("graph_id")
+
+    # Read authenticated user from configurable (set by LangGraph Server).
+    # We prefer isinstance(BaseUser) but fall back to hasattr("identity")
+    # because the server's ProxyUser provides `permissions` via __getattr__,
+    # which Python's runtime_checkable Protocol check doesn't see.
+    auth_user_data = configurable.get("langgraph_auth_user")
+    user: BaseUser | None = None
+    if auth_user_data is not None:
+        if isinstance(auth_user_data, BaseUser) or hasattr(auth_user_data, "identity"):
+            user = cast(BaseUser, auth_user_data)
+
+    if assistant_id is not None or graph_id is not None or user is not None:
+        return ServerInfo(
+            assistant_id=str(assistant_id) if assistant_id else "",
+            graph_id=str(graph_id) if graph_id else "",
+            user=user,
+        )
+    return None
+
+
 def _coerce_context(
     context_schema: type[ContextT] | None, context: Any
 ) -> ContextT | None:

libs/langgraph/langgraph/pregel/protocol.py

@@ -117,7 +117,7 @@ class PregelProtocol(Runnable[InputT, Any], Generic[StateT, ContextT, InputT, Ou
         interrupt_after: All | Sequence[str] | None = None,
         subgraphs: bool = False,
         version: Literal["v2"],
-    ) -> Iterator[StreamPart[OutputT, StateT]]: ...
+    ) -> Iterator[StreamPart[StateT, OutputT]]: ...
 
     @overload
     @abstractmethod
@@ -161,7 +161,7 @@ class PregelProtocol(Runnable[InputT, Any], Generic[StateT, ContextT, InputT, Ou
         interrupt_after: All | Sequence[str] | None = None,
         subgraphs: bool = False,
         version: Literal["v2"],
-    ) -> AsyncIterator[StreamPart[OutputT, StateT]]: ...
+    ) -> AsyncIterator[StreamPart[StateT, OutputT]]: ...
 
     @overload
     @abstractmethod

libs/langgraph/langgraph/pregel/remote.py

@@ -31,6 +31,7 @@ from langgraph_sdk.client import (
 )
 from langgraph_sdk.schema import (
     Checkpoint,
+    Context,
     QueryParamTypes,
     ThreadState,
 )
@@ -691,6 +692,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         stream_mode: StreamMode | list[StreamMode] | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
@@ -707,6 +709,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         stream_mode: StreamMode | list[StreamMode] | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
@@ -722,6 +725,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         stream_mode: StreamMode | list[StreamMode] | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
@@ -734,7 +738,7 @@ class RemoteGraph(PregelProtocol):
         """Create a run and stream the results.
 
         This method calls `POST /threads/{thread_id}/runs/stream` if a `thread_id`
-        is speciffed in the `configurable` field of the config or
+        is specified in the `configurable` field of the config or
         `POST /runs/stream` otherwise.
 
         Args:
@@ -769,6 +773,7 @@ class RemoteGraph(PregelProtocol):
             input=input,
             command=command,
             config=sanitized_config,
+            context=context,
             stream_mode=stream_modes,
             interrupt_before=interrupt_before,
             interrupt_after=interrupt_after,
@@ -842,6 +847,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         stream_mode: StreamMode | list[StreamMode] | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
@@ -858,6 +864,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         stream_mode: StreamMode | list[StreamMode] | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
@@ -873,6 +880,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         stream_mode: StreamMode | list[StreamMode] | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
@@ -885,7 +893,7 @@ class RemoteGraph(PregelProtocol):
         """Create a run and stream the results.
 
         This method calls `POST /threads/{thread_id}/runs/stream` if a `thread_id`
-        is speciffed in the `configurable` field of the config or
+        is specified in the `configurable` field of the config or
         `POST /runs/stream` otherwise.
 
         Args:
@@ -920,6 +928,7 @@ class RemoteGraph(PregelProtocol):
             input=input,
             command=command,
             config=sanitized_config,
+            context=context,
             stream_mode=stream_modes,
             interrupt_before=interrupt_before,
             interrupt_after=interrupt_after,
@@ -1009,6 +1018,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         headers: dict[str, str] | None = None,
@@ -1023,6 +1033,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         headers: dict[str, str] | None = None,
@@ -1036,6 +1047,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         headers: dict[str, str] | None = None,
@@ -1061,6 +1073,7 @@ class RemoteGraph(PregelProtocol):
         for chunk in self.stream(  # type: ignore[misc, call-overload]
             input,
             config=config,
+            context=context,
             interrupt_before=interrupt_before,
             interrupt_after=interrupt_after,
             headers=headers,
@@ -1087,6 +1100,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         headers: dict[str, str] | None = None,
@@ -1101,6 +1115,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         headers: dict[str, str] | None = None,
@@ -1114,6 +1129,7 @@ class RemoteGraph(PregelProtocol):
         input: dict[str, Any] | Any,
         config: RunnableConfig | None = None,
         *,
+        context: Context | None = None,
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         headers: dict[str, str] | None = None,
@@ -1139,6 +1155,7 @@ class RemoteGraph(PregelProtocol):
         async for chunk in self.astream(  # type: ignore[misc, call-overload]
             input,
             config=config,
+            context=context,
             interrupt_before=interrupt_before,
             interrupt_after=interrupt_after,
             headers=headers,

libs/langgraph/langgraph/runtime.py

@@ -4,6 +4,7 @@ from dataclasses import dataclass, field, replace
 from typing import Any, Generic, cast
 
 from langgraph.store.base import BaseStore
+from langgraph_sdk.auth.types import BaseUser
 from typing_extensions import TypedDict, Unpack
 
 from langgraph._internal._constants import CONF, CONFIG_KEY_RUNTIME
@@ -11,7 +12,66 @@ from langgraph.config import get_config
 from langgraph.types import _DC_KWARGS, StreamWriter
 from langgraph.typing import ContextT
 
-__all__ = ("Runtime", "get_runtime")
+__all__ = (
+    "BaseUser",
+    "ExecutionInfo",
+    "Runtime",
+    "ServerInfo",
+    "get_runtime",
+)
+
+
+@dataclass(frozen=True, slots=True)
+class ExecutionInfo:
+    """Read-only execution info/metadata for the execution of current thread/run/node."""
+
+    checkpoint_id: str
+    """The checkpoint ID for the current execution."""
+
+    checkpoint_ns: str
+    """The checkpoint namespace for the current execution."""
+
+    task_id: str
+    """The task ID for the current execution."""
+
+    thread_id: str | None = None
+    """The thread ID for the current execution.
+
+    None when running without a checkpointer (i.e., no persistence)."""
+
+    run_id: str | None = None
+    """The run ID for the current execution.
+
+    None when `run_id` is not provided in the RunnableConfig."""
+
+    node_attempt: int = 1
+    """Current node execution attempt number (1-indexed)."""
+
+    node_first_attempt_time: float | None = None
+    """Unix timestamp (seconds) for when the first attempt started."""
+
+    def patch(self, **overrides: Any) -> ExecutionInfo:
+        """Return a new execution info object with selected fields replaced."""
+        return replace(self, **overrides)
+
+
+@dataclass(frozen=True, slots=True)
+class ServerInfo:
+    """Metadata injected by LangGraph Server. None when running open-source LangGraph without LangSmith deployments."""
+
+    assistant_id: str
+    """The assistant ID for the current execution."""
+
+    graph_id: str
+    """The graph ID for the current execution."""
+
+    user: BaseUser | None = None
+    """The authenticated user, if any.
+
+    This implements the `BaseUser` protocol from `langgraph_sdk.auth.types`,
+    which supports both attribute access (e.g. `user.identity`) and dict-like
+    access (e.g. `user["identity"]`).
+    """
 
 
 def _no_op_stream_writer(_: Any) -> None: ...
@@ -22,6 +82,8 @@ class _RuntimeOverrides(TypedDict, Generic[ContextT], total=False):
     store: BaseStore | None
     stream_writer: StreamWriter
     previous: Any
+    execution_info: ExecutionInfo
+    server_info: ServerInfo | None
 
 
 @dataclass(**_DC_KWARGS)
@@ -29,7 +91,7 @@ class Runtime(Generic[ContextT]):
     """Convenience class that bundles run-scoped context and other runtime utilities.
 
     This class is injected into graph nodes and middleware. It provides access to
-    `context`, `store`, `stream_writer`, and `previous`.
+    `context`, `store`, `stream_writer`, `previous`, and `execution_info`.
 
     !!! note "Accessing `config`"
 
@@ -115,6 +177,14 @@ class Runtime(Generic[ContextT]):
     Only available with the functional API when a checkpointer is provided.
     """
 
+    execution_info: ExecutionInfo | None = field(default=None)
+    """Read-only execution information/metadata for the current node run.
+
+    None before task preparation populates it."""
+
+    server_info: ServerInfo | None = field(default=None)
+    """Metadata injected by LangGraph Server. None when running open-source LangGraph without LangSmith deployments."""
+
     def merge(self, other: Runtime[ContextT]) -> Runtime[ContextT]:
         """Merge two runtimes together.
 
@@ -127,6 +197,8 @@ class Runtime(Generic[ContextT]):
             if other.stream_writer is not _no_op_stream_writer
             else self.stream_writer,
             previous=self.previous if other.previous is None else other.previous,
+            execution_info=other.execution_info or self.execution_info,
+            server_info=other.server_info or self.server_info,
         )
 
     def override(
@@ -135,12 +207,23 @@ class Runtime(Generic[ContextT]):
         """Replace the runtime with a new runtime with the given overrides."""
         return replace(self, **overrides)
 
+    def patch_execution_info(self, **overrides: Any) -> Runtime[ContextT]:
+        """Return a new runtime with selected execution_info fields replaced."""
+        if self.execution_info is None:
+            msg = "Cannot patch execution_info before it has been set"
+            raise RuntimeError(msg)
+        return replace(
+            self,
+            execution_info=self.execution_info.patch(**overrides),
+        )
+
 
 DEFAULT_RUNTIME = Runtime(
     context=None,
     store=None,
     stream_writer=_no_op_stream_writer,
     previous=None,
+    execution_info=None,
 )
 
 

libs/langgraph/langgraph/types.py

@@ -335,7 +335,7 @@ StreamPart = TypeAliasType(
     | CheckpointStreamPart[StateT]
     | TasksStreamPart
     | DebugStreamPart[StateT],
-    type_params=(OutputT, StateT),
+    type_params=(StateT, OutputT),
 )
 """A discriminated union of all v2 stream part types.
 

libs/langgraph/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "1.1.0"
+version = "1.1.5"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
@@ -27,7 +27,7 @@ dependencies = [
     "langchain-core>=0.1",
     "langgraph-checkpoint>=2.1.0,<5.0.0",
     "langgraph-sdk>=0.3.0,<0.4.0",
-    "langgraph-prebuilt>=1.0.8,<1.1.0",
+    "langgraph-prebuilt>=1.0.9,<1.1.0",
     "xxhash>=3.5.0",
     "pydantic>=2.7.4",
 ]

libs/langgraph/tests/test_large_cases.py

@@ -1396,8 +1396,10 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                 "langgraph_path": (PULL, "agent"),
                 "langgraph_checkpoint_ns": AnyStr("agent:"),
                 "checkpoint_ns": AnyStr("agent:"),
+                "_type": "generic-fake-chat-model",
                 "ls_provider": "fakechatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
             },
         ),
         (
@@ -1407,6 +1409,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                 tool_call_id="tool_call123",
             ),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 2,
                 "langgraph_node": "tools",
                 "langgraph_triggers": (PUSH,),
@@ -1456,8 +1459,10 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                 "langgraph_path": (PULL, "agent"),
                 "langgraph_checkpoint_ns": AnyStr("agent:"),
                 "checkpoint_ns": AnyStr("agent:"),
+                "_type": "generic-fake-chat-model",
                 "ls_provider": "fakechatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
             },
         ),
     ]
@@ -1470,6 +1475,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                 tool_call_id="tool_call234",
             ),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "tools",
                 "langgraph_triggers": (PUSH,),
@@ -1484,6 +1490,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                 tool_call_id="tool_call567",
             ),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "tools",
                 "langgraph_triggers": (PUSH,),
@@ -1505,8 +1512,10 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                 "langgraph_path": (PULL, "agent"),
                 "langgraph_checkpoint_ns": AnyStr("agent:"),
                 "checkpoint_ns": AnyStr("agent:"),
+                "_type": "generic-fake-chat-model",
                 "ls_provider": "fakechatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
             },
         ),
     ]
@@ -6875,8 +6884,10 @@ def test_weather_subgraph(
                     "langgraph_path": ("__pregel_pull", "router_node"),
                     "langgraph_checkpoint_ns": AnyStr("router_node:"),
                     "checkpoint_ns": AnyStr("router_node:"),
+                    "_type": "fake-messages-list-chat-model",
                     "ls_provider": "fakemessageslistchatmodel",
                     "ls_model_type": "chat",
+                    "ls_integration": "langchain_chat_model",
                 },
             ),
         ),
@@ -6901,8 +6912,10 @@ def test_weather_subgraph(
                     "langgraph_path": ("__pregel_pull", "model_node"),
                     "langgraph_checkpoint_ns": AnyStr("weather_graph:"),
                     "checkpoint_ns": AnyStr("weather_graph:"),
+                    "_type": "fake-messages-list-chat-model",
                     "ls_provider": "fakemessageslistchatmodel",
                     "ls_model_type": "chat",
+                    "ls_integration": "langchain_chat_model",
                 },
             ),
         ),
@@ -6936,8 +6949,10 @@ def test_weather_subgraph(
                 "langgraph_path": ("__pregel_pull", "router_node"),
                 "langgraph_checkpoint_ns": AnyStr("router_node:"),
                 "checkpoint_ns": AnyStr("router_node:"),
+                "_type": "fake-messages-list-chat-model",
                 "ls_provider": "fakemessageslistchatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
             },
         ),
     ]

libs/langgraph/tests/test_large_cases_async.py

@@ -1147,8 +1147,10 @@ async def test_prebuilt_tool_chat() -> None:
                 "langgraph_path": (PULL, "agent"),
                 "langgraph_checkpoint_ns": AnyStr("agent:"),
                 "checkpoint_ns": AnyStr("agent:"),
+                "_type": "generic-fake-chat-model",
                 "ls_provider": "fakechatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
             },
         ),
         (
@@ -1158,6 +1160,7 @@ async def test_prebuilt_tool_chat() -> None:
                 tool_call_id="tool_call123",
             ),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 2,
                 "langgraph_node": "tools",
                 "langgraph_triggers": (PUSH,),
@@ -1207,8 +1210,10 @@ async def test_prebuilt_tool_chat() -> None:
                 "langgraph_path": (PULL, "agent"),
                 "langgraph_checkpoint_ns": AnyStr("agent:"),
                 "checkpoint_ns": AnyStr("agent:"),
+                "_type": "generic-fake-chat-model",
                 "ls_provider": "fakechatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
             },
         ),
     ]
@@ -1221,6 +1226,7 @@ async def test_prebuilt_tool_chat() -> None:
                 tool_call_id="tool_call234",
             ),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "tools",
                 "langgraph_triggers": (PUSH,),
@@ -1235,6 +1241,7 @@ async def test_prebuilt_tool_chat() -> None:
                 tool_call_id="tool_call567",
             ),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "tools",
                 "langgraph_triggers": (PUSH,),
@@ -1256,8 +1263,10 @@ async def test_prebuilt_tool_chat() -> None:
                 "langgraph_path": (PULL, "agent"),
                 "langgraph_checkpoint_ns": AnyStr("agent:"),
                 "checkpoint_ns": AnyStr("agent:"),
+                "_type": "generic-fake-chat-model",
                 "ls_provider": "fakechatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
             },
         ),
     ]
@@ -3972,8 +3981,10 @@ async def test_weather_subgraph(
                     "langgraph_path": ("__pregel_pull", "router_node"),
                     "langgraph_checkpoint_ns": AnyStr("router_node:"),
                     "checkpoint_ns": AnyStr("router_node:"),
+                    "_type": "fake-messages-list-chat-model",
                     "ls_provider": "fakemessageslistchatmodel",
                     "ls_model_type": "chat",
+                    "ls_integration": "langchain_chat_model",
                 },
             ),
         ),
@@ -3998,8 +4009,10 @@ async def test_weather_subgraph(
                     "langgraph_path": ("__pregel_pull", "model_node"),
                     "langgraph_checkpoint_ns": AnyStr("weather_graph:"),
                     "checkpoint_ns": AnyStr("weather_graph:"),
+                    "_type": "fake-messages-list-chat-model",
                     "ls_provider": "fakemessageslistchatmodel",
                     "ls_model_type": "chat",
+                    "ls_integration": "langchain_chat_model",
                 },
             ),
         ),
@@ -4033,8 +4046,10 @@ async def test_weather_subgraph(
                 "langgraph_path": ("__pregel_pull", "router_node"),
                 "langgraph_checkpoint_ns": AnyStr("router_node:"),
                 "checkpoint_ns": AnyStr("router_node:"),
+                "_type": "fake-messages-list-chat-model",
                 "ls_provider": "fakemessageslistchatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
             },
         ),
     ]

libs/langgraph/tests/test_pregel.py

@@ -6891,8 +6891,10 @@ def test_tags_stream_mode_messages() -> None:
                 "langgraph_path": ("__pregel_pull", "call_model"),
                 "langgraph_checkpoint_ns": AnyStr("call_model:"),
                 "checkpoint_ns": AnyStr("call_model:"),
+                "_type": "generic-fake-chat-model",
                 "ls_provider": "genericfakechatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
                 "tags": ["meow"],
             },
         )
@@ -6928,6 +6930,7 @@ def test_stream_mode_messages_command() -> None:
         (
             _AnyIdHumanMessage(content="foo"),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 1,
                 "langgraph_node": "my_node",
                 "langgraph_triggers": ("branch:to:my_node",),
@@ -6938,6 +6941,7 @@ def test_stream_mode_messages_command() -> None:
         (
             _AnyIdHumanMessage(content="bar"),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 2,
                 "langgraph_node": "my_other_node",
                 "langgraph_triggers": ("branch:to:my_other_node",),
@@ -6948,6 +6952,7 @@ def test_stream_mode_messages_command() -> None:
         (
             _AnyIdHumanMessage(content="baz"),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 3,
                 "langgraph_node": "my_last_node",
                 "langgraph_triggers": ("branch:to:my_last_node",),

libs/langgraph/tests/test_pregel_async.py

@@ -7541,8 +7541,10 @@ async def test_tags_stream_mode_messages() -> None:
                 "langgraph_path": ("__pregel_pull", "call_model"),
                 "langgraph_checkpoint_ns": AnyStr("call_model:"),
                 "checkpoint_ns": AnyStr("call_model:"),
+                "_type": "generic-fake-chat-model",
                 "ls_provider": "genericfakechatmodel",
                 "ls_model_type": "chat",
+                "ls_integration": "langchain_chat_model",
                 "tags": ["meow"],
             },
         )
@@ -7576,6 +7578,7 @@ async def test_stream_mode_messages_command() -> None:
         (
             _AnyIdHumanMessage(content="foo"),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 1,
                 "langgraph_node": "my_node",
                 "langgraph_triggers": ("branch:to:my_node",),
@@ -7586,6 +7589,7 @@ async def test_stream_mode_messages_command() -> None:
         (
             _AnyIdHumanMessage(content="bar"),
             {
+                "ls_integration": "langgraph",
                 "langgraph_step": 2,
                 "langgraph_node": "my_other_node",
                 "langgraph_triggers": ("branch:to:my_other_node",),
@@ -8644,7 +8648,7 @@ async def test_imp_exception(
             "name": "LangGraph",
             "tags": [],
             "run_id": AnyStr(),
-            "metadata": {"thread_id": "1"},
+            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
             "parent_ids": [],
         },
         {
@@ -8655,6 +8659,7 @@ async def test_imp_exception(
             "run_id": AnyStr(),
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_workflow",
                 "langgraph_triggers": ("__start__",),
@@ -8671,6 +8676,7 @@ async def test_imp_exception(
             "run_id": AnyStr(),
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_task",
                 "langgraph_triggers": ("__pregel_push",),
@@ -8694,6 +8700,7 @@ async def test_imp_exception(
             "tags": ["seq:step:1"],
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_task",
                 "langgraph_triggers": ("__pregel_push",),
@@ -8719,6 +8726,7 @@ async def test_imp_exception(
             "tags": ["seq:step:1"],
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_task",
                 "langgraph_triggers": ("__pregel_push",),
@@ -8740,7 +8748,7 @@ async def test_imp_exception(
             "run_id": AnyStr(),
             "name": "LangGraph",
             "tags": [],
-            "metadata": {"thread_id": "1"},
+            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
             "data": {"chunk": {"my_task": 2}},
             "parent_ids": [],
         },
@@ -8752,6 +8760,7 @@ async def test_imp_exception(
             "run_id": AnyStr(),
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_task",
                 "langgraph_triggers": ("__pregel_push",),
@@ -8776,6 +8785,7 @@ async def test_imp_exception(
             "run_id": AnyStr(),
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_task",
                 "langgraph_triggers": ("__pregel_push",),
@@ -8799,6 +8809,7 @@ async def test_imp_exception(
             "tags": ["seq:step:1"],
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_task",
                 "langgraph_triggers": ("__pregel_push",),
@@ -8824,6 +8835,7 @@ async def test_imp_exception(
             "tags": ["seq:step:1"],
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_task",
                 "langgraph_triggers": ("__pregel_push",),
@@ -8847,6 +8859,7 @@ async def test_imp_exception(
             "tags": ["graph:step:4"],
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_workflow",
                 "langgraph_triggers": ("__start__",),
@@ -8861,7 +8874,7 @@ async def test_imp_exception(
             "run_id": AnyStr(),
             "name": "LangGraph",
             "tags": [],
-            "metadata": {"thread_id": "1"},
+            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
             "data": {"chunk": {"my_task": 2}},
             "parent_ids": [],
         },
@@ -8873,6 +8886,7 @@ async def test_imp_exception(
             "tags": ["graph:step:4"],
             "metadata": {
                 "thread_id": "1",
+                "ls_integration": "langgraph",
                 "langgraph_step": 4,
                 "langgraph_node": "my_workflow",
                 "langgraph_triggers": ("__start__",),
@@ -8886,7 +8900,7 @@ async def test_imp_exception(
             "run_id": AnyStr(),
             "name": "LangGraph",
             "tags": [],
-            "metadata": {"thread_id": "1"},
+            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
             "data": {"chunk": {"my_workflow": "done"}},
             "parent_ids": [],
         },
@@ -8896,7 +8910,7 @@ async def test_imp_exception(
             "run_id": AnyStr(),
             "name": "LangGraph",
             "tags": [],
-            "metadata": {"thread_id": "1"},
+            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
             "parent_ids": [],
         },
     ]

libs/langgraph/tests/test_remote_graph.py

@@ -1,5 +1,6 @@
 import re
 import sys
+from dataclasses import dataclass
 from typing import Annotated
 from unittest.mock import AsyncMock, MagicMock
 
@@ -10,6 +11,7 @@ from langchain_core.runnables import RunnableConfig
 from langchain_core.runnables.graph import Edge as DrawableEdge
 from langchain_core.runnables.graph import Node as DrawableNode
 from langgraph_sdk.schema import StreamPart
+from pydantic import BaseModel
 from typing_extensions import TypedDict
 
 from langgraph.errors import GraphInterrupt
@@ -908,6 +910,188 @@ async def test_ainvoke():
     assert result == {"messages": [{"type": "human", "content": "world"}]}
 
 
+def test_stream_context():
+    """Test that context is passed through to the SDK client in stream."""
+    mock_sync_client = MagicMock()
+    mock_sync_client.runs.stream.return_value = [
+        StreamPart(event="values", data={"chunk": "data1"}),
+    ]
+
+    remote_pregel = RemoteGraph(
+        "test_graph_id",
+        sync_client=mock_sync_client,
+    )
+
+    config = {"configurable": {"thread_id": "thread_1"}}
+    context = {"model_name": "anthropic", "user_id": "123"}
+    stream_parts = list(
+        remote_pregel.stream(
+            {"input": "data"},
+            config,
+            context=context,
+            stream_mode="values",
+        )
+    )
+
+    assert stream_parts == [{"chunk": "data1"}]
+    _, kwargs = mock_sync_client.runs.stream.call_args
+    assert kwargs["context"] == {"model_name": "anthropic", "user_id": "123"}
+
+
+def test_stream_context_none():
+    """Test that context defaults to None when not provided."""
+    mock_sync_client = MagicMock()
+    mock_sync_client.runs.stream.return_value = [
+        StreamPart(event="values", data={"chunk": "data1"}),
+    ]
+
+    remote_pregel = RemoteGraph(
+        "test_graph_id",
+        sync_client=mock_sync_client,
+    )
+
+    config = {"configurable": {"thread_id": "thread_1"}}
+    list(remote_pregel.stream({"input": "data"}, config, stream_mode="values"))
+
+    _, kwargs = mock_sync_client.runs.stream.call_args
+    assert kwargs["context"] is None
+
+
+@pytest.mark.anyio
+async def test_astream_context():
+    """Test that context is passed through to the SDK client in astream."""
+    mock_async_client = MagicMock()
+    async_iter = MagicMock()
+    async_iter.__aiter__.return_value = [
+        StreamPart(event="values", data={"chunk": "data1"}),
+    ]
+    mock_async_client.runs.stream.return_value = async_iter
+
+    remote_pregel = RemoteGraph(
+        "test_graph_id",
+        client=mock_async_client,
+    )
+
+    config = {"configurable": {"thread_id": "thread_1"}}
+    context = {"model_name": "anthropic"}
+    chunks = []
+    async for chunk in remote_pregel.astream(
+        {"input": "data"},
+        config,
+        context=context,
+        stream_mode="values",
+    ):
+        chunks.append(chunk)
+
+    assert chunks == [{"chunk": "data1"}]
+    _, kwargs = mock_async_client.runs.stream.call_args
+    assert kwargs["context"] == {"model_name": "anthropic"}
+
+
+def test_invoke_context():
+    """Test that context is passed through to the SDK client in invoke."""
+    mock_sync_client = MagicMock()
+    mock_sync_client.runs.stream.return_value = [
+        StreamPart(event="values", data={"result": "done"}),
+    ]
+
+    remote_pregel = RemoteGraph(
+        "test_graph_id",
+        sync_client=mock_sync_client,
+    )
+
+    config = {"configurable": {"thread_id": "thread_1"}}
+    context = {"model_name": "openai"}
+    result = remote_pregel.invoke({"input": "data"}, config, context=context)
+
+    assert result == {"result": "done"}
+    _, kwargs = mock_sync_client.runs.stream.call_args
+    assert kwargs["context"] == {"model_name": "openai"}
+
+
+@pytest.mark.anyio
+async def test_ainvoke_context():
+    """Test that context is passed through to the SDK client in ainvoke."""
+    mock_async_client = MagicMock()
+    async_iter = MagicMock()
+    async_iter.__aiter__.return_value = [
+        StreamPart(event="values", data={"result": "done"}),
+    ]
+    mock_async_client.runs.stream.return_value = async_iter
+
+    remote_pregel = RemoteGraph(
+        "test_graph_id",
+        client=mock_async_client,
+    )
+
+    config = {"configurable": {"thread_id": "thread_1"}}
+    context = {"user_id": "456"}
+    result = await remote_pregel.ainvoke({"input": "data"}, config, context=context)
+
+    assert result == {"result": "done"}
+    _, kwargs = mock_async_client.runs.stream.call_args
+    assert kwargs["context"] == {"user_id": "456"}
+
+
+def test_stream_context_dataclass():
+    """Test that a dataclass context is passed through to the SDK client."""
+
+    @dataclass
+    class MyContext:
+        model_name: str
+        user_id: str
+
+    mock_sync_client = MagicMock()
+    mock_sync_client.runs.stream.return_value = [
+        StreamPart(event="values", data={"chunk": "data1"}),
+    ]
+
+    remote_pregel = RemoteGraph(
+        "test_graph_id",
+        sync_client=mock_sync_client,
+    )
+
+    config = {"configurable": {"thread_id": "thread_1"}}
+    ctx = MyContext(model_name="anthropic", user_id="123")
+    list(
+        remote_pregel.stream(
+            {"input": "data"}, config, context=ctx, stream_mode="values"
+        )
+    )
+
+    _, kwargs = mock_sync_client.runs.stream.call_args
+    assert kwargs["context"] == ctx
+
+
+def test_stream_context_base_model():
+    """Test that a BaseModel context is passed through to the SDK client."""
+
+    class MyContext(BaseModel):
+        model_name: str
+        user_id: str
+
+    mock_sync_client = MagicMock()
+    mock_sync_client.runs.stream.return_value = [
+        StreamPart(event="values", data={"chunk": "data1"}),
+    ]
+
+    remote_pregel = RemoteGraph(
+        "test_graph_id",
+        sync_client=mock_sync_client,
+    )
+
+    config = {"configurable": {"thread_id": "thread_1"}}
+    ctx = MyContext(model_name="anthropic", user_id="123")
+    list(
+        remote_pregel.stream(
+            {"input": "data"}, config, context=ctx, stream_mode="values"
+        )
+    )
+
+    _, kwargs = mock_sync_client.runs.stream.call_args
+    assert kwargs["context"] == ctx
+
+
 @pytest.mark.skip(
     "Unskip this test to manually test the LangSmith Deployment integration"
 )

libs/langgraph/tests/test_retry.py

@@ -1,10 +1,12 @@
 from unittest.mock import Mock, patch
 
 import pytest
+from langgraph.checkpoint.memory import MemorySaver
 from typing_extensions import TypedDict
 
 from langgraph.graph import START, StateGraph
 from langgraph.pregel._retry import _checkpoint_ns_for_parent_command, _should_retry_on
+from langgraph.runtime import Runtime
 from langgraph.types import RetryPolicy
 
 
@@ -168,10 +170,15 @@ def test_graph_with_single_retry_policy():
         foo: str
 
     attempt_count = 0
+    attempt_numbers: list[int] = []
+    first_attempt_times: list[float | None] = []
 
-    def failing_node(state: State):
+    def failing_node(state: State, runtime: Runtime):
         nonlocal attempt_count
         attempt_count += 1
+        assert runtime.execution_info.node_attempt == attempt_count
+        attempt_numbers.append(runtime.execution_info.node_attempt)
+        first_attempt_times.append(runtime.execution_info.node_first_attempt_time)
         if attempt_count < 3:  # Fail the first two attempts
             raise ValueError("Intentional failure")
         return {"foo": "success"}
@@ -203,6 +210,11 @@ def test_graph_with_single_retry_policy():
 
     # Verify retry behavior
     assert attempt_count == 3  # The node should have been tried 3 times
+    assert attempt_numbers == [1, 2, 3]
+    assert len(first_attempt_times) == 3
+    assert first_attempt_times[0] is not None
+    assert first_attempt_times[1] == first_attempt_times[0]
+    assert first_attempt_times[2] == first_attempt_times[0]
     assert result["foo"] == "other_node"  # Final result should be from other_node
 
     # Verify the sleep intervals
@@ -210,6 +222,30 @@ def test_graph_with_single_retry_policy():
     assert call_args_list == [0.01, 0.02]
 
 
+def test_runtime_execution_info_defaults_without_retry():
+    """Test execution_info defaults when no retry and no config are provided."""
+
+    class State(TypedDict):
+        foo: str
+
+    captured = {}
+
+    def node(state: State, runtime: Runtime):
+        captured["node_attempt"] = runtime.execution_info.node_attempt
+        captured["node_first_attempt_time"] = (
+            runtime.execution_info.node_first_attempt_time
+        )
+        return {"foo": "ok"}
+
+    graph = StateGraph(State).add_node("node", node).add_edge(START, "node").compile()
+
+    result = graph.invoke({"foo": ""})
+
+    assert result["foo"] == "ok"
+    assert captured["node_attempt"] == 1
+    assert isinstance(captured["node_first_attempt_time"], float)
+
+
 def test_graph_with_jitter_retry_policy():
     """Test a graph with a RetryPolicy that uses jitter."""
 
@@ -358,3 +394,65 @@ def test_graph_with_max_attempts_exceeded():
         graph.invoke({"foo": ""})
 
     mock_sleep.assert_called_with(0.01)
+
+
+def test_execution_info_identity_fields_populated_on_retry():
+    """Test that thread_id, task_id, run_id, etc. are populated in execution_info during retries."""
+
+    class State(TypedDict):
+        foo: str
+
+    attempt_count = 0
+    captured_infos: list[dict] = []
+
+    def failing_node(state: State, runtime: Runtime):
+        nonlocal attempt_count
+        attempt_count += 1
+        info = runtime.execution_info
+        captured_infos.append(
+            {
+                "thread_id": info.thread_id,
+                "run_id": info.run_id,
+                "node_attempt": info.node_attempt,
+                "node_first_attempt_time": info.node_first_attempt_time,
+                "checkpoint_ns": info.checkpoint_ns,
+            }
+        )
+        if attempt_count < 2:
+            raise ValueError("Intentional failure")
+        return {"foo": "success"}
+
+    retry_policy = RetryPolicy(
+        max_attempts=3,
+        initial_interval=0.01,
+        jitter=False,
+        retry_on=ValueError,
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("failing_node", failing_node, retry_policy=retry_policy)
+        .add_edge(START, "failing_node")
+        .compile(checkpointer=MemorySaver())
+    )
+
+    with patch("time.sleep"):
+        result = graph.invoke(
+            {"foo": ""},
+            config={"configurable": {"thread_id": "retry-thread"}},
+        )
+
+    assert result["foo"] == "success"
+    assert len(captured_infos) == 2
+
+    # Both attempts should have the same thread_id and first_attempt_time
+    assert captured_infos[0]["thread_id"] == "retry-thread"
+    assert captured_infos[1]["thread_id"] == "retry-thread"
+    assert (
+        captured_infos[0]["node_first_attempt_time"]
+        == captured_infos[1]["node_first_attempt_time"]
+    )
+
+    # node_attempt should increment
+    assert captured_infos[0]["node_attempt"] == 1
+    assert captured_infos[1]["node_attempt"] == 2

libs/langgraph/tests/test_runtime.py

@@ -2,11 +2,12 @@ from dataclasses import dataclass
 from typing import Any
 
 import pytest
+from langgraph.checkpoint.memory import MemorySaver
 from pydantic import BaseModel, ValidationError
 from typing_extensions import TypedDict
 
 from langgraph.graph import END, START, StateGraph
-from langgraph.runtime import Runtime, get_runtime
+from langgraph.runtime import ExecutionInfo, Runtime, ServerInfo, get_runtime
 
 
 def test_injected_runtime() -> None:
@@ -389,3 +390,259 @@ def test_context_coercion_pydantic_validation_errors() -> None:
         compiled.invoke(
             {"message": "test"}, context={"api_key": "sk_test", "timeout": "not_an_int"}
         )
+
+
+# --- ExecutionInfo unit tests ---
+
+
+def test_execution_info_defaults_and_patch() -> None:
+    info = ExecutionInfo(checkpoint_id="c1", checkpoint_ns="ns1", task_id="t1")
+    assert info.checkpoint_id == "c1"
+    assert info.checkpoint_ns == "ns1"
+    assert info.task_id == "t1"
+    assert info.thread_id is None
+    assert info.run_id is None
+    assert info.node_attempt == 1
+    assert info.node_first_attempt_time is None
+
+    # patch returns new instance, original unchanged
+    patched = info.patch(thread_id="th1", node_attempt=3, task_id="tk1")
+    assert patched.thread_id == "th1"
+    assert patched.node_attempt == 3
+    assert patched.task_id == "tk1"
+    assert info.node_attempt == 1
+    assert info.task_id == "t1"
+
+    # frozen
+    with pytest.raises(AttributeError):
+        info.thread_id = "t2"  # type: ignore[misc]
+
+
+# --- ServerInfo / Runtime unit tests ---
+
+
+def test_server_info_and_runtime_merge() -> None:
+    si = ServerInfo(assistant_id="asst-1", graph_id="graph-1")
+    assert si.assistant_id == "asst-1"
+    assert si.user is None
+
+    # frozen
+    with pytest.raises(AttributeError):
+        si.assistant_id = "asst-2"  # type: ignore[misc]
+
+    # runtime default is None
+    assert Runtime().server_info is None
+
+    # merge preserves server_info from self when other has None
+    r1 = Runtime(server_info=si)
+    merged = r1.merge(Runtime())
+    assert merged.server_info is si
+
+    # merge takes server_info from other when present
+    si2 = ServerInfo(assistant_id="asst-2", graph_id="graph-2")
+    merged2 = r1.merge(Runtime(server_info=si2))
+    assert merged2.server_info is si2
+
+
+# --- Integration tests ---
+
+
+def _make_capture_graph(
+    capture: dict[str, Any],
+    *,
+    checkpointer: Any = None,
+) -> Any:
+    """Helper: build a simple graph that captures runtime info."""
+
+    class State(TypedDict):
+        message: str
+
+    def capture_node(state: State, runtime: Runtime) -> dict[str, Any]:
+        capture["execution_info"] = runtime.execution_info
+        capture["server_info"] = runtime.server_info
+        return {"message": "done"}
+
+    graph = StateGraph(state_schema=State)
+    graph.add_node("capture", capture_node)
+    graph.add_edge(START, "capture")
+    graph.add_edge("capture", END)
+    return graph.compile(checkpointer=checkpointer)
+
+
+def test_execution_info_populated_in_graph() -> None:
+    """execution_info fields are populated when running with a checkpointer."""
+    captured: dict[str, Any] = {}
+    compiled = _make_capture_graph(captured, checkpointer=MemorySaver())
+    compiled.invoke(
+        {"message": "hi"},
+        config={"configurable": {"thread_id": "t-123"}},
+    )
+    info = captured["execution_info"]
+    assert info.thread_id == "t-123"
+    assert info.task_id is not None
+    assert info.checkpoint_id is not None
+    assert info.checkpoint_ns is not None
+    assert info.node_attempt == 1
+    assert isinstance(info.node_first_attempt_time, float)
+
+
+@pytest.mark.anyio
+async def test_execution_info_populated_in_graph_async() -> None:
+    """execution_info fields are populated in async execution."""
+    captured: dict[str, Any] = {}
+    compiled = _make_capture_graph(captured, checkpointer=MemorySaver())
+    await compiled.ainvoke(
+        {"message": "hi"},
+        config={"configurable": {"thread_id": "t-xyz"}},
+    )
+    info = captured["execution_info"]
+    assert info.thread_id == "t-xyz"
+    assert info.node_attempt == 1
+    assert isinstance(info.node_first_attempt_time, float)
+
+
+def test_server_info_from_metadata() -> None:
+    """server_info is built from assistant_id/graph_id in config metadata."""
+    captured: dict[str, Any] = {}
+    compiled = _make_capture_graph(captured)
+    compiled.invoke(
+        {"message": "hi"},
+        config={"metadata": {"assistant_id": "asst-abc", "graph_id": "my-graph"}},
+    )
+    si = captured["server_info"]
+    assert si is not None
+    assert si.assistant_id == "asst-abc"
+    assert si.graph_id == "my-graph"
+    assert si.user is None
+
+
+def test_server_info_none_without_metadata() -> None:
+    """server_info is None when no assistant_id/graph_id in metadata."""
+    captured: dict[str, Any] = {}
+    compiled = _make_capture_graph(captured)
+    compiled.invoke({"message": "hi"})
+    assert captured["server_info"] is None
+
+
+def test_server_info_user_from_auth_user() -> None:
+    """server_info.user is populated from configurable['langgraph_auth_user'].
+
+    Tests both a proper BaseUser protocol object and a starlette-style proxy
+    that provides `permissions` via __getattr__ (which the Protocol isinstance
+    check may not see).
+    """
+
+    class _ProxyUser:
+        """Mimics langgraph_api's ProxyUser: identity/display_name as properties,
+        permissions via __getattr__."""
+
+        def __init__(self, data: dict[str, Any]) -> None:
+            self._data = data
+
+        @property
+        def identity(self) -> str:
+            return self._data["identity"]
+
+        @property
+        def display_name(self) -> str:
+            return self._data.get("display_name", self.identity)
+
+        @property
+        def is_authenticated(self) -> bool:
+            return True
+
+        def __getattr__(self, name: str) -> Any:
+            return self._data[name]
+
+        def __getitem__(self, key: str) -> Any:
+            return self._data[key]
+
+        def __contains__(self, key: str) -> bool:
+            return key in self._data
+
+        def __iter__(self) -> Any:
+            return iter(self._data)
+
+    proxy = _ProxyUser(
+        {
+            "identity": "proxy-user",
+            "display_name": "Proxy User",
+            "is_authenticated": True,
+            "permissions": ["read"],
+        }
+    )
+    assert not isinstance(proxy, dict)
+    assert hasattr(proxy, "identity")
+
+    captured: dict[str, Any] = {}
+    compiled = _make_capture_graph(captured)
+    compiled.invoke(
+        {"message": "hi"},
+        config={
+            "configurable": {"langgraph_auth_user": proxy},
+            "metadata": {"assistant_id": "asst-proxy", "graph_id": "graph-proxy"},
+        },
+    )
+    si = captured["server_info"]
+    assert si is not None
+    assert si.assistant_id == "asst-proxy"
+    assert si.user is not None
+    assert si.user.identity == "proxy-user"
+    assert si.user["display_name"] == "Proxy User"
+
+
+def test_execution_info_inherited_by_subgraph() -> None:
+    """execution_info is correctly populated for subgraph nodes, including namespace."""
+    captured_main: dict[str, Any] = {}
+    captured_sub: dict[str, Any] = {}
+
+    class State(TypedDict, total=False):
+        message: str
+
+    def subgraph_node(state: State, runtime: Runtime) -> dict[str, str]:
+        captured_sub["execution_info"] = runtime.execution_info
+        return {"message": "from_sub"}
+
+    subgraph_builder = StateGraph(State)
+    subgraph_builder.add_node("sub_node", subgraph_node)
+    subgraph_builder.add_edge(START, "sub_node")
+    subgraph = subgraph_builder.compile()
+
+    def main_node(state: State, runtime: Runtime) -> dict[str, str]:
+        captured_main["execution_info"] = runtime.execution_info
+        return {"message": "from_main"}
+
+    builder = StateGraph(State)
+    builder.add_node("main_node", main_node)
+    builder.add_node("subgraph", subgraph)
+    builder.add_edge(START, "main_node")
+    builder.add_edge("main_node", "subgraph")
+    graph = builder.compile(checkpointer=MemorySaver())
+
+    graph.invoke(
+        {"message": "hi"},
+        config={"configurable": {"thread_id": "sub-thread"}},
+    )
+
+    main_info = captured_main["execution_info"]
+    sub_info = captured_sub["execution_info"]
+
+    # Both share the same thread_id
+    assert main_info.thread_id == "sub-thread"
+    assert sub_info.thread_id == "sub-thread"
+
+    # Both have node_attempt = 1
+    assert main_info.node_attempt == 1
+    assert sub_info.node_attempt == 1
+
+    # Main namespace is "main_node:<task_id>" (top-level, no separator)
+    assert main_info.checkpoint_ns.startswith("main_node:")
+    assert "|" not in main_info.checkpoint_ns
+
+    # Subgraph namespace is "subgraph:<task_id>|sub_node:<task_id>" (nested)
+    assert sub_info.checkpoint_ns.startswith("subgraph:")
+    assert "|sub_node:" in sub_info.checkpoint_ns
+
+    # task_id appears in its own namespace segment
+    assert main_info.task_id in main_info.checkpoint_ns
+    assert sub_info.task_id in sub_info.checkpoint_ns

libs/langgraph/tests/test_stream_v2.py

@@ -1129,7 +1129,7 @@ _OutputT = TypeVar("_OutputT")
 _StateT = TypeVar("_StateT")
 
 
-def _check_type_narrowing(part: StreamPart[_OutputT, _StateT]) -> None:
+def _check_type_narrowing(part: StreamPart[_StateT, _OutputT]) -> None:
     """Compile-time type narrowing checks — never called at runtime."""
     if part["type"] == "values":
         assert_type(part, ValuesStreamPart[_OutputT])

libs/langgraph/tests/test_time_travel.py

@@ -1116,6 +1116,631 @@ def test_subgraph_replay_from_subgraph_checkpoint(
     assert "post" in final_result["value"]
 
 
+def test_subgraph_time_travel_to_first_interrupt(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to a subgraph checkpoint at the FIRST interrupt.
+
+    Architecture:
+      Parent:    START --> executor (subgraph, checkpointer=True) --> END
+      Executor:  START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
+
+    Flow: run through both interrupts, then time travel back to the subgraph
+    checkpoint captured at the first interrupt. ask_1 should re-fire,
+    step_a should NOT re-run. Then resume through both interrupts with new answers.
+    """
+
+    called: list[str] = []
+
+    def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    executor = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("executor", executor)
+        .add_edge(START, "executor")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt (ask_1)
+    result = graph.invoke({"value": []}, config)
+    assert "__interrupt__" in result
+    assert result["__interrupt__"][0].value == "Question 1?"
+
+    # Capture subgraph state at the first interrupt
+    parent_state = graph.get_state(config, subgraphs=True)
+    sub_config_at_first = parent_state.tasks[0].state.config
+
+    # Resume first interrupt
+    result = graph.invoke(Command(resume="answer_1"), config)
+    assert result["__interrupt__"][0].value == "Question 2?"
+
+    # Resume second interrupt to complete
+    result = graph.invoke(Command(resume="answer_2"), config)
+    assert "__interrupt__" not in result
+
+    # --- Scenario 1: Replay from subgraph checkpoint at 1st interrupt ---
+    called.clear()
+    replay_result = graph.invoke(None, sub_config_at_first)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 1?"
+    # step_a should NOT re-run — it was before this checkpoint
+    assert "step_a" not in called
+    # ask_1 re-fires because the interrupt replays
+    assert "ask_1" in called
+
+    # --- Scenario 2: Fork from subgraph checkpoint at 1st interrupt ---
+    called.clear()
+    fork_config = graph.update_state(sub_config_at_first, {"value": ["forked"]})
+    fork_result = graph.invoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 1?"
+    assert "step_a" not in called
+    assert "ask_1" in called
+
+
+def test_subgraph_time_travel_to_second_interrupt(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to a subgraph checkpoint at the SECOND interrupt.
+
+    Architecture:
+      Parent:    START --> executor (subgraph, checkpointer=True) --> END
+      Executor:  START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
+
+    Flow: run through both interrupts resuming each, then time travel back to the
+    subgraph checkpoint at the second interrupt. Only ask_2 should re-fire.
+    Then resume with a new answer and verify state.
+    """
+
+    called: list[str] = []
+
+    def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    executor = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("executor", executor)
+        .add_edge(START, "executor")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt (ask_1)
+    result = graph.invoke({"value": []}, config)
+    assert result["__interrupt__"][0].value == "Question 1?"
+
+    # Resume first interrupt
+    result = graph.invoke(Command(resume="answer_1"), config)
+    assert result["__interrupt__"][0].value == "Question 2?"
+
+    # Capture subgraph state at the second interrupt
+    parent_state = graph.get_state(config, subgraphs=True)
+    sub_config = parent_state.tasks[0].state.config
+
+    # Resume second interrupt to complete the graph
+    result = graph.invoke(Command(resume="answer_2"), config)
+    assert "__interrupt__" not in result
+
+    # --- Scenario 1: Replay from subgraph checkpoint at 2nd interrupt ---
+    called.clear()
+    replay_result = graph.invoke(None, sub_config)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 2?"
+    # step_a and ask_1 should NOT re-run — they were before this checkpoint
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+    # --- Scenario 2: Fork from subgraph checkpoint at 2nd interrupt ---
+    called.clear()
+    fork_config = graph.update_state(sub_config, {"value": ["forked"]})
+    fork_result = graph.invoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 2?"
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+
+def test_subgraph_time_travel_after_completion(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to a subgraph checkpoint AFTER both interrupts are resolved.
+
+    Architecture:
+      Parent:    START --> executor (subgraph, checkpointer=True) --> END
+      Executor:  START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
+
+    After completing the full flow, capture the subgraph's final state checkpoint
+    and replay from it — should be a no-op (no nodes re-run).
+    """
+
+    called: list[str] = []
+
+    def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    executor = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("executor", executor)
+        .add_edge(START, "executor")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run through both interrupts
+    graph.invoke({"value": []}, config)
+    graph.invoke(Command(resume="answer_1"), config)
+
+    # Before resuming 2nd interrupt, get state history to find the
+    # subgraph checkpoint that will exist after ask_2 completes
+    graph.invoke(Command(resume="answer_2"), config)
+
+    # Get the final parent state — no pending tasks
+    final_state = graph.get_state(config)
+    assert len(final_state.tasks) == 0
+
+    # Replay from the final parent checkpoint — should be a no-op
+    called.clear()
+    replay_result = graph.invoke(None, final_state.config)
+    assert "__interrupt__" not in replay_result
+    assert "step_a" not in called
+    assert "ask_1" not in called
+    assert "ask_2" not in called
+    # All values should be present
+    assert "step_a_done" in replay_result["value"]
+    assert "ask_1:answer_1" in replay_result["value"]
+    assert "ask_2:answer_2" in replay_result["value"]
+
+
+def test_3_levels_deep_time_travel_to_first_interrupt(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to the innermost subgraph checkpoint at the FIRST interrupt.
+
+    Architecture:
+      Parent:  START --> outer (subgraph, checkpointer=True) --> END
+      Outer:   START --> inner (subgraph, checkpointer=True) --> END
+      Inner:   START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
+    """
+
+    called: list[str] = []
+
+    def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    inner = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    middle = (
+        StateGraph(State)
+        .add_node("inner", inner)
+        .add_edge(START, "inner")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("outer", middle)
+        .add_edge(START, "outer")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt
+    result = graph.invoke({"value": []}, config)
+    assert result["__interrupt__"][0].value == "Question 1?"
+
+    # Capture innermost subgraph state at the first interrupt
+    parent_state = graph.get_state(config, subgraphs=True)
+    mid_state = parent_state.tasks[0].state
+    inner_config = mid_state.tasks[0].state.config
+
+    # Resume through both interrupts to complete
+    graph.invoke(Command(resume="answer_1"), config)
+    graph.invoke(Command(resume="answer_2"), config)
+
+    # --- Scenario 1: Replay from innermost checkpoint at 1st interrupt ---
+    called.clear()
+    replay_result = graph.invoke(None, inner_config)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 1?"
+    assert "step_a" not in called
+    assert "ask_1" in called
+
+    # --- Scenario 2: Fork from innermost checkpoint at 1st interrupt ---
+    called.clear()
+    fork_config = graph.update_state(inner_config, {"value": ["forked"]})
+    fork_result = graph.invoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 1?"
+    assert "step_a" not in called
+    assert "ask_1" in called
+
+
+def test_3_levels_deep_time_travel_to_second_interrupt(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to the innermost subgraph checkpoint at the SECOND interrupt.
+
+    Architecture:
+      Parent:  START --> outer (subgraph, checkpointer=True) --> END
+      Outer:   START --> inner (subgraph, checkpointer=True) --> END
+      Inner:   START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
+    """
+
+    called: list[str] = []
+
+    def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    inner = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    middle = (
+        StateGraph(State)
+        .add_node("inner", inner)
+        .add_edge(START, "inner")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("outer", middle)
+        .add_edge(START, "outer")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt
+    graph.invoke({"value": []}, config)
+
+    # Resume first interrupt
+    result = graph.invoke(Command(resume="answer_1"), config)
+    assert result["__interrupt__"][0].value == "Question 2?"
+
+    # Capture innermost subgraph state at the second interrupt
+    parent_state = graph.get_state(config, subgraphs=True)
+    mid_state = parent_state.tasks[0].state
+    inner_config = mid_state.tasks[0].state.config
+
+    # Resume second interrupt to complete
+    graph.invoke(Command(resume="answer_2"), config)
+
+    # --- Scenario 1: Replay from innermost checkpoint at 2nd interrupt ---
+    called.clear()
+    replay_result = graph.invoke(None, inner_config)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 2?"
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+    # --- Scenario 2: Fork from innermost checkpoint at 2nd interrupt ---
+    called.clear()
+    fork_config = graph.update_state(inner_config, {"value": ["forked"]})
+    fork_result = graph.invoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 2?"
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+
+def test_3_levels_deep_time_travel_to_middle_subgraph(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to the MIDDLE-level subgraph checkpoint (not innermost).
+
+    Architecture:
+      Parent:  START --> outer (subgraph, checkpointer=True) --> END
+      Outer:   START --> inner (subgraph, checkpointer=True) --> END
+      Inner:   START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
+
+    After completing the full flow, time travel back to the middle subgraph's
+    checkpoint at the second interrupt. The middle subgraph should replay the
+    inner subgraph from the correct point.
+    """
+
+    called: list[str] = []
+
+    def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    inner = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    middle = (
+        StateGraph(State)
+        .add_node("inner", inner)
+        .add_edge(START, "inner")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("outer", middle)
+        .add_edge(START, "outer")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt
+    graph.invoke({"value": []}, config)
+
+    # Resume first, capture middle config at second interrupt
+    graph.invoke(Command(resume="answer_1"), config)
+    parent_state = graph.get_state(config, subgraphs=True)
+    mid_config = parent_state.tasks[0].state.config
+
+    # Resume second to complete
+    graph.invoke(Command(resume="answer_2"), config)
+
+    # --- Scenario 1: Replay from middle-level subgraph checkpoint ---
+    # The middle subgraph's checkpoint knows about the inner subgraph's state
+    # via checkpoint_map, so the inner replays from the correct point.
+    called.clear()
+    replay_result = graph.invoke(None, mid_config)
+    assert "__interrupt__" in replay_result
+
+    # --- Scenario 2: Fork from middle-level subgraph checkpoint ---
+    called.clear()
+    fork_config = graph.update_state(mid_config, {"value": ["forked"]})
+    fork_result = graph.invoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+
+
+def test_3_levels_deep_middle_has_interrupts(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel when the MIDDLE subgraph itself has interrupts.
+
+    Architecture:
+      Parent:  START --> outer (subgraph, checkpointer=True) --> END
+      Outer:   START --> pre (interrupt) --> inner (subgraph, checkpointer=True) --> END
+      Inner:   START --> step_a --> ask_1 (interrupt) --> END
+
+    Flow: run through both interrupts (pre then ask_1), then time travel back to
+    the middle subgraph checkpoint at each interrupt point.
+    """
+
+    called: list[str] = []
+
+    def pre(state: State) -> State:
+        called.append("pre")
+        answer = interrupt("Pre-question?")
+        return {"value": [f"pre:{answer}"]}
+
+    def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    inner = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    middle = (
+        StateGraph(State)
+        .add_node("pre", pre)
+        .add_node("inner", inner)
+        .add_edge(START, "pre")
+        .add_edge("pre", "inner")
+        .add_edge("inner", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("outer", middle)
+        .add_edge(START, "outer")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt (pre in middle subgraph)
+    result = graph.invoke({"value": []}, config)
+    assert result["__interrupt__"][0].value == "Pre-question?"
+
+    # Capture middle subgraph config at the pre interrupt
+    parent_state = graph.get_state(config, subgraphs=True)
+    mid_config_at_pre = parent_state.tasks[0].state.config
+
+    # Resume pre, hits ask_1 in inner subgraph
+    result = graph.invoke(Command(resume="pre_answer"), config)
+    assert result["__interrupt__"][0].value == "Question 1?"
+
+    # Capture middle subgraph config at the ask_1 interrupt
+    parent_state = graph.get_state(config, subgraphs=True)
+    mid_config_at_ask1 = parent_state.tasks[0].state.config
+
+    # Resume ask_1 to complete
+    result = graph.invoke(Command(resume="answer_1"), config)
+    assert "__interrupt__" not in result
+
+    # --- Time travel to middle checkpoint at pre interrupt ---
+    called.clear()
+    replay_result = graph.invoke(None, mid_config_at_pre)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Pre-question?"
+    # pre should re-fire (interrupt replays), but nothing else should run
+    assert "pre" in called
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+    # Fork from middle checkpoint at pre interrupt
+    called.clear()
+    fork_config = graph.update_state(mid_config_at_pre, {"value": ["forked"]})
+    fork_result = graph.invoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Pre-question?"
+    assert "pre" in called
+    assert "step_a" not in called
+
+    # --- Time travel to middle checkpoint at ask_1 interrupt ---
+    called.clear()
+    replay_result = graph.invoke(None, mid_config_at_ask1)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 1?"
+    # pre should NOT re-run (it completed before this checkpoint)
+    assert "pre" not in called
+    # ask_1 re-fires
+    assert "ask_1" in called
+
+    # Fork from middle checkpoint at ask_1 interrupt
+    called.clear()
+    fork_config = graph.update_state(mid_config_at_ask1, {"value": ["forked"]})
+    fork_result = graph.invoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 1?"
+    assert "pre" not in called
+    assert "ask_1" in called
+
+
 # ---------------------------------------------------------------------------
 # Section 6: __copy__ / update_state(None)
 # ---------------------------------------------------------------------------

libs/langgraph/tests/test_time_travel_async.py

@@ -1051,6 +1051,552 @@ async def test_subgraph_interrupt_full_flow_no_sub_checkpointer(
     assert "post" in final_result["value"]
 
 
+@NEEDS_CONTEXTVARS
+async def test_subgraph_time_travel_to_first_interrupt_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to a subgraph checkpoint at the FIRST interrupt (async)."""
+
+    called: list[str] = []
+
+    async def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    async def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    async def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    executor = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("executor", executor)
+        .add_edge(START, "executor")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt (ask_1)
+    result = await graph.ainvoke({"value": []}, config)
+    assert result["__interrupt__"][0].value == "Question 1?"
+
+    # Capture subgraph state at the first interrupt
+    parent_state = await graph.aget_state(config, subgraphs=True)
+    sub_config_at_first = parent_state.tasks[0].state.config
+
+    # Resume through both interrupts to complete
+    await graph.ainvoke(Command(resume="answer_1"), config)
+    await graph.ainvoke(Command(resume="answer_2"), config)
+
+    # --- Scenario 1: Replay from subgraph checkpoint at 1st interrupt ---
+    called.clear()
+    replay_result = await graph.ainvoke(None, sub_config_at_first)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 1?"
+    assert "step_a" not in called
+    assert "ask_1" in called
+
+    # --- Scenario 2: Fork from subgraph checkpoint at 1st interrupt ---
+    called.clear()
+    fork_config = await graph.aupdate_state(sub_config_at_first, {"value": ["forked"]})
+    fork_result = await graph.ainvoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 1?"
+    assert "step_a" not in called
+    assert "ask_1" in called
+
+
+@NEEDS_CONTEXTVARS
+async def test_subgraph_time_travel_to_second_interrupt_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to a subgraph checkpoint at the SECOND interrupt (async)."""
+
+    called: list[str] = []
+
+    async def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    async def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    async def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    executor = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("executor", executor)
+        .add_edge(START, "executor")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt
+    await graph.ainvoke({"value": []}, config)
+
+    # Resume first interrupt
+    result = await graph.ainvoke(Command(resume="answer_1"), config)
+    assert result["__interrupt__"][0].value == "Question 2?"
+
+    # Capture subgraph state at the second interrupt
+    parent_state = await graph.aget_state(config, subgraphs=True)
+    sub_config = parent_state.tasks[0].state.config
+
+    # Resume second interrupt to complete
+    await graph.ainvoke(Command(resume="answer_2"), config)
+
+    # --- Scenario 1: Replay from subgraph checkpoint at 2nd interrupt ---
+    called.clear()
+    replay_result = await graph.ainvoke(None, sub_config)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 2?"
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+    # --- Scenario 2: Fork from subgraph checkpoint at 2nd interrupt ---
+    called.clear()
+    fork_config = await graph.aupdate_state(sub_config, {"value": ["forked"]})
+    fork_result = await graph.ainvoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 2?"
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+
+@NEEDS_CONTEXTVARS
+async def test_subgraph_time_travel_after_completion_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to a subgraph checkpoint AFTER both interrupts resolved (async)."""
+
+    called: list[str] = []
+
+    async def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    async def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    async def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    executor = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("executor", executor)
+        .add_edge(START, "executor")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    await graph.ainvoke({"value": []}, config)
+    await graph.ainvoke(Command(resume="answer_1"), config)
+    await graph.ainvoke(Command(resume="answer_2"), config)
+
+    final_state = await graph.aget_state(config)
+    assert len(final_state.tasks) == 0
+
+    # Replay from the final parent checkpoint — should be a no-op
+    called.clear()
+    replay_result = await graph.ainvoke(None, final_state.config)
+    assert "__interrupt__" not in replay_result
+    assert "step_a" not in called
+    assert "ask_1" not in called
+    assert "ask_2" not in called
+    assert "step_a_done" in replay_result["value"]
+    assert "ask_1:answer_1" in replay_result["value"]
+    assert "ask_2:answer_2" in replay_result["value"]
+
+
+@NEEDS_CONTEXTVARS
+async def test_3_levels_deep_time_travel_to_first_interrupt_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to innermost subgraph checkpoint at FIRST interrupt (async, 3 levels)."""
+
+    called: list[str] = []
+
+    async def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    async def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    async def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    inner = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    middle = (
+        StateGraph(State)
+        .add_node("inner", inner)
+        .add_edge(START, "inner")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("outer", middle)
+        .add_edge(START, "outer")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    result = await graph.ainvoke({"value": []}, config)
+    assert result["__interrupt__"][0].value == "Question 1?"
+
+    parent_state = await graph.aget_state(config, subgraphs=True)
+    mid_state = parent_state.tasks[0].state
+    inner_config = mid_state.tasks[0].state.config
+
+    await graph.ainvoke(Command(resume="answer_1"), config)
+    await graph.ainvoke(Command(resume="answer_2"), config)
+
+    # --- Scenario 1: Replay from innermost checkpoint at 1st interrupt ---
+    called.clear()
+    replay_result = await graph.ainvoke(None, inner_config)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 1?"
+    assert "step_a" not in called
+    assert "ask_1" in called
+
+    # --- Scenario 2: Fork from innermost checkpoint at 1st interrupt ---
+    called.clear()
+    fork_config = await graph.aupdate_state(inner_config, {"value": ["forked"]})
+    fork_result = await graph.ainvoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 1?"
+    assert "step_a" not in called
+    assert "ask_1" in called
+
+
+@NEEDS_CONTEXTVARS
+async def test_3_levels_deep_time_travel_to_second_interrupt_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to innermost subgraph checkpoint at SECOND interrupt (async, 3 levels)."""
+
+    called: list[str] = []
+
+    async def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    async def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    async def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    inner = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    middle = (
+        StateGraph(State)
+        .add_node("inner", inner)
+        .add_edge(START, "inner")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("outer", middle)
+        .add_edge(START, "outer")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    await graph.ainvoke({"value": []}, config)
+
+    result = await graph.ainvoke(Command(resume="answer_1"), config)
+    assert result["__interrupt__"][0].value == "Question 2?"
+
+    parent_state = await graph.aget_state(config, subgraphs=True)
+    mid_state = parent_state.tasks[0].state
+    inner_config = mid_state.tasks[0].state.config
+
+    await graph.ainvoke(Command(resume="answer_2"), config)
+
+    # --- Scenario 1: Replay ---
+    called.clear()
+    replay_result = await graph.ainvoke(None, inner_config)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 2?"
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+    # --- Scenario 2: Fork ---
+    called.clear()
+    fork_config = await graph.aupdate_state(inner_config, {"value": ["forked"]})
+    fork_result = await graph.ainvoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 2?"
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+
+@NEEDS_CONTEXTVARS
+async def test_3_levels_deep_time_travel_to_middle_subgraph_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel to the MIDDLE-level subgraph checkpoint (async, 3 levels)."""
+
+    called: list[str] = []
+
+    async def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    async def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    async def ask_2(state: State) -> State:
+        called.append("ask_2")
+        answer = interrupt("Question 2?")
+        return {"value": [f"ask_2:{answer}"]}
+
+    inner = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_node("ask_2", ask_2)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "ask_2")
+        .add_edge("ask_2", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    middle = (
+        StateGraph(State)
+        .add_node("inner", inner)
+        .add_edge(START, "inner")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("outer", middle)
+        .add_edge(START, "outer")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    await graph.ainvoke({"value": []}, config)
+    await graph.ainvoke(Command(resume="answer_1"), config)
+
+    parent_state = await graph.aget_state(config, subgraphs=True)
+    mid_config = parent_state.tasks[0].state.config
+
+    await graph.ainvoke(Command(resume="answer_2"), config)
+
+    # --- Scenario 1: Replay from middle-level subgraph checkpoint ---
+    # The middle subgraph's checkpoint knows about the inner subgraph's state
+    # via checkpoint_map, so the inner replays from the correct point.
+    called.clear()
+    replay_result = await graph.ainvoke(None, mid_config)
+    assert "__interrupt__" in replay_result
+
+    # --- Scenario 2: Fork from middle-level subgraph checkpoint ---
+    called.clear()
+    fork_config = await graph.aupdate_state(mid_config, {"value": ["forked"]})
+    fork_result = await graph.ainvoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+
+
+@NEEDS_CONTEXTVARS
+async def test_3_levels_deep_middle_has_interrupts_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Time travel when the MIDDLE subgraph itself has interrupts (async)."""
+
+    called: list[str] = []
+
+    async def pre(state: State) -> State:
+        called.append("pre")
+        answer = interrupt("Pre-question?")
+        return {"value": [f"pre:{answer}"]}
+
+    async def step_a(state: State) -> State:
+        called.append("step_a")
+        return {"value": ["step_a_done"]}
+
+    async def ask_1(state: State) -> State:
+        called.append("ask_1")
+        answer = interrupt("Question 1?")
+        return {"value": [f"ask_1:{answer}"]}
+
+    inner = (
+        StateGraph(State)
+        .add_node("step_a", step_a)
+        .add_node("ask_1", ask_1)
+        .add_edge(START, "step_a")
+        .add_edge("step_a", "ask_1")
+        .add_edge("ask_1", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    middle = (
+        StateGraph(State)
+        .add_node("pre", pre)
+        .add_node("inner", inner)
+        .add_edge(START, "pre")
+        .add_edge("pre", "inner")
+        .add_edge("inner", "__end__")
+        .compile(checkpointer=True)
+    )
+
+    graph = (
+        StateGraph(State)
+        .add_node("outer", middle)
+        .add_edge(START, "outer")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    config = {"configurable": {"thread_id": "1"}}
+
+    # Run until first interrupt (pre in middle subgraph)
+    result = await graph.ainvoke({"value": []}, config)
+    assert result["__interrupt__"][0].value == "Pre-question?"
+
+    # Capture middle subgraph config at the pre interrupt
+    parent_state = await graph.aget_state(config, subgraphs=True)
+    mid_config_at_pre = parent_state.tasks[0].state.config
+
+    # Resume pre, hits ask_1 in inner subgraph
+    result = await graph.ainvoke(Command(resume="pre_answer"), config)
+    assert result["__interrupt__"][0].value == "Question 1?"
+
+    # Capture middle subgraph config at the ask_1 interrupt
+    parent_state = await graph.aget_state(config, subgraphs=True)
+    mid_config_at_ask1 = parent_state.tasks[0].state.config
+
+    # Resume ask_1 to complete
+    result = await graph.ainvoke(Command(resume="answer_1"), config)
+    assert "__interrupt__" not in result
+
+    # --- Time travel to middle checkpoint at pre interrupt ---
+    called.clear()
+    replay_result = await graph.ainvoke(None, mid_config_at_pre)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Pre-question?"
+    assert "pre" in called
+    assert "step_a" not in called
+    assert "ask_1" not in called
+
+    # Fork from middle checkpoint at pre interrupt
+    called.clear()
+    fork_config = await graph.aupdate_state(mid_config_at_pre, {"value": ["forked"]})
+    fork_result = await graph.ainvoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Pre-question?"
+    assert "pre" in called
+    assert "step_a" not in called
+
+    # --- Time travel to middle checkpoint at ask_1 interrupt ---
+    called.clear()
+    replay_result = await graph.ainvoke(None, mid_config_at_ask1)
+    assert "__interrupt__" in replay_result
+    assert replay_result["__interrupt__"][0].value == "Question 1?"
+    assert "pre" not in called
+    assert "ask_1" in called
+
+    # Fork from middle checkpoint at ask_1 interrupt
+    called.clear()
+    fork_config = await graph.aupdate_state(mid_config_at_ask1, {"value": ["forked"]})
+    fork_result = await graph.ainvoke(None, fork_config)
+    assert "__interrupt__" in fork_result
+    assert fork_result["__interrupt__"][0].value == "Question 1?"
+    assert "pre" not in called
+    assert "ask_1" in called
+
+
 # ---------------------------------------------------------------------------
 # Section 6: __copy__ / update_state(None)
 # ---------------------------------------------------------------------------

libs/langgraph/uv.lock

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 [[package]]
@@ -3652,14 +3652,14 @@ wheels = [
 
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+version = "2.32.4.20260324"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "urllib3" },
 ]
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libs/prebuilt/langgraph/prebuilt/tool_node.py

@@ -79,11 +79,13 @@ from langchain_core.tools.base import (
     TOOL_MESSAGE_BLOCK_TYPES,
     ToolException,
     _DirectlyInjectedToolArg,
+    _is_injected_arg_type,
     get_all_basemodel_annotations,
 )
 from langgraph._internal._runnable import RunnableCallable
 from langgraph.errors import GraphBubbleUp
 from langgraph.graph.message import REMOVE_ALL_MESSAGES
+from langgraph.runtime import ExecutionInfo, ServerInfo  # noqa: TC002
 from langgraph.store.base import BaseStore  # noqa: TC002
 from langgraph.types import Command, Send, StreamWriter
 from pydantic import BaseModel, ValidationError
@@ -611,6 +613,7 @@ class _InjectedArgs:
     state: dict[str, str | None]
     store: str | None
     runtime: str | None
+    all_injected_keys: set[str]
 
 
 class ToolNode(RunnableCallable):
@@ -804,6 +807,8 @@ class ToolNode(RunnableCallable):
                 context=runtime.context,
                 store=runtime.store,
                 stream_writer=runtime.stream_writer,
+                execution_info=runtime.execution_info,
+                server_info=runtime.server_info,
             )
             tool_runtimes.append(tool_runtime)
 
@@ -836,6 +841,8 @@ class ToolNode(RunnableCallable):
                 context=runtime.context,
                 store=runtime.store,
                 stream_writer=runtime.stream_writer,
+                execution_info=runtime.execution_info,
+                server_info=runtime.server_info,
             )
             tool_runtimes.append(tool_runtime)
 
@@ -1377,7 +1384,15 @@ class ToolNode(RunnableCallable):
         if injected.runtime:
             injected_args[injected.runtime] = tool_runtime
 
-        tool_call_copy["args"] = {**tool_call_copy["args"], **injected_args}
+        # Strip any caller-supplied values for injected args, then add
+        # back only trusted values. This prevents an LLM from forging
+        # hidden InjectedToolArg fields via ToolCall.args.
+        stripped_args = {
+            k: v
+            for k, v in tool_call_copy["args"].items()
+            if k not in injected.all_injected_keys
+        }
+        tool_call_copy["args"] = {**stripped_args, **injected_args}
         return tool_call_copy
 
     def _validate_tool_command(
@@ -1598,6 +1613,8 @@ class ToolRuntime(_DirectlyInjectedToolArg, Generic[ContextT, StateT]):
     stream_writer: StreamWriter
     tool_call_id: str | None
     store: BaseStore | None
+    execution_info: ExecutionInfo | None = None
+    server_info: ServerInfo | None = None
 
 
 class InjectedState(InjectedToolArg):
@@ -1841,8 +1858,13 @@ def _get_all_injected_args(tool: BaseTool) -> _InjectedArgs:
     state_args: dict[str, str | None] = {}
     store_arg: str | None = None
     runtime_arg: str | None = None
+    all_injected_keys: set[str] = set()
 
     for name, type_ in all_annotations.items():
+        # Track all InjectedToolArg-annotated params (including custom subclasses)
+        if _is_injected_arg_type(type_):
+            all_injected_keys.add(name)
+
         # Check for runtime (special case: parameter named "runtime")
         if name == "runtime":
             runtime_arg = name
@@ -1866,4 +1888,5 @@ def _get_all_injected_args(tool: BaseTool) -> _InjectedArgs:
         state=state_args,
         store=store_arg,
         runtime=runtime_arg,
+        all_injected_keys=all_injected_keys,
     )

libs/prebuilt/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-prebuilt"
-version = "1.0.8"
+version = "1.0.9"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 authors = []
 requires-python = ">=3.10"

libs/prebuilt/tests/test_tool_node.py

@@ -21,7 +21,7 @@ from langchain_core.messages import (
     ToolMessage,
 )
 from langchain_core.runnables.config import RunnableConfig
-from langchain_core.tools import BaseTool, ToolException
+from langchain_core.tools import BaseTool, InjectedToolArg, ToolException
 from langchain_core.tools import tool as dec_tool
 from langgraph.config import get_stream_writer
 from langgraph.errors import GraphBubbleUp, GraphInterrupt
@@ -59,10 +59,16 @@ def _create_mock_runtime(store: BaseStore | None = None) -> Mock:
     which is injected by RunnableCallable from config["configurable"]["__pregel_runtime"].
     When testing ToolNode directly (outside a graph), we need to provide this manually.
     """
+    from langgraph.runtime import ExecutionInfo
+
     mock_runtime = Mock()
     mock_runtime.store = store
     mock_runtime.context = None
     mock_runtime.stream_writer = lambda *args, **kwargs: None
+    mock_runtime.execution_info = ExecutionInfo(
+        checkpoint_id="test-cp", checkpoint_ns="", task_id="test-task"
+    )
+    mock_runtime.server_info = None
     return mock_runtime
 
 
@@ -2008,3 +2014,191 @@ async def test_tool_node_inject_runtime_dynamic_tool_via_wrap_tool_call_async()
     tool_message = result["messages"][-1]
     assert tool_message.content == "dynamic: x=42, tool_call_id=call_dynamic_2"
     assert tool_message.tool_call_id == "call_dynamic_2"
+
+
+def test_tool_runtime_forwards_execution_info_and_server_info() -> None:
+    """Test that execution_info and server_info are forwarded from Runtime to ToolRuntime."""
+    from langgraph.runtime import ExecutionInfo, ServerInfo
+
+    exec_info = ExecutionInfo(
+        thread_id="t-1",
+        checkpoint_id="cp-1",
+        checkpoint_ns="",
+        task_id="tk-1",
+        run_id="r-1",
+    )
+    server_info = ServerInfo(assistant_id="asst-1", graph_id="graph-1")
+
+    mock_runtime = Mock()
+    mock_runtime.store = None
+    mock_runtime.context = None
+    mock_runtime.stream_writer = lambda *args, **kwargs: None
+    mock_runtime.execution_info = exec_info
+    mock_runtime.server_info = server_info
+
+    captured: dict = {}
+
+    @dec_tool
+    def info_tool(x: int, runtime: ToolRuntime) -> str:
+        """Tool that captures runtime info."""
+        captured["execution_info"] = runtime.execution_info
+        captured["server_info"] = runtime.server_info
+        return "ok"
+
+    node = ToolNode([info_tool])
+    tool_call = {
+        "name": "info_tool",
+        "args": {"x": 1},
+        "id": "call-1",
+        "type": "tool_call",
+    }
+    msg = AIMessage("", tool_calls=[tool_call])
+    config: RunnableConfig = {"configurable": {"__pregel_runtime": mock_runtime}}
+    node.invoke({"messages": [msg]}, config=config)
+
+    assert captured["execution_info"] is exec_info
+    assert captured["execution_info"].thread_id == "t-1"
+    assert captured["execution_info"].task_id == "tk-1"
+    assert captured["server_info"] is server_info
+    assert captured["server_info"].assistant_id == "asst-1"
+
+
+async def test_tool_runtime_forwards_execution_info_and_server_info_async() -> None:
+    """Test that execution_info and server_info are forwarded in async path."""
+    from langgraph.runtime import ExecutionInfo, ServerInfo
+
+    exec_info = ExecutionInfo(
+        thread_id="t-2",
+        checkpoint_id="cp-2",
+        checkpoint_ns="",
+        task_id="tk-2",
+        run_id="r-2",
+    )
+    server_info = ServerInfo(assistant_id="asst-2", graph_id="graph-2")
+
+    mock_runtime = Mock()
+    mock_runtime.store = None
+    mock_runtime.context = None
+    mock_runtime.stream_writer = lambda *args, **kwargs: None
+    mock_runtime.execution_info = exec_info
+    mock_runtime.server_info = server_info
+
+    captured: dict = {}
+
+    @dec_tool
+    async def info_tool_async(x: int, runtime: ToolRuntime) -> str:
+        """Async tool that captures runtime info."""
+        captured["execution_info"] = runtime.execution_info
+        captured["server_info"] = runtime.server_info
+        return "ok"
+
+    node = ToolNode([info_tool_async])
+    tool_call = {
+        "name": "info_tool_async",
+        "args": {"x": 1},
+        "id": "call-2",
+        "type": "tool_call",
+    }
+    msg = AIMessage("", tool_calls=[tool_call])
+    config: RunnableConfig = {"configurable": {"__pregel_runtime": mock_runtime}}
+    await node.ainvoke({"messages": [msg]}, config=config)
+
+    assert captured["execution_info"] is exec_info
+    assert captured["execution_info"].thread_id == "t-2"
+    assert captured["server_info"] is server_info
+    assert captured["server_info"].graph_id == "graph-2"
+
+
+# --- InjectedToolArg security tests ---
+
+
+def test_tool_node_strips_plain_injected_tool_arg() -> None:
+    """Plain InjectedToolArg values supplied by the LLM should be stripped."""
+
+    @dec_tool
+    def read_secret(
+        query: str,
+        auth: Annotated[dict, InjectedToolArg()],
+    ) -> str:
+        """Return secret data based on auth role."""
+        if auth.get("role") == "admin":
+            return "ADMIN_SECRET"
+        return "PUBLIC_DATA"
+
+    node = ToolNode([read_secret], handle_tool_errors=True)
+
+    # LLM tries to supply the hidden 'auth' field
+    tool_call = {
+        "name": "read_secret",
+        "args": {"query": "hello", "auth": {"role": "admin"}},
+        "id": "call-1",
+        "type": "tool_call",
+    }
+    msg = AIMessage("", tool_calls=[tool_call])
+    result = node.invoke({"messages": [msg]}, config=_create_config_with_runtime())
+    tool_message = result["messages"][-1]
+    # auth should have been stripped, so tool should fail (missing required arg)
+    assert "ADMIN_SECRET" not in tool_message.content
+
+
+def test_tool_node_strips_custom_injected_tool_arg_subclass() -> None:
+    """Custom InjectedToolArg subclasses should also be stripped."""
+
+    class InjectedAuth(InjectedToolArg):
+        pass
+
+    @dec_tool
+    def read_secret(
+        query: str,
+        auth: Annotated[dict, InjectedAuth()],
+    ) -> str:
+        """Return secret data based on auth role."""
+        if auth.get("role") == "admin":
+            return "ADMIN_SECRET"
+        return "PUBLIC_DATA"
+
+    node = ToolNode([read_secret], handle_tool_errors=True)
+
+    tool_call = {
+        "name": "read_secret",
+        "args": {"query": "hello", "auth": {"role": "admin"}},
+        "id": "call-1",
+        "type": "tool_call",
+    }
+    msg = AIMessage("", tool_calls=[tool_call])
+    result = node.invoke({"messages": [msg]}, config=_create_config_with_runtime())
+    tool_message = result["messages"][-1]
+    assert "ADMIN_SECRET" not in tool_message.content
+
+
+def test_tool_node_injected_state_overwrites_llm_value() -> None:
+    """InjectedState should use graph state, not LLM-supplied values."""
+
+    @dec_tool
+    def read_secret(
+        query: str,
+        auth: Annotated[dict, InjectedState("auth")],
+    ) -> str:
+        """Return secret data based on auth from graph state."""
+        if auth.get("role") == "admin":
+            return "ADMIN_SECRET"
+        return "PUBLIC_DATA"
+
+    node = ToolNode([read_secret])
+
+    # LLM tries to supply auth as admin
+    tool_call = {
+        "name": "read_secret",
+        "args": {"query": "hello", "auth": {"role": "admin"}},
+        "id": "call-1",
+        "type": "tool_call",
+    }
+    msg = AIMessage("", tool_calls=[tool_call])
+
+    # Graph state has auth as viewer
+    result = node.invoke(
+        {"messages": [msg], "auth": {"role": "viewer"}},
+        config=_create_config_with_runtime(),
+    )
+    tool_message = result["messages"][-1]
+    assert tool_message.content == "PUBLIC_DATA"

libs/prebuilt/uv.lock

@@ -249,7 +249,7 @@ wheels = [
 
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 ]
 
 [[package]]

libs/sdk-py/langgraph_sdk/__init__.py

@@ -3,6 +3,6 @@ from langgraph_sdk.client import get_client, get_sync_client
 from langgraph_sdk.encryption import Encryption
 from langgraph_sdk.encryption.types import EncryptionContext
 
-__version__ = "0.3.10"
+__version__ = "0.3.12"
 
 __all__ = ["Auth", "Encryption", "EncryptionContext", "get_client", "get_sync_client"]

libs/sdk-py/langgraph_sdk/_async/cron.py

@@ -4,10 +4,11 @@ from __future__ import annotations
 
 import warnings
 from collections.abc import Mapping, Sequence
-from datetime import datetime
+from datetime import datetime, tzinfo
 from typing import Any
 
 from langgraph_sdk._async.http import HttpClient
+from langgraph_sdk._shared.utilities import _resolve_timezone
 from langgraph_sdk.schema import (
     All,
     Config,
@@ -70,6 +71,7 @@ class CronClient:
         multitask_strategy: str | None = None,
         end_time: datetime | None = None,
         enabled: bool | None = None,
+        timezone: str | tzinfo | None = None,
         stream_mode: StreamMode | Sequence[StreamMode] | None = None,
         stream_subgraphs: bool | None = None,
         stream_resumable: bool | None = None,
@@ -84,7 +86,7 @@ class CronClient:
             assistant_id: The assistant ID or graph name to use for the cron job.
                 If using graph name, will default to first assistant created from that graph.
             schedule: The cron schedule to execute this job on.
-                Schedules are interpreted in UTC.
+                Schedules are interpreted in UTC unless a timezone is specified.
             input: The input to the graph.
             metadata: Metadata to assign to the cron job runs.
             config: The configuration for the assistant.
@@ -100,6 +102,7 @@ class CronClient:
                 Must be one of 'reject', 'interrupt', 'rollback', or 'enqueue'.
             end_time: The time to stop running the cron job. If not provided, the cron job will run indefinitely.
             enabled: Whether the cron job is enabled or not.
+            timezone: IANA timezone for the cron schedule. Accepts a string (e.g. 'America/New_York') or a ``datetime.tzinfo`` instance (e.g. ``ZoneInfo("America/New_York")``).
             stream_mode: The stream mode(s) to use.
             stream_subgraphs: Whether to stream output from subgraphs.
             stream_resumable: Whether to persist the stream chunks in order to resume the stream later.
@@ -152,6 +155,7 @@ class CronClient:
             "webhook": webhook,
             "end_time": end_time.isoformat() if end_time else None,
             "enabled": enabled,
+            "timezone": _resolve_timezone(timezone),
             "stream_mode": stream_mode,
             "stream_subgraphs": stream_subgraphs,
             "stream_resumable": stream_resumable,
@@ -184,6 +188,7 @@ class CronClient:
         multitask_strategy: str | None = None,
         end_time: datetime | None = None,
         enabled: bool | None = None,
+        timezone: str | tzinfo | None = None,
         stream_mode: StreamMode | Sequence[StreamMode] | None = None,
         stream_subgraphs: bool | None = None,
         stream_resumable: bool | None = None,
@@ -197,7 +202,7 @@ class CronClient:
             assistant_id: The assistant ID or graph name to use for the cron job.
                 If using graph name, will default to first assistant created from that graph.
             schedule: The cron schedule to execute this job on.
-                Schedules are interpreted in UTC.
+                Schedules are interpreted in UTC unless a timezone is specified.
             input: The input to the graph.
             metadata: Metadata to assign to the cron job runs.
             config: The configuration for the assistant.
@@ -215,6 +220,7 @@ class CronClient:
                 Must be one of 'reject', 'interrupt', 'rollback', or 'enqueue'.
             end_time: The time to stop running the cron job. If not provided, the cron job will run indefinitely.
             enabled: Whether the cron job is enabled or not.
+            timezone: IANA timezone for the cron schedule. Accepts a string (e.g. 'America/New_York') or a ``datetime.tzinfo`` instance (e.g. ``ZoneInfo("America/New_York")``).
             stream_mode: The stream mode(s) to use.
             stream_subgraphs: Whether to stream output from subgraphs.
             stream_resumable: Whether to persist the stream chunks in order to resume the stream later.
@@ -268,6 +274,7 @@ class CronClient:
             "on_run_completed": on_run_completed,
             "end_time": end_time.isoformat() if end_time else None,
             "enabled": enabled,
+            "timezone": _resolve_timezone(timezone),
             "stream_mode": stream_mode,
             "stream_subgraphs": stream_subgraphs,
             "stream_resumable": stream_resumable,
@@ -324,6 +331,7 @@ class CronClient:
         interrupt_after: All | list[str] | None = None,
         on_run_completed: OnCompletionBehavior | None = None,
         enabled: bool | None = None,
+        timezone: str | tzinfo | None = None,
         stream_mode: StreamMode | Sequence[StreamMode] | None = None,
         stream_subgraphs: bool | None = None,
         stream_resumable: bool | None = None,
@@ -336,7 +344,7 @@ class CronClient:
         Args:
             cron_id: The cron ID to update.
             schedule: The cron schedule to execute this job on.
-                Schedules are interpreted in UTC.
+                Schedules are interpreted in UTC unless a timezone is specified.
             end_time: The end date to stop running the cron.
             input: The input to the graph.
             metadata: Metadata to assign to the cron job runs.
@@ -350,6 +358,7 @@ class CronClient:
                 after execution. 'keep' creates a new thread for each execution but does not
                 clean them up.
             enabled: Enable or disable the cron job.
+            timezone: IANA timezone for the cron schedule. Accepts a string (e.g. 'America/New_York') or a ``datetime.tzinfo`` instance (e.g. ``ZoneInfo("America/New_York")``).
             stream_mode: The stream mode(s) to use.
             stream_subgraphs: Whether to stream output from subgraphs.
             stream_resumable: Whether to persist the stream chunks in order to resume the stream later.
@@ -384,6 +393,7 @@ class CronClient:
             "interrupt_after": interrupt_after,
             "on_run_completed": on_run_completed,
             "enabled": enabled,
+            "timezone": _resolve_timezone(timezone),
             "stream_mode": stream_mode,
             "stream_subgraphs": stream_subgraphs,
             "stream_resumable": stream_resumable,

libs/sdk-py/langgraph_sdk/_shared/utilities.py

@@ -6,13 +6,17 @@ import functools
 import os
 import re
 from collections.abc import Mapping
-from typing import Any, cast
+from datetime import tzinfo
+from typing import TYPE_CHECKING, Any, cast
 
 import httpx
 
 import langgraph_sdk
 from langgraph_sdk.schema import RunCreateMetadata
 
+if TYPE_CHECKING:
+    from zoneinfo import ZoneInfo
+
 RESERVED_HEADERS = ("x-api-key",)
 
 NOT_PROVIDED = cast(None, object())
@@ -125,6 +129,35 @@ def _sse_to_v2_dict(event: str, data: Any) -> dict[str, Any] | None:
     return result
 
 
+def _resolve_timezone(tz: str | tzinfo | ZoneInfo | None) -> str | None:
+    """Convert a timezone argument to an IANA timezone string.
+
+    Accepts:
+        - A string (returned as-is, assumed to be an IANA timezone name)
+        - A ``datetime.tzinfo`` instance (e.g. ``zoneinfo.ZoneInfo("America/New_York")``,
+          ``datetime.timezone.utc``). The ``key`` attribute is used if available,
+          otherwise ``tzname(None)`` is used.
+        - ``None`` (returned as ``None``)
+    """
+    if tz is None or isinstance(tz, str):
+        return tz
+    if isinstance(tz, tzinfo):
+        # ZoneInfo objects have a .key attribute with the IANA name
+        if hasattr(tz, "key"):
+            return tz.key  # type: ignore[union-attr]
+        # Fall back to tzname for fixed-offset timezones like datetime.timezone.utc
+        name = tz.tzname(None)
+        if name is not None:
+            return name
+        raise ValueError(
+            f"Cannot determine timezone name from {tz!r}. "
+            "Use a zoneinfo.ZoneInfo instance or pass a string like 'America/New_York'."
+        )
+    raise TypeError(
+        f"Expected str, datetime.tzinfo, or None for timezone, got {type(tz).__name__}"
+    )
+
+
 def _provided_vals(d: Mapping[str, Any]) -> dict[str, Any]:
     return {k: v for k, v in d.items() if v is not None}
 

libs/sdk-py/langgraph_sdk/_sync/cron.py

@@ -4,9 +4,10 @@ from __future__ import annotations
 
 import warnings
 from collections.abc import Mapping, Sequence
-from datetime import datetime
+from datetime import datetime, tzinfo
 from typing import Any
 
+from langgraph_sdk._shared.utilities import _resolve_timezone
 from langgraph_sdk._sync.http import SyncHttpClient
 from langgraph_sdk.schema import (
     All,
@@ -64,6 +65,7 @@ class SyncCronClient:
         multitask_strategy: str | None = None,
         end_time: datetime | None = None,
         enabled: bool | None = None,
+        timezone: str | tzinfo | None = None,
         stream_mode: StreamMode | Sequence[StreamMode] | None = None,
         stream_subgraphs: bool | None = None,
         stream_resumable: bool | None = None,
@@ -78,7 +80,7 @@ class SyncCronClient:
             assistant_id: The assistant ID or graph name to use for the cron job.
                 If using graph name, will default to first assistant created from that graph.
             schedule: The cron schedule to execute this job on.
-                Schedules are interpreted in UTC.
+                Schedules are interpreted in UTC unless a timezone is specified.
             input: The input to the graph.
             metadata: Metadata to assign to the cron job runs.
             config: The configuration for the assistant.
@@ -92,6 +94,7 @@ class SyncCronClient:
                 Must be one of 'reject', 'interrupt', 'rollback', or 'enqueue'.
             end_time: The time to stop running the cron job. If not provided, the cron job will run indefinitely.
             enabled: Whether the cron job is enabled. By default, it is considered enabled.
+            timezone: IANA timezone for the cron schedule. Accepts a string (e.g. 'America/New_York') or a ``datetime.tzinfo`` instance (e.g. ``ZoneInfo("America/New_York")``).
             stream_mode: The stream mode(s) to use.
             stream_subgraphs: Whether to stream output from subgraphs.
             stream_resumable: Whether to persist the stream chunks in order to resume the stream later.
@@ -144,6 +147,7 @@ class SyncCronClient:
             "multitask_strategy": multitask_strategy,
             "end_time": end_time.isoformat() if end_time else None,
             "enabled": enabled,
+            "timezone": _resolve_timezone(timezone),
             "stream_mode": stream_mode,
             "stream_subgraphs": stream_subgraphs,
             "stream_resumable": stream_resumable,
@@ -174,6 +178,7 @@ class SyncCronClient:
         multitask_strategy: str | None = None,
         end_time: datetime | None = None,
         enabled: bool | None = None,
+        timezone: str | tzinfo | None = None,
         stream_mode: StreamMode | Sequence[StreamMode] | None = None,
         stream_subgraphs: bool | None = None,
         stream_resumable: bool | None = None,
@@ -187,7 +192,7 @@ class SyncCronClient:
             assistant_id: The assistant ID or graph name to use for the cron job.
                 If using graph name, will default to first assistant created from that graph.
             schedule: The cron schedule to execute this job on.
-                Schedules are interpreted in UTC.
+                Schedules are interpreted in UTC unless a timezone is specified.
             input: The input to the graph.
             metadata: Metadata to assign to the cron job runs.
             config: The configuration for the assistant.
@@ -205,6 +210,7 @@ class SyncCronClient:
                 Must be one of 'reject', 'interrupt', 'rollback', or 'enqueue'.
             end_time: The time to stop running the cron job. If not provided, the cron job will run indefinitely.
             enabled: Whether the cron job is enabled. By default, it is considered enabled.
+            timezone: IANA timezone for the cron schedule. Accepts a string (e.g. 'America/New_York') or a ``datetime.tzinfo`` instance (e.g. ``ZoneInfo("America/New_York")``).
             stream_mode: The stream mode(s) to use.
             stream_subgraphs: Whether to stream output from subgraphs.
             stream_resumable: Whether to persist the stream chunks in order to resume the stream later.
@@ -259,6 +265,7 @@ class SyncCronClient:
             "multitask_strategy": multitask_strategy,
             "end_time": end_time.isoformat() if end_time else None,
             "enabled": enabled,
+            "timezone": _resolve_timezone(timezone),
             "stream_mode": stream_mode,
             "stream_subgraphs": stream_subgraphs,
             "stream_resumable": stream_resumable,
@@ -313,6 +320,7 @@ class SyncCronClient:
         interrupt_after: All | list[str] | None = None,
         on_run_completed: OnCompletionBehavior | None = None,
         enabled: bool | None = None,
+        timezone: str | tzinfo | None = None,
         stream_mode: StreamMode | Sequence[StreamMode] | None = None,
         stream_subgraphs: bool | None = None,
         stream_resumable: bool | None = None,
@@ -325,7 +333,7 @@ class SyncCronClient:
         Args:
             cron_id: The cron ID to update.
             schedule: The cron schedule to execute this job on.
-                Schedules are interpreted in UTC.
+                Schedules are interpreted in UTC unless a timezone is specified.
             end_time: The end date to stop running the cron.
             input: The input to the graph.
             metadata: Metadata to assign to the cron job runs.
@@ -339,6 +347,7 @@ class SyncCronClient:
                 after execution. 'keep' creates a new thread for each execution but does not
                 clean them up.
             enabled: Enable or disable the cron job.
+            timezone: IANA timezone for the cron schedule. Accepts a string (e.g. 'America/New_York') or a ``datetime.tzinfo`` instance (e.g. ``ZoneInfo("America/New_York")``).
             stream_mode: The stream mode(s) to use.
             stream_subgraphs: Whether to stream output from subgraphs.
             stream_resumable: Whether to persist the stream chunks in order to resume the stream later.
@@ -373,6 +382,7 @@ class SyncCronClient:
             "interrupt_after": interrupt_after,
             "on_run_completed": on_run_completed,
             "enabled": enabled,
+            "timezone": _resolve_timezone(timezone),
             "stream_mode": stream_mode,
             "stream_subgraphs": stream_subgraphs,
             "stream_resumable": stream_resumable,

libs/sdk-py/langgraph_sdk/cache.py

@@ -7,8 +7,13 @@ Values must be JSON-serializable (dicts, lists, strings, numbers, booleans,
 
 from __future__ import annotations
 
+from collections.abc import Awaitable, Callable
 from datetime import timedelta
-from typing import Any
+from typing import Any, Generic, Literal, TypeVar
+
+T = TypeVar("T")
+
+CacheStatus = Literal["miss", "fresh", "stale", "expired"]
 
 try:
     from langgraph_api.cache import (  # type: ignore[unresolved-import]
@@ -22,9 +27,29 @@ except ImportError:
     _cache_set = None
 
 
+try:
+    from langgraph_api.cache import SWRResult  # type: ignore[unresolved-import]
+    from langgraph_api.cache import swr as _api_swr  # type: ignore[unresolved-import]
+
+except ImportError:
+    _api_swr = None
+
+    class SWRResult(Generic[T]):
+        """Result wrapper returned by :func:`swr`."""
+
+        value: T
+        status: CacheStatus
+
+        async def mutate(self, value: T = ...) -> T:  # type: ignore[assignment]
+            """Update or revalidate the cached value."""
+            ...
+
+
 __all__ = [
+    "SWRResult",
     "cache_get",
     "cache_set",
+    "swr",
 ]
 
 
@@ -60,3 +85,56 @@ async def cache_set(key: str, value: Any, *, ttl: timedelta | None = None) -> No
             "(https://docs.langchain.com/langsmith/deployments)."
         )
     await _cache_set(key, value, ttl)
+
+
+async def swr(
+    key: str,
+    loader: Callable[[], Awaitable[T]],
+    *,
+    fresh_for: timedelta | None = None,
+    max_age: timedelta | None = None,
+    model: type[T] | None = None,
+) -> SWRResult[T]:
+    """Load a cached value using stale-while-revalidate semantics.
+
+    This helper is server-side only and is intended for caching internal async
+    dependencies such as auth or metadata lookups.
+
+    Args:
+        key: Cache key.
+        loader: Async callable that fetches the value on miss/revalidation.
+        fresh_for: How long a cached value is considered fresh (no revalidation).
+            Defaults to ``timedelta(0)`` so every access triggers a background
+            revalidate while still returning the cached value instantly. Values
+            above :data:`MAX_CACHE_TTL` are clamped to the backend maximum.
+        max_age: Total lifetime of a cached entry. After this, the next access
+            blocks on the loader. Defaults to :data:`MAX_CACHE_TTL` (24 h by
+            default). Values above :data:`MAX_CACHE_TTL` are clamped to the
+            backend maximum.
+        model: Optional Pydantic model class. When provided, values are
+            serialized via ``model_dump(mode="json")`` before storage and
+            deserialized via ``model.model_validate()`` on read.
+
+    Returns:
+        An :class:`SWRResult` with ``.value``, ``.status``, and an async
+        ``.mutate()`` method.
+
+    Semantics:
+    - cache miss: await ``loader()``, store the value, return it
+    - fresh hit (age < fresh_for): return the cached value
+    - stale hit (fresh_for <= age < max_age): return the cached value
+      immediately and trigger a best-effort background refresh
+    - expired (age >= max_age): await ``loader()``, store the value, return it
+    """
+    if _api_swr is None:
+        raise RuntimeError(
+            "Cache is only available server-side within the LangGraph Agent Server "
+            "(https://docs.langchain.com/langsmith/deployments)."
+        )
+    if fresh_for is None:
+        fresh_for = timedelta(0)
+    if max_age is None:
+        max_age = timedelta(days=1)
+    return await _api_swr(
+        key, loader, fresh_for=fresh_for, max_age=max_age, model=model
+    )

libs/sdk-py/langgraph_sdk/schema.py

@@ -385,6 +385,8 @@ class Cron(TypedDict):
     """The end date to stop running the cron."""
     schedule: str
     """The schedule to run, cron format."""
+    timezone: str | None
+    """IANA timezone for the cron schedule (e.g. 'America/New_York'). Defaults to null, which is treated as UTC."""
     created_at: datetime
     """The time the cron was created."""
     updated_at: datetime
@@ -406,6 +408,8 @@ class CronUpdate(TypedDict, total=False):
 
     schedule: str
     """The cron schedule to execute this job on."""
+    timezone: str
+    """IANA timezone for the cron schedule (e.g. 'America/New_York')."""
     end_time: datetime
     """The end date to stop running the cron."""
     input: Input
@@ -482,6 +486,7 @@ CronSelectField = Literal[
     "thread_id",
     "end_time",
     "schedule",
+    "timezone",
     "created_at",
     "updated_at",
     "user_id",

libs/sdk-py/pyproject.toml

@@ -30,10 +30,10 @@ test = [
     "pytest-watch",
 ]
 lint = [
-    "ruff==0.15.5",
+    "ruff==0.15.6",
     "codespell",
     "mypy==1.19.1",
-    "ty==0.0.21",
+    "ty==0.0.23",
     "starlette",
 ]
 dev = [

libs/sdk-py/tests/test_cache.py

@@ -0,0 +1,69 @@
+from datetime import timedelta
+from unittest.mock import AsyncMock
+
+import pytest
+
+import langgraph_sdk.cache as cache_module
+
+
+@pytest.mark.asyncio
+async def test_swr_proxies_to_server_impl(monkeypatch):
+    loader = AsyncMock(return_value={"ok": True})
+    forwarded = {}
+
+    async def fake_swr(key, inner_loader, *, fresh_for, max_age, model):
+        forwarded["key"] = key
+        forwarded["fresh_for"] = fresh_for
+        forwarded["max_age"] = max_age
+        forwarded["model"] = model
+        return await inner_loader()
+
+    monkeypatch.setattr(cache_module, "_api_swr", fake_swr)
+
+    result = await cache_module.swr(
+        "test-key",
+        loader,
+        fresh_for=timedelta(seconds=1),
+        max_age=timedelta(seconds=10),
+    )
+
+    assert result == {"ok": True}
+    assert forwarded == {
+        "key": "test-key",
+        "fresh_for": timedelta(seconds=1),
+        "max_age": timedelta(seconds=10),
+        "model": None,
+    }
+    loader.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_swr_requires_server_runtime(monkeypatch):
+    monkeypatch.setattr(cache_module, "_api_swr", None)
+
+    with pytest.raises(RuntimeError, match="Cache is only available server-side"):
+        await cache_module.swr(
+            "test-key",
+            AsyncMock(return_value="unused"),
+            fresh_for=timedelta(seconds=1),
+            max_age=timedelta(seconds=10),
+        )
+
+
+@pytest.mark.asyncio
+async def test_swr_defaults(monkeypatch):
+    """fresh_for defaults to 0, max_age defaults to 1 day."""
+    loader = AsyncMock(return_value="val")
+    forwarded = {}
+
+    async def fake_swr(_key, inner_loader, *, fresh_for, max_age, model):  # noqa: ARG001
+        forwarded["fresh_for"] = fresh_for
+        forwarded["max_age"] = max_age
+        return await inner_loader()
+
+    monkeypatch.setattr(cache_module, "_api_swr", fake_swr)
+
+    await cache_module.swr("k", loader)
+
+    assert forwarded["fresh_for"] == timedelta(0)
+    assert forwarded["max_age"] == timedelta(days=1)

libs/sdk-py/uv.lock

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