release: Checkpointers 3.0 (#6313)

In this PR:

- Bump `langgraph-checkpoint` to 3.0
- Bump `langgraph-checkpoint-sqlite` to 3.0; Update
`langgraph-checkpoint` deps to >=3,<4
- Bump `langgraph-checkpoint-postgres` to 3.0; Update
`langgraph-checkpoint` max to <4 (keep prior min since the deprecated
functionality wasn't explicitly used)
- Bump `langgraph` to 1.0.1; update `langgraph-checkpoint` max bound to
4
- Bump `prebuilt` to 1.0.1; update `langgraph-checkpoint` max bound to 4

.github/workflows/_integration_test.yml

@@ -14,6 +14,7 @@ jobs:
         python-version:
           - "3.10"
           - "3.11"
+          - "3.14"
         example:
           - name: A
             workdir: libs/cli/examples

.github/workflows/_lint.yml

@@ -48,7 +48,7 @@ jobs:
       - name: Install dependencies
         if: steps.changed-files.outputs.all
         working-directory: ${{ inputs.working-directory }}
-        run: uv sync --frozen --group dev
+        run: uv sync --frozen --group lint
 
       - name: Get .mypy_cache to speed up mypy
         if: steps.changed-files.outputs.all
@@ -74,7 +74,7 @@ jobs:
       - name: Install test dependencies
         if: steps.changed-files.outputs.all
         working-directory: ${{ inputs.working-directory }}
-        run: uv sync --group dev
+        run: uv sync --group lint
 
       - name: Get .mypy_cache_test to speed up mypy
         if: steps.changed-files.outputs.all

.github/workflows/_test.yml

@@ -21,6 +21,7 @@ jobs:
           - "3.11"
           - "3.12"
           - "3.13"
+          - "3.14"
 
     name: "test #${{ matrix.python-version }}"
     steps:
@@ -41,7 +42,7 @@ jobs:
       - name: Install dependencies
         shell: bash
         working-directory: ${{ inputs.working-directory }}
-        run: uv sync --frozen --group dev
+        run: uv sync --frozen --group test --no-dev
 
       - name: Run tests
         shell: bash

.github/workflows/_test_langgraph.yml

@@ -16,6 +16,7 @@ jobs:
           - "3.11"
           - "3.12"
           - "3.13"
+          - "3.14"
 
     defaults:
       run:
@@ -38,7 +39,7 @@ jobs:
 
       - name: Install dependencies
         shell: bash
-        run: uv sync --frozen --group dev
+        run: uv sync --frozen --group test --no-dev
 
       - name: Run tests
         shell: bash

.github/workflows/baseline.yml

@@ -26,7 +26,7 @@ jobs:
           enable-cache: true
           cache-suffix: "bench"
       - name: Install dependencies
-        run: uv sync --group dev
+        run: uv sync --group test
       - name: Run benchmarks
         run: OUTPUT=out/benchmark-baseline.json make -s benchmark
       - name: Save outputs

.github/workflows/bench.yml

@@ -28,7 +28,7 @@ jobs:
           enable-cache: true
           cache-suffix: "bench"
       - name: Install dependencies
-        run: uv sync --group dev
+        run: uv sync --group test
       - name: Download baseline
         uses: actions/cache/restore@v4
         with:

.github/workflows/deploy_docs.yml

@@ -1,9 +1,12 @@
-name: Deploy Docs Redirects
+name: Deploy Docs
 
 on:
   push:
     branches:
       - main
+  pull_request:
+    branches:
+      - main
   workflow_dispatch:
 
 permissions:
@@ -20,6 +23,18 @@ defaults:
     working-directory: docs
 
 jobs:
+  get-changed-files:
+    runs-on: ubuntu-latest
+    outputs:
+      changed-files: ${{ steps.changed-files.outputs.added_modified }}
+    steps:
+      - uses: actions/checkout@v5
+      - name: Get changed files
+        id: changed-files
+        uses: Ana06/get-changed-files@v2.3.0
+        with:
+          filter: "docs/docs/**"
+
   deploy:
     runs-on: ubuntu-latest
     timeout-minutes: 10 # Job will be cancelled if it runs for more than 10 minutes
@@ -47,21 +62,84 @@ jobs:
             uv run pip install "git+https://${GITHUB_TOKEN}@github.com/langchain-ai/mkdocs-material-insiders.git"
           fi
 
+      - name: Run unit tests
+        # Run unit tests on the docs build pipeline
+        run: make tests
+      - name: Lint Docs
+        # This step lints the docs using the existing linting set up.
+        # It should be very fast and should not require any external services.
+        run: make lint-docs
       - name: Build llms-text
         run: make llms-text
-
-      - name: Build site (redirects only)
-        run: make build-docs
+      - name: Build site
+        run: |
+          # If this is main branch, then we want to download stats. we do this 
+          # with the env variable DOWNLOAD_STATS=true
+          if [ "${{ github.ref }}" == "refs/heads/main" ]; then
+            DOWNLOAD_STATS=true make build-docs
+          else
+            make build-docs
+          fi
         env:
+          MKDOCS_GIT_COMMITTERS_APIKEY: ${{ secrets.MKDOCS_GIT_COMMITTERS_APIKEY }}
           OPENAI_API_KEY: sf-proj-1234567890 # fake placeholder, shouldn't actually be used
           ANTHROPIC_API_KEY: sk-ant-api03-1234567890 # fake placeholder, shouldn't actually be used
+      - name: Check links in notebooks
+        env:
+          LANGCHAIN_API_KEY: test
+        if: github.event_name == 'schedule'
+        run: |
+          if [ "${{ github.event_name }}" == "schedule" ]; then
+            echo "Running link check on all HTML files matching notebooks in docs directory..."
+            uv run pytest -v \
+              --check-links-ignore "https://(api|web|docs)\.smith\.langchain\.com/.*" \
+              --check-links-ignore "https://academy\.langchain\.com/.*" \
+              --check-links-ignore "https://x.com/.*" \
+              --check-links-ignore "https://twitter.com/.*" \
+              --check-links-ignore "https://github\.com/.*" \
+              --check-links-ignore "http://localhost:8123/.*" \
+              --check-links-ignore "http://localhost:2024.*" \
+              --check-links-ignore "http://127.0.0.1:.*" \
+              --check-links-ignore "/.*\.(ipynb|html)$" \
+              --check-links-ignore "https://python\.langchain\.com/.*" \
+              --check-links-ignore "https://openai\.com/.*" \
+              --check-links-ignore "https://www\.uber\.com/.*" \
+              --check-links-ignore "https://pepy\.tech/.*" \
+              --check-links-ignore "docs/docs/static/wordmark_*" \
+              --check-links $(find site -name "index.html" | grep -v 'storm/index.html')
+              
+          else
+            echo "Fetching changes from origin/main..."
+            git fetch origin main
+            echo "Checking for changed notebook files..."
+            CHANGED_FILES=$(git diff --name-only --diff-filter=d origin/main | grep 'docs/docs/.*\.ipynb$' | grep -v 'storm.ipynb' | sed -E 's|^docs/docs/|site/|; s/\.ipynb$/\/index.html/' || true)
+            echo "Changed files: ${CHANGED_FILES}"
+            if [ -n "${CHANGED_FILES}" ]; then
+              echo "Running link check on HTML files matching changed notebook files..."
+              uv run pytest -v \
+                --check-links-ignore "https://(api|web|docs)\.smith\.langchain\.com/.*" \
+                --check-links-ignore "https://academy\.langchain\.com/.*" \
+                --check-links-ignore "http://localhost:8123/.*" \
+                --check-links-ignore "http://localhost:2024.*" \
+                --check-links-ignore "http://127.0.0.1:.*" \
+                --check-links-ignore "https://x.com/.*" \
+                --check-links-ignore "https://twitter.com/.*" \
+                --check-links-ignore "https://github\.com/.*" \
+                --check-links-ignore "/.*\.(ipynb|html)$" \
+                --check-links-ignore "docs/docs/static/wordmark_*" \
+                --check-links ${CHANGED_FILES} \
+                || ([ $? = 5 ] && exit 0 || exit $?)
+            else
+              echo "No notebook files changed."
+            fi
+          fi
 
       - name: Configure GitHub Pages
         if: github.ref == 'refs/heads/main'
         uses: actions/configure-pages@v5
 
       - name: Upload Pages Artifact
-        if: github.ref == 'refs/heads/main'
+        # if: github.ref == 'refs/heads/main'
         uses: actions/upload-pages-artifact@v4
         with:
           path: ./docs/site/

.github/workflows/release.yml

@@ -221,7 +221,7 @@ jobs:
           uv run python -c "import $IMPORT_NAME; print(dir($IMPORT_NAME))"
 
       - name: Import test dependencies
-        run: uv sync --group dev
+        run: uv sync --group test
         working-directory: ${{ inputs.working-directory }}
 
       # Overwrite the local version of the package with the test PyPI version.

docs/_scripts/notebook_hooks.py

@@ -27,66 +27,66 @@ DISABLED = os.getenv("DISABLE_NOTEBOOK_CONVERT") in ("1", "true", "True")
 
 REDIRECT_MAP = {
     # lib redirects
-    "how-tos/stream-values.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/stream-updates.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming-content.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/stream-multiple.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming-tokens-without-langchain.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming-from-final-node.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming-events-from-within-tools-without-langchain.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/stream-values.ipynb": "how-tos/streaming.md#stream-graph-state",
+    "how-tos/stream-updates.ipynb": "how-tos/streaming.md#stream-graph-state",
+    "how-tos/streaming-content.ipynb": "how-tos/streaming.md",
+    "how-tos/stream-multiple.ipynb": "how-tos/streaming.md#stream-multiple-nodes",
+    "how-tos/streaming-tokens-without-langchain.ipynb": "how-tos/streaming.md#use-with-any-llm",
+    "how-tos/streaming-from-final-node.ipynb": "how-tos/streaming-specific-nodes.ipynb",
+    "how-tos/streaming-events-from-within-tools-without-langchain.ipynb": "how-tos/streaming-events-from-within-tools.ipynb#example-without-langchain",
     # graph-api
-    "how-tos/state-reducers.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#define-and-update-state",
-    "how-tos/sequence.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-a-sequence-of-steps",
-    "how-tos/branching.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-branches",
-    "how-tos/recursion-limit.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-and-control-loops",
-    "how-tos/visualization.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#visualize-your-graph",
-    "how-tos/input_output_schema.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#define-input-and-output-schemas",
-    "how-tos/pass_private_state.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#pass-private-state-between-nodes",
-    "how-tos/state-model.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#use-pydantic-models-for-graph-state",
-    "how-tos/map-reduce.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#map-reduce-and-the-send-api",
-    "how-tos/command.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#combine-control-flow-and-state-updates-with-command",
-    "how-tos/configuration.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#add-runtime-configuration",
-    "how-tos/node-retries.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#add-retry-policies",
-    "how-tos/return-when-recursion-limit-hits.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#impose-a-recursion-limit",
-    "how-tos/async.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#async",
+    "how-tos/state-reducers.ipynb": "how-tos/graph-api.md#define-and-update-state",
+    "how-tos/sequence.ipynb": "how-tos/graph-api.md#create-a-sequence-of-steps",
+    "how-tos/branching.ipynb": "how-tos/graph-api.md#create-branches",
+    "how-tos/recursion-limit.ipynb": "how-tos/graph-api.md#create-and-control-loops",
+    "how-tos/visualization.ipynb": "how-tos/graph-api.md#visualize-your-graph",
+    "how-tos/input_output_schema.ipynb": "how-tos/graph-api.md#define-input-and-output-schemas",
+    "how-tos/pass_private_state.ipynb": "how-tos/graph-api.md#pass-private-state-between-nodes",
+    "how-tos/state-model.ipynb": "how-tos/graph-api.md#use-pydantic-models-for-graph-state",
+    "how-tos/map-reduce.ipynb": "how-tos/graph-api.md#map-reduce-and-the-send-api",
+    "how-tos/command.ipynb": "how-tos/graph-api.md#combine-control-flow-and-state-updates-with-command",
+    "how-tos/configuration.ipynb": "how-tos/graph-api.md#add-runtime-configuration",
+    "how-tos/node-retries.ipynb": "how-tos/graph-api.md#add-retry-policies",
+    "how-tos/return-when-recursion-limit-hits.ipynb": "how-tos/graph-api.md#impose-a-recursion-limit",
+    "how-tos/async.ipynb": "how-tos/graph-api.md#async",
     # memory how-tos
-    "how-tos/memory/manage-conversation-history.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "how-tos/memory/delete-messages.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#delete-messages",
-    "how-tos/memory/add-summary-conversation-history.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#summarize-messages",
-    "how-tos/memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/memory/manage-conversation-history.ipynb": "how-tos/memory/add-memory.md",
+    "how-tos/memory/delete-messages.ipynb": "how-tos/memory/add-memory.md#delete-messages",
+    "how-tos/memory/add-summary-conversation-history.ipynb": "how-tos/memory/add-memory.md#summarize-messages",
+    "how-tos/memory.ipynb": "how-tos/memory/add-memory.md",
+    "agents/memory.ipynb": "how-tos/memory/add-memory.md",
     # subgraph how-tos
-    "how-tos/subgraph-transform-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs#different-state-schemas",
-    "how-tos/subgraphs-manage-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs#add-persistence",
+    "how-tos/subgraph-transform-state.ipynb": "how-tos/subgraph.md#different-state-schemas",
+    "how-tos/subgraphs-manage-state.ipynb": "how-tos/subgraph.md#add-persistence",
     # persistence how-tos
-    "how-tos/persistence_postgres.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
-    "how-tos/persistence_mongodb.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
-    "how-tos/persistence_redis.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
-    "how-tos/subgraph-persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-with-subgraphs",
-    "how-tos/cross-thread-persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#add-long-term-memory",
-    "cloud/how-tos/copy_threads": "https://docs.langchain.com/langsmith/use-threads",
-    "cloud/how-tos/check-thread-status": "https://docs.langchain.com/langsmith/use-threads",
-    "cloud/concepts/threads.md": "https://docs.langchain.com/oss/python/langgraph/persistence#threads",
-    "how-tos/persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/persistence_postgres.ipynb": "how-tos/memory/add-memory.md#use-in-production",
+    "how-tos/persistence_mongodb.ipynb": "how-tos/memory/add-memory.md#use-in-production",
+    "how-tos/persistence_redis.ipynb": "how-tos/memory/add-memory.md#use-in-production",
+    "how-tos/subgraph-persistence.ipynb": "how-tos/memory/add-memory.md#use-with-subgraphs",
+    "how-tos/cross-thread-persistence.ipynb": "how-tos/memory/add-memory.md#add-long-term-memory",
+    "cloud/how-tos/copy_threads": "cloud/how-tos/use_threads",
+    "cloud/how-tos/check-thread-status": "cloud/how-tos/use_threads",
+    "cloud/concepts/threads.md": "concepts/persistence.md#threads",
+    "how-tos/persistence.ipynb": "how-tos/memory/add-memory.md",
     # tool calling how-tos
-    "how-tos/tool-calling-errors.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/pass-config-to-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/pass-run-time-values-to-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/update-state-from-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "agents/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "how-tos/tool-calling-errors.ipynb": "how-tos/tool-calling.ipynb#handle-errors",
+    "how-tos/pass-config-to-tools.ipynb": "how-tos/tool-calling.ipynb#access-config",
+    "how-tos/pass-run-time-values-to-tools.ipynb": "how-tos/tool-calling.ipynb#read-state",
+    "how-tos/update-state-from-tools.ipynb": "how-tos/tool-calling.ipynb#update-state",
+    "agents/tools.md": "how-tos/tool-calling.md",
     # multi-agent how-tos
-    "how-tos/agent-handoffs.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "how-tos/multi-agent-network.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "how-tos/multi-agent-multi-turn-convo.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "how-tos/agent-handoffs.ipynb": "how-tos/multi_agent.md#handoffs",
+    "how-tos/multi-agent-network.ipynb": "how-tos/multi_agent.md#use-in-a-multi-agent-system",
+    "how-tos/multi-agent-multi-turn-convo.ipynb": "how-tos/multi_agent.md#multi-turn-conversation",
     # cloud redirects
-    "cloud/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "cloud/how-tos/index.md": "https://docs.langchain.com/langsmith/home",
-    "cloud/concepts/api.md": "https://docs.langchain.com/langsmith/langgraph-server",
-    "cloud/concepts/cloud.md": "https://docs.langchain.com/langsmith/cloud",
-    "cloud/faq/studio.md": "https://docs.langchain.com/langsmith/studio",
-    "cloud/how-tos/human_in_the_loop_edit_state.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
-    "cloud/how-tos/human_in_the_loop_user_input.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
-    "concepts/platform_architecture.md": "https://docs.langchain.com/langsmith/cloud#architecture",
+    "cloud/index.md": "index.md",
+    "cloud/how-tos/index.md": "concepts/langgraph_platform",
+    "cloud/concepts/api.md": "concepts/langgraph_server.md",
+    "cloud/concepts/cloud.md": "concepts/langgraph_cloud.md",
+    "cloud/faq/studio.md": "concepts/langgraph_studio.md#studio-faqs",
+    "cloud/how-tos/human_in_the_loop_edit_state.md": "cloud/how-tos/add-human-in-the-loop.md",
+    "cloud/how-tos/human_in_the_loop_user_input.md": "cloud/how-tos/add-human-in-the-loop.md",
+    "concepts/platform_architecture.md": "concepts/langgraph_cloud#architecture",
     # cloud streaming redirects
     "cloud/how-tos/stream_values.md": "https://docs.langchain.com/langsmith/streaming",
     "cloud/how-tos/stream_updates.md": "https://docs.langchain.com/langsmith/streaming",
@@ -94,39 +94,39 @@ REDIRECT_MAP = {
     "cloud/how-tos/stream_events.md": "https://docs.langchain.com/langsmith/streaming",
     "cloud/how-tos/stream_debug.md": "https://docs.langchain.com/langsmith/streaming",
     "cloud/how-tos/stream_multiple.md": "https://docs.langchain.com/langsmith/streaming",
-    "cloud/concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "agents/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "cloud/concepts/streaming.md": "concepts/streaming.md",
+    "agents/streaming.md": "how-tos/streaming.md",
     # prebuilt redirects
-    "how-tos/create-react-agent.ipynb": "https://docs.langchain.com/oss/python/langchain/agents#basic-configuration",
-    "how-tos/create-react-agent-memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "how-tos/create-react-agent-system-prompt.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "how-tos/create-react-agent-structured-output.ipynb": "https://docs.langchain.com/oss/python/langchain/agents#structured-output",
+    "how-tos/create-react-agent.ipynb": "agents/agents.md#basic-configuration",
+    "how-tos/create-react-agent-memory.ipynb": "agents/memory.md",
+    "how-tos/create-react-agent-system-prompt.ipynb": "agents/context.md#prompts",
+    "how-tos/create-react-agent-structured-output.ipynb": "agents/agents.md#structured-output",
     # misc
-    "prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "reference/prebuilt.md": "https://reference.langchain.com/python/langgraph/agents/",
-    "concepts/high_level.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/v0-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/introduction.ipynb": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/deployment.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
+    "prebuilt.md": "agents/prebuilt.md",
+    "reference/prebuilt.md": "reference/agents.md",
+    "concepts/high_level.md": "index.md",
+    "concepts/index.md": "index.md",
+    "concepts/v0-human-in-the-loop.md": "concepts/human-in-the-loop.md",
+    "how-tos/index.md": "index.md",
+    "tutorials/introduction.ipynb": "concepts/why-langgraph.md",
+    "agents/deployment.md": "tutorials/langgraph-platform/local-server.md",
     # deployment redirects
-    "how-tos/deploy-self-hosted.md": "https://docs.langchain.com/langsmith/hosting",
-    "concepts/self_hosted.md": "https://docs.langchain.com/langsmith/hosting",
-    "tutorials/deployment.md": "https://docs.langchain.com/langsmith/deployments",
+    "how-tos/deploy-self-hosted.md": "cloud/deployment/self_hosted_data_plane.md",
+    "concepts/self_hosted.md": "concepts/langgraph_self_hosted_data_plane.md",
+    "tutorials/deployment.md": "concepts/deployment_options.md",
     # assistant redirects
-    "cloud/how-tos/assistant_versioning.md": "https://docs.langchain.com/langsmith/configuration-cloud",
-    "cloud/concepts/runs.md": "https://docs.langchain.com/langsmith/assistants#execution",
+    "cloud/how-tos/assistant_versioning.md": "cloud/how-tos/configuration_cloud.md",
+    "cloud/concepts/runs.md": "concepts/assistants.md#execution",
     # hitl redirects
-    "how-tos/wait-user-input-functional.ipynb": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "how-tos/review-tool-calls-functional.ipynb": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "how-tos/create-react-agent-hitl.ipynb": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "agents/human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/human_in_the_loop/dynamic_breakpoints.ipynb": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "concepts/breakpoints.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/human_in_the_loop/breakpoints.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "cloud/how-tos/human_in_the_loop_breakpoint.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
-    "how-tos/human_in_the_loop/edit-graph-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
+    "how-tos/wait-user-input-functional.ipynb": "how-tos/use-functional-api.md",
+    "how-tos/review-tool-calls-functional.ipynb": "how-tos/use-functional-api.md",
+    "how-tos/create-react-agent-hitl.ipynb": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
+    "agents/human-in-the-loop.md": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
+    "how-tos/human_in_the_loop/dynamic_breakpoints.ipynb": "how-tos/human_in_the_loop/breakpoints.md",
+    "concepts/breakpoints.md": "concepts/human_in_the_loop.md",
+    "how-tos/human_in_the_loop/breakpoints.md": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
+    "cloud/how-tos/human_in_the_loop_breakpoint.md": "cloud/how-tos/add-human-in-the-loop.md",
+    "how-tos/human_in_the_loop/edit-graph-state.ipynb": "how-tos/human_in_the_loop/time-travel.md",
 
     # LGP mintlify migration redirects
     "tutorials/auth/getting_started.md": "https://docs.langchain.com/langsmith/auth",
@@ -141,7 +141,7 @@ REDIRECT_MAP = {
     "concepts/langgraph_server.md": "https://docs.langchain.com/langsmith/langgraph-server",
     "concepts/langgraph_data_plane.md": "https://docs.langchain.com/langsmith/data-plane",
     "concepts/langgraph_control_plane.md": "https://docs.langchain.com/langsmith/control-plane",
-    "concepts/langgraph_cli.md": "https://docs.langchain.com/langsmith/cli",
+    "concepts/langgraph_cli.md": "https://docs.langchain.com/langsmith/langgraph-cli",
     "concepts/langgraph_studio.md": "https://docs.langchain.com/langsmith/studio",
     "cloud/how-tos/studio/quick_start.md": "https://docs.langchain.com/langsmith/quick-start-studio",
     "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langsmith/use-studio#run-application",
@@ -206,234 +206,6 @@ REDIRECT_MAP = {
     "cloud/reference/cli.md": "https://docs.langchain.com/langsmith/cli",
     "cloud/reference/env_var.md": "https://docs.langchain.com/langsmith/env-var",
     "troubleshooting/studio.md": "https://docs.langchain.com/langsmith/troubleshooting-studio",
-
-    # LangGraph mintlify migration redirects
-    "index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/agents.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/get-started/1-build-basic-chatbot.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/2-add-tools.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/3-add-memory.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/4-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/5-customize-state.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/6-time-travel.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/langsmith/local-server.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
-    "tutorials/workflows.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "agents/overview.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "agents/run_agents.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "concepts/low_level.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "how-tos/graph-api.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "concepts/functional_api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "how-tos/use-functional-api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "concepts/pregel.md": "https://docs.langchain.com/oss/python/langgraph/pregel",
-    "concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "concepts/persistence.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
-    "concepts/durable_execution.md": "https://docs.langchain.com/oss/python/langgraph/durable-execution",
-    "concepts/memory.md": "https://docs.langchain.com/oss/python/langgraph/memory",
-    "how-tos/memory/add-memory.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/context.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/models.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/tool-calling.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "concepts/human_in_the_loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/human_in_the_loop/add-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "concepts/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
-    "how-tos/human_in_the_loop/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
-    "concepts/subgraphs.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
-    "how-tos/subgraph.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
-    "concepts/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "agents/multi-agent.md": "https://docs.langchain.com/oss/python/langchain/multi-agent",
-    "how-tos/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "concepts/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "how-tos/enable-tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "agents/evals.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/rag/langgraph_agentic_rag.md": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
-    "tutorials/multi_agent/agent_supervisor.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "tutorials/sql/sql-agent.md": "https://docs.langchain.com/oss/python/langgraph/sql-agent",
-    "agents/ui.md": "https://docs.langchain.com/oss/python/langgraph/ui",
-    "how-tos/run-id-langsmith.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
-    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "adopters.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "concepts/faq.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "reference/index.md": "https://reference.langchain.com/python/langgraph/",
-    "reference/graphs.md": "https://reference.langchain.com/python/langgraph/graphs/",
-    "reference/func.md": "https://reference.langchain.com/python/langgraph/func/",
-    "reference/pregel.md": "https://reference.langchain.com/python/langgraph/pregel/",
-    "reference/checkpoints.md": "https://reference.langchain.com/python/langgraph/checkpoints/",
-    "reference/store.md": "https://reference.langchain.com/python/langgraph/store/",
-    "reference/cache.md": "https://reference.langchain.com/python/langgraph/cache/",
-    "reference/types.md": "https://reference.langchain.com/python/langgraph/types/",
-    "reference/runtime.md": "https://reference.langchain.com/python/langgraph/runtime/",
-    "reference/config.md": "https://reference.langchain.com/python/langgraph/config/",
-    "reference/errors.md": "https://reference.langchain.com/python/langgraph/errors/",
-    "reference/constants.md": "https://reference.langchain.com/python/langgraph/constants/",
-    "reference/channels.md": "https://reference.langchain.com/python/langgraph/channels/",
-    "reference/agents.md": "https://reference.langchain.com/python/langgraph/agents/",
-    "reference/supervisor.md": "https://reference.langchain.com/python/langgraph/supervisor/",
-    "reference/swarm.md": "https://reference.langchain.com/python/langgraph/swarm/",
-    "reference/mcp.md": "https://reference.langchain.com/python/langgraph/mcp/",
-    "cloud/reference/sdk/python_sdk_ref.md": "https://reference.langchain.com/python/platform/python_sdk/",
-    "reference/remote_graph.md": "https://reference.langchain.com/python/platform/remote_graph/",
-
-    # additional exclude-search entries from mkdocs.yml
-    "additional-resources/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "cloud/concepts/cron_jobs.md": "https://docs.langchain.com/langsmith/cron-jobs",
-    "cloud/concepts/data_storage_and_privacy.md": "https://docs.langchain.com/langsmith/data-storage-and-privacy",
-    "cloud/concepts/webhooks.md": "https://docs.langchain.com/langsmith/use-webhooks",
-    "cloud/deployment/cloud.md": "https://docs.langchain.com/langsmith/cloud",
-    "cloud/deployment/custom_docker.md": "https://docs.langchain.com/langsmith/custom-docker",
-    "cloud/deployment/egress.md": "https://docs.langchain.com/langsmith/env-var",
-    "cloud/deployment/graph_rebuild.md": "https://docs.langchain.com/langsmith/graph-rebuild",
-    "cloud/deployment/self_hosted_control_plane.md": "https://docs.langchain.com/langsmith/hosting",
-    "cloud/deployment/self_hosted_data_plane.md": "https://docs.langchain.com/langsmith/hosting",
-    "cloud/deployment/semantic_search.md": "https://docs.langchain.com/langsmith/semantic-search",
-    "cloud/deployment/setup_javascript.md": "https://docs.langchain.com/langsmith/setup-javascript",
-    "cloud/deployment/setup_pyproject.md": "https://docs.langchain.com/langsmith/setup-pyproject",
-    "cloud/deployment/setup.md": "https://docs.langchain.com/langsmith/setup-app-requirements-txt",
-    "cloud/deployment/standalone_container.md": "https://docs.langchain.com/langsmith/docker",
-    "cloud/how-tos/add-human-in-the-loop.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
-    "cloud/how-tos/background_run.md": "https://docs.langchain.com/langsmith/background-run",
-    "cloud/how-tos/clone_traces_studio.md": "https://docs.langchain.com/langsmith/observability",
-    "cloud/how-tos/configurable_headers.md": "https://docs.langchain.com/langsmith/configurable-headers",
-    "cloud/how-tos/configuration_cloud.md": "https://docs.langchain.com/langsmith/configuration-cloud",
-    "cloud/how-tos/cron_jobs.md": "https://docs.langchain.com/langsmith/cron-jobs",
-    "cloud/how-tos/datasets_studio.md": "https://docs.langchain.com/langsmith/use-studio",
-    "cloud/how-tos/enqueue_concurrent.md": "https://docs.langchain.com/langsmith/enqueue-concurrent",
-    "cloud/how-tos/generative_ui_react.md": "https://docs.langchain.com/langsmith/generative-ui-react",
-    "cloud/how-tos/human_in_the_loop_time_travel.md": "https://docs.langchain.com/langsmith/human-in-the-loop-time-travel",
-    "cloud/how-tos/interrupt_concurrent.md": "https://docs.langchain.com/langsmith/interrupt-concurrent",
-    "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langsmith/use-studio",
-    "cloud/how-tos/iterate_graph_studio.md": "https://docs.langchain.com/langsmith/use-studio",
-    "cloud/how-tos/reject_concurrent.md": "https://docs.langchain.com/langsmith/reject-concurrent",
-    "cloud/how-tos/rollback_concurrent.md": "https://docs.langchain.com/langsmith/rollback-concurrent",
-    "cloud/how-tos/same-thread.md": "https://docs.langchain.com/langsmith/same-thread",
-    "cloud/how-tos/stateless_runs.md": "https://docs.langchain.com/langsmith/stateless-runs",
-    "cloud/how-tos/streaming.md": "https://docs.langchain.com/langsmith/streaming",
-    "cloud/how-tos/studio/manage_assistants.md": "https://docs.langchain.com/langsmith/use-studio",
-    "cloud/how-tos/studio/quick_start.md": "https://docs.langchain.com/langsmith/quick-start-studio",
-    "cloud/how-tos/studio/run_evals.md": "https://docs.langchain.com/langsmith/observability",
-    "cloud/how-tos/threads_studio.md": "https://docs.langchain.com/langsmith/use-threads",
-    "cloud/how-tos/use_stream_react.md": "https://docs.langchain.com/langsmith/use-stream-react",
-    "cloud/how-tos/use_threads.md": "https://docs.langchain.com/langsmith/use-threads",
-    "cloud/how-tos/webhooks.md": "https://docs.langchain.com/langsmith/use-webhooks",
-    "cloud/quick_start.md": "https://docs.langchain.com/langsmith/deployment-quickstart",
-    "cloud/reference/api/api_ref_control_plane.md": "https://docs.langchain.com/langsmith/api-ref-control-plane",
-    "cloud/reference/api/api_ref.md": "https://docs.langchain.com/langsmith/server-api-ref",
-    "cloud/reference/cli.md": "https://docs.langchain.com/langsmith/cli",
-    "cloud/reference/env_var.md": "https://docs.langchain.com/langsmith/env-var",
-    "cloud/reference/langgraph_server_changelog.md": "https://docs.langchain.com/langsmith/langgraph-server-changelog",
-    "cloud/reference/sdk/js_ts_sdk_ref.md": "https://reference.langchain.com/javascript/modules/langsmith.html",
-    "concepts/application_structure.md": "https://docs.langchain.com/langsmith/application-structure",
-    "concepts/assistants.md": "https://docs.langchain.com/langsmith/assistants",
-    "concepts/auth.md": "https://docs.langchain.com/langsmith/auth",
-    "concepts/deployment_options.md": "https://docs.langchain.com/langsmith/deployments",
-    "concepts/double_texting.md": "https://docs.langchain.com/langsmith/double-texting",
-    "concepts/faq.md": "https://docs.langchain.com/langsmith/faq",
-    "concepts/langgraph_cli.md": "https://docs.langchain.com/langsmith/cli",
-    "concepts/langgraph_cloud.md": "https://docs.langchain.com/langsmith/cloud",
-    "concepts/langgraph_components.md": "https://docs.langchain.com/langsmith/components",
-    "concepts/langgraph_control_plane.md": "https://docs.langchain.com/langsmith/control-plane",
-    "concepts/langgraph_data_plane.md": "https://docs.langchain.com/langsmith/data-plane",
-    "concepts/langgraph_platform.md": "https://docs.langchain.com/langsmith/home",
-    "concepts/langgraph_self_hosted_control_plane.md": "https://docs.langchain.com/langsmith/hosting",
-    "concepts/langgraph_self_hosted_data_plane.md": "https://docs.langchain.com/langsmith/hosting",
-    "concepts/langgraph_server.md": "https://docs.langchain.com/langsmith/langgraph-server",
-    "concepts/langgraph_standalone_container.md": "https://docs.langchain.com/langsmith/docker",
-    "concepts/langgraph_studio.md": "https://docs.langchain.com/langsmith/studio",
-    "concepts/plans.md": "https://docs.langchain.com/langsmith/home",
-    "concepts/scalability_and_resilience.md": "https://docs.langchain.com/langsmith/scalability-and-resilience",
-    "concepts/sdk.md": "https://docs.langchain.com/langsmith/sdk",
-    "concepts/server-mcp.md": "https://docs.langchain.com/langsmith/server-mcp",
-    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "how-tos/auth/custom_auth.md": "https://docs.langchain.com/langsmith/custom-auth",
-    "how-tos/auth/openapi_security.md": "https://docs.langchain.com/langsmith/openapi-security",
-    "how-tos/autogen-integration.md": "https://docs.langchain.com/langsmith/autogen-integration",
-    "how-tos/http/custom_lifespan.md": "https://docs.langchain.com/langsmith/custom-lifespan",
-    "how-tos/http/custom_middleware.md": "https://docs.langchain.com/langsmith/custom-middleware",
-    "how-tos/http/custom_routes.md": "https://docs.langchain.com/langsmith/custom-routes",
-    "how-tos/ttl/configure_ttl.md": "https://docs.langchain.com/langsmith/configure-ttl",
-    "how-tos/use-remote-graph.md": "https://docs.langchain.com/langsmith/use-remote-graph",
-    "index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "snippets/chat_model_tabs.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "troubleshooting/errors/GRAPH_RECURSION_LIMIT.md": "https://docs.langchain.com/oss/python/langgraph/GRAPH_RECURSION_LIMIT",
-    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
-    "troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CONCURRENT_GRAPH_UPDATE",
-    "troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_GRAPH_NODE_RETURN_VALUE",
-    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "troubleshooting/errors/MULTIPLE_SUBGRAPHS.md": "https://docs.langchain.com/oss/python/langgraph/MULTIPLE_SUBGRAPHS",
-    "troubleshooting/studio.md": "https://docs.langchain.com/langsmith/troubleshooting-studio",
-    "tutorials/auth/add_auth_server.md": "https://docs.langchain.com/langsmith/add-auth-server",
-    "tutorials/auth/getting_started.md": "https://docs.langchain.com/langsmith/auth",
-    "tutorials/auth/resource_auth.md": "https://docs.langchain.com/langsmith/resource-auth",
-    "agents/agents.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/langsmith/local-server.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
-    "tutorials/workflows.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "agents/overview.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "agents/run_agents.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "concepts/low_level.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "how-tos/graph-api.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "concepts/functional_api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "how-tos/use-functional-api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "concepts/pregel.md": "https://docs.langchain.com/oss/python/langgraph/pregel",
-    "concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "concepts/persistence.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
-    "concepts/durable_execution.md": "https://docs.langchain.com/oss/python/langgraph/durable-execution",
-    "concepts/memory.md": "https://docs.langchain.com/oss/python/langgraph/memory",
-    "how-tos/memory/add-memory.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/context.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/models.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/tool-calling.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "concepts/human_in_the_loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/human_in_the_loop/add-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "concepts/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
-    "how-tos/human_in_the_loop/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
-    "concepts/subgraphs.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
-    "how-tos/subgraph.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
-    "concepts/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "agents/multi-agent.md": "https://docs.langchain.com/oss/python/langchain/multi-agent",
-    "how-tos/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "concepts/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "how-tos/enable-tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "agents/evals.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/rag/langgraph_agentic_rag.md": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
-    "tutorials/multi_agent/agent_supervisor.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "tutorials/sql/sql-agent.md": "https://docs.langchain.com/oss/python/langgraph/sql-agent",
-    "agents/ui.md": "https://docs.langchain.com/oss/python/langgraph/ui",
-    "how-tos/run-id-langsmith.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "troubleshooting/errors/GRAPH_RECURSION_LIMIT.md": "https://docs.langchain.com/oss/python/langgraph/GRAPH_RECURSION_LIMIT",
-    "troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CONCURRENT_GRAPH_UPDATE",
-    "troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_GRAPH_NODE_RETURN_VALUE",
-    "troubleshooting/errors/MULTIPLE_SUBGRAPHS.md": "https://docs.langchain.com/oss/python/langgraph/MULTIPLE_SUBGRAPHS",
-    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
-    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "adopters.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "concepts/faq.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
 }
 
 
@@ -788,16 +560,10 @@ def on_post_page(html: str, page: Page, config: MkDocsConfig) -> str:
 # Create HTML files for redirects after site dir has been built
 def on_post_build(config):
     use_directory_urls = config.get("use_directory_urls")
-    site_dir = config["site_dir"]
-
-    # Track which paths have explicit redirects
-    redirected_paths = set()
-
-    # Process explicit redirects from REDIRECT_MAP
     for page_old, page_new in REDIRECT_MAP.items():
         # Convert .ipynb to .md for path calculation
         page_old = page_old.replace(".ipynb", ".md")
-
+        
         # Calculate the HTML path for the old page (whether it exists or not)
         if use_directory_urls:
             # With directory URLs: /path/to/page/ becomes /path/to/page/index.html
@@ -811,18 +577,15 @@ def on_post_build(config):
                 old_html_path = page_old[:-3] + ".html"
             else:
                 old_html_path = page_old + ".html"
-
-        # Track this path as redirected
-        redirected_paths.add(old_html_path)
-
+        
         if isinstance(page_new, str) and page_new.startswith("http"):
             # Handle external redirects
-            _write_html(site_dir, old_html_path, page_new)
+            _write_html(config["site_dir"], old_html_path, page_new)
         else:
             # Handle internal redirects
             page_new = page_new.replace(".ipynb", ".md")
             page_new_before_hash, hash, suffix = page_new.partition("#")
-
+            
             # Try to get the new path using File class, but fallback to manual calculation
             try:
                 new_html_path = File(page_new_before_hash, "", "", True).url
@@ -844,42 +607,5 @@ def on_post_build(config):
                     else:
                         new_html_path = page_new_before_hash + ".html"
                 new_html_path += hash + suffix
-
-            _write_html(site_dir, old_html_path, new_html_path)
-
-    # Create root index.html redirect
-    root_redirect_html = """<!doctype html>
-<html lang="en">
-<head>
-    <meta charset="utf-8">
-    <title>Redirecting to LangGraph Documentation</title>
-    <link rel="canonical" href="https://docs.langchain.com/oss/python/langgraph/overview">
-    <meta name="robots" content="noindex">
-    <script>var anchor=window.location.hash.substr(1);location.href="https://docs.langchain.com/oss/python/langgraph/overview"+(anchor?"#"+anchor:"")</script>
-    <meta http-equiv="refresh" content="0; url=https://docs.langchain.com/oss/python/langgraph/overview">
-</head>
-<body>
-<h1>Documentation has moved</h1>
-<p>The LangGraph documentation has moved to <a href="https://docs.langchain.com/oss/python/langgraph/overview">docs.langchain.com</a>.</p>
-<p>Redirecting you now...</p>
-</body>
-</html>
-"""
-
-    root_index_path = os.path.join(site_dir, "index.html")
-    with open(root_index_path, "w", encoding="utf-8") as f:
-        f.write(root_redirect_html)
-
-    # Create server-side catch-all redirect file for Netlify/Cloudflare Pages
-    # This handles any pages not explicitly mapped in REDIRECT_MAP
-    redirects_content = """# Netlify/Cloudflare Pages redirect rules
-# Specific redirects are handled by individual HTML redirect pages
-# This is the catch-all for any unmapped pages
-
-# Catch-all: redirect any page not explicitly mapped
-/*  https://docs.langchain.com/oss/python/langgraph/overview  301
-"""
-
-    redirects_path = os.path.join(site_dir, "_redirects")
-    with open(redirects_path, "w", encoding="utf-8") as f:
-        f.write(redirects_content)
+            
+            _write_html(config["site_dir"], old_html_path, new_html_path)

docs/docs/tutorials/langgraph-platform/local-server.md

@@ -294,9 +294,9 @@ Now that you have a LangGraph app running locally, take your journey further by
 :::python
 
 - [Python SDK Reference](../../cloud/reference/sdk/python_sdk_ref.md): Explore the Python SDK API Reference.
-:::
+  :::
 
 :::js
 
 - [JS/TS SDK Reference](../../cloud/reference/sdk/js_ts_sdk_ref.md): Explore the JS/TS SDK API Reference.
-:::
+  :::

docs/mkdocs.yml

@@ -149,67 +149,6 @@ plugins:
         - tutorials/auth/add_auth_server.md
         - tutorials/auth/getting_started.md
         - tutorials/auth/resource_auth.md
-        - agents/agents.md
-        - concepts/why-langgraph.md
-        - tutorials/get-started/1-build-basic-chatbot.md
-        - tutorials/get-started/2-add-tools.md
-        - tutorials/get-started/3-add-memory.md
-        - tutorials/get-started/4-human-in-the-loop.md
-        - tutorials/get-started/5-customize-state.md
-        - tutorials/get-started/6-time-travel.md
-        - tutorials/langgraph-platform/local-server.md
-        - tutorials/workflows.md
-        - concepts/agentic_concepts.md
-        - guides/index.md
-        - agents/overview.md
-        - agents/run_agents.md
-        - concepts/low_level.md
-        - how-tos/graph-api.md
-        - concepts/functional_api.md
-        - how-tos/use-functional-api.md
-        - concepts/pregel.md
-        - concepts/streaming.md
-        - how-tos/streaming.md
-        - concepts/persistence.md
-        - concepts/durable_execution.md
-        - concepts/memory.md
-        - how-tos/memory/add-memory.md
-        - agents/context.md
-        - agents/models.md
-        - concepts/tools.md
-        - how-tos/tool-calling.md
-        - concepts/human_in_the_loop.md
-        - how-tos/human_in_the_loop/add-human-in-the-loop.md
-        - concepts/time-travel.md
-        - how-tos/human_in_the_loop/time-travel.md
-        - concepts/subgraphs.md
-        - how-tos/subgraph.md
-        - concepts/multi_agent.md
-        - agents/multi-agent.md
-        - how-tos/multi_agent.md
-        - concepts/mcp.md
-        - agents/mcp.md
-        - concepts/tracing.md
-        - how-tos/enable-tracing.md
-        - agents/evals.md
-        - examples/index.md
-        - concepts/template_applications.md  # TODO: make tutorial
-        - tutorials/rag/langgraph_agentic_rag.md
-        - tutorials/multi_agent/agent_supervisor.md
-        - tutorials/sql/sql-agent.md
-        - agents/ui.md
-        - how-tos/run-id-langsmith.md
-        - troubleshooting/errors/index.md
-        - troubleshooting/errors/GRAPH_RECURSION_LIMIT.md
-        - troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md
-        - troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md
-        - troubleshooting/errors/MULTIPLE_SUBGRAPHS.md
-        - troubleshooting/errors/INVALID_CHAT_HISTORY.md
-        - troubleshooting/errors/INVALID_LICENSE.md
-        - adopters.md
-        - concepts/faq.md
-        - agents/prebuilt.md # NOTE: prebuilt.md is auto-generated by `make build-prebuilt`
-
   - tags
   - include-markdown
   - mkdocstrings:
@@ -247,6 +186,75 @@ plugins:
                 - "!^_"
 
 nav:
+  - Get started:
+    - index.md
+    - Quickstarts:
+      - Start with a prebuilt agent: agents/agents.md
+      - Build a custom workflow:
+          -  concepts/why-langgraph.md
+          -  1. Build a basic chatbot: tutorials/get-started/1-build-basic-chatbot.md
+          -  2. Add tools: tutorials/get-started/2-add-tools.md
+          -  3. Add memory: tutorials/get-started/3-add-memory.md
+          -  4. Add human-in-the-loop: tutorials/get-started/4-human-in-the-loop.md
+          -  5. Customize state: tutorials/get-started/5-customize-state.md
+          -  6. Time travel: tutorials/get-started/6-time-travel.md
+      - Run a local server: tutorials/langgraph-platform/local-server.md
+    - General concepts:
+      - Workflows & agents: tutorials/workflows.md
+      - Agent architectures: concepts/agentic_concepts.md
+
+  - Guides:
+    - guides/index.md
+    - Agent development:
+      - Overview: agents/overview.md
+      - Run an agent: agents/run_agents.md
+    - LangGraph APIs:
+      - Graph API:
+          - Overview: concepts/low_level.md
+          - Use the Graph API: how-tos/graph-api.md
+      - Functional API:
+          - Overview: concepts/functional_api.md
+          - Use the Functional API: how-tos/use-functional-api.md
+      - Runtime: concepts/pregel.md
+    - Core capabilities:
+      - Streaming:
+          - Overview: concepts/streaming.md
+          - Stream outputs: how-tos/streaming.md
+      - Persistence:
+          - Overview: concepts/persistence.md
+      - Durable execution:
+          - Overview: concepts/durable_execution.md
+      - Memory:
+          - Overview: concepts/memory.md
+          - Add memory: how-tos/memory/add-memory.md
+      - Context:
+          - Add context: agents/context.md
+      - Models:
+          - Configure model: agents/models.md
+      - Tools:
+          - Overview: concepts/tools.md
+          - Call tools: how-tos/tool-calling.md
+      - Human-in-the-loop:
+          - Overview: concepts/human_in_the_loop.md
+          - Add human intervention: how-tos/human_in_the_loop/add-human-in-the-loop.md
+      - Time travel:
+          - Overview: concepts/time-travel.md
+          - Use time travel: how-tos/human_in_the_loop/time-travel.md
+      - Subgraphs:
+          - Overview: concepts/subgraphs.md
+          - Use subgraphs: how-tos/subgraph.md
+      - Multi-agent:
+          - Overview: concepts/multi_agent.md
+          - Prebuilt implementation: agents/multi-agent.md
+          - Custom implementation: how-tos/multi_agent.md
+      - MCP:
+          - Overview: concepts/mcp.md
+          - Use MCP: agents/mcp.md
+      - Tracing:
+          - Overview: concepts/tracing.md
+          - Enable tracing: how-tos/enable-tracing.md
+          - Evaluate performance: agents/evals.md
+
   - Reference:
     - reference/index.md
     - LangGraph:
@@ -270,7 +278,35 @@ nav:
     - LangGraph Platform:
       - SDK (Python): cloud/reference/sdk/python_sdk_ref.md
       - SDK (JS/TS): https://langchain-ai.github.io/langgraphjs/reference/modules/sdk.html
-      - RemoteGraph: reference/remote_graph.md 
+      - RemoteGraph: reference/remote_graph.md
+
+  - Examples:
+    - examples/index.md
+    - Template applications: concepts/template_applications.md  # TODO: make tutorial
+    - Agentic RAG: tutorials/rag/langgraph_agentic_rag.md
+    - Agent Supervisor: tutorials/multi_agent/agent_supervisor.md
+    - SQL agent: tutorials/sql/sql-agent.md
+    - Prebuilt chat UI: agents/ui.md
+    - Graph runs in LangSmith: how-tos/run-id-langsmith.md
+
+  - Additional resources:
+    - additional-resources/index.md
+    - agents/prebuilt.md # NOTE: prebuilt.md is auto-generated by `make build-prebuilt`
+    - LangGraph Academy course: https://academy.langchain.com/courses/intro-to-langgraph
+    - Case studies: adopters.md
+    - concepts/faq.md
+    - llms.txt: llms-txt-overview.md
+    - LangChain Forum: https://forum.langchain.com/
+    - Troubleshooting:
+        - Errors:
+          - troubleshooting/errors/index.md
+          - troubleshooting/errors/GRAPH_RECURSION_LIMIT.md
+          - troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md
+          - troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md
+          - troubleshooting/errors/MULTIPLE_SUBGRAPHS.md
+          - troubleshooting/errors/INVALID_CHAT_HISTORY.md
+          - troubleshooting/errors/INVALID_LICENSE.md
+    
 
 markdown_extensions:
   - abbr

libs/checkpoint-postgres/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-checkpoint-postgres"
-version = "2.0.25"
+version = "3.0.0"
 description = "Library with a Postgres implementation of LangGraph checkpoint saver."
 authors = []
 requires-python = ">=3.10"
@@ -12,7 +12,7 @@ readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
-  "langgraph-checkpoint>=2.1.2,<3.0.0",
+  "langgraph-checkpoint>=2.1.2,<4.0.0",
   "orjson>=3.10.1",
   "psycopg>=3.2.0",
   "psycopg-pool>=3.2.0",
@@ -22,18 +22,24 @@ dependencies = [
 Repository = "https://www.github.com/langchain-ai/langgraph"
 
 [dependency-groups]
-dev = [
-  "ruff",
-  "codespell",
+test = [
   "pytest",
   "anyio",
   "pytest-asyncio",
   "pytest-mock",
-  "mypy",
   "psycopg[binary]",
   "langgraph-checkpoint",
   "pytest-watcher",
 ]
+lint = [
+  "ruff",
+  "codespell",
+  "mypy",
+]
+dev = [
+  {include-group = "test"},
+  {include-group = "lint"},
+]
 
 [tool.uv]
 default-groups = ['dev']

libs/checkpoint-postgres/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10"
 
 [[package]]
@@ -234,7 +234,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.1.2"
+version = "3.0.0"
 source = { editable = "../checkpoint" }
 dependencies = [
     { name = "langchain-core" },
@@ -262,10 +262,26 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "dataclasses-json" },
+    { name = "numpy" },
+    { name = "pandas" },
+    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "redis" },
+]
 
 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "2.0.25"
+version = "3.0.0"
 source = { editable = "." }
 dependencies = [
     { name = "langgraph-checkpoint" },
@@ -287,6 +303,20 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "anyio" },
+    { name = "langgraph-checkpoint" },
+    { name = "psycopg", extra = ["binary"] },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -309,6 +339,20 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "anyio" },
+    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "psycopg", extras = ["binary"] },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+]
 
 [[package]]
 name = "langsmith"
@@ -461,42 +505,57 @@ wheels = [
 
 [[package]]
 name = "ormsgpack"
-version = "1.10.0"
+version = "1.11.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/92/36/44eed5ef8ce93cded76a576780bab16425ce7876f10d3e2e6265e46c21ea/ormsgpack-1.10.0.tar.gz", hash = "sha256:7f7a27efd67ef22d7182ec3b7fa7e9d147c3ad9be2a24656b23c989077e08b16", size = 58629, upload-time = "2025-05-24T19:07:53.944Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/65/f8/224c342c0e03e131aaa1a1f19aa2244e167001783a433f4eed10eedd834b/ormsgpack-1.11.0.tar.gz", hash = "sha256:7c9988e78fedba3292541eb3bb274fa63044ef4da2ddb47259ea70c05dee4206", size = 49357, upload-time = "2025-10-08T17:29:15.621Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fc/74/c2dd5daf069e3798d09d5746000f9b210de04df83834e5cb47f0ace51892/ormsgpack-1.10.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:8a52c7ce7659459f3dc8dec9fd6a6c76f855a0a7e2b61f26090982ac10b95216", size = 376280, upload-time = "2025-05-24T19:06:51.3Z" },
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 [[package]]
@@ -961,14 +1047,14 @@ wheels = [
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.1"
+version = "0.4.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f8/b1/0c11f5058406b3af7609f121aaa6b609744687f1d158b3c3a5bf4cc94238/typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28", size = 75726, upload-time = "2025-05-21T18:55:23.885Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/55/e3/70399cb7dd41c10ac53367ae42139cf4b1ca5f36bb3dc6c9d33acdb43655/typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464", size = 75949, upload-time = "2025-10-01T02:14:41.687Z" }
 wheels = [
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 ]
 
 [[package]]

libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/__init__.py

@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import json
 import random
 import sqlite3
 import threading
@@ -265,9 +266,7 @@ class SqliteSaver(BaseCheckpointSaver[str]):
                     self.serde.loads_typed((type, checkpoint)),
                     cast(
                         CheckpointMetadata,
-                        self.jsonplus_serde.loads(metadata)
-                        if metadata is not None
-                        else {},
+                        json.loads(metadata) if metadata is not None else {},
                     ),
                     (
                         {
@@ -358,9 +357,7 @@ class SqliteSaver(BaseCheckpointSaver[str]):
                     self.serde.loads_typed((type, checkpoint)),
                     cast(
                         CheckpointMetadata,
-                        self.jsonplus_serde.loads(metadata)
-                        if metadata is not None
-                        else {},
+                        json.loads(metadata) if metadata is not None else {},
                     ),
                     (
                         {
@@ -413,9 +410,9 @@ class SqliteSaver(BaseCheckpointSaver[str]):
         thread_id = config["configurable"]["thread_id"]
         checkpoint_ns = config["configurable"]["checkpoint_ns"]
         type_, serialized_checkpoint = self.serde.dumps_typed(checkpoint)
-        serialized_metadata = self.jsonplus_serde.dumps(
-            get_checkpoint_metadata(config, metadata)
-        )
+        serialized_metadata = json.dumps(
+            get_checkpoint_metadata(config, metadata), ensure_ascii=False
+        ).encode("utf-8", "ignore")
         with self.cursor() as cur:
             cur.execute(
                 "INSERT OR REPLACE INTO checkpoints (thread_id, checkpoint_ns, checkpoint_id, parent_checkpoint_id, type, checkpoint, metadata) VALUES (?, ?, ?, ?, ?, ?, ?)",

libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/aio.py

@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import asyncio
+import json
 import random
 from collections.abc import AsyncIterator, Callable, Iterator, Sequence
 from contextlib import asynccontextmanager
@@ -377,9 +378,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
                     self.serde.loads_typed((type, checkpoint)),
                     cast(
                         CheckpointMetadata,
-                        self.jsonplus_serde.loads(metadata)
-                        if metadata is not None
-                        else {},
+                        (json.loads(metadata) if metadata is not None else {}),
                     ),
                     (
                         {
@@ -457,9 +456,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
                     self.serde.loads_typed((type, checkpoint)),
                     cast(
                         CheckpointMetadata,
-                        self.jsonplus_serde.loads(metadata)
-                        if metadata is not None
-                        else {},
+                        (json.loads(metadata) if metadata is not None else {}),
                     ),
                     (
                         {
@@ -503,9 +500,9 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
         thread_id = config["configurable"]["thread_id"]
         checkpoint_ns = config["configurable"]["checkpoint_ns"]
         type_, serialized_checkpoint = self.serde.dumps_typed(checkpoint)
-        serialized_metadata = self.jsonplus_serde.dumps(
-            get_checkpoint_metadata(config, metadata)
-        )
+        serialized_metadata = json.dumps(
+            get_checkpoint_metadata(config, metadata), ensure_ascii=False
+        ).encode("utf-8", "ignore")
         async with (
             self.lock,
             self.conn.execute(

libs/checkpoint-sqlite/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-checkpoint-sqlite"
-version = "2.0.11"
+version = "3.0.0"
 description = "Library with a SQLite implementation of LangGraph checkpoint saver."
 authors = []
 requires-python = ">=3.10"
@@ -12,7 +12,7 @@ readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
-    "langgraph-checkpoint>=2.0.21,<3.0.0",
+    "langgraph-checkpoint>=3,<4.0.0",
     "aiosqlite>=0.20",
     "sqlite-vec>=0.1.6",
 ]
@@ -21,17 +21,23 @@ dependencies = [
 Repository = "https://www.github.com/langchain-ai/langgraph"
 
 [dependency-groups]
-dev = [
-  "ruff",
-  "codespell",
+test = [
   "pytest",
   "pytest-asyncio",
   "pytest-mock",
   "pytest-watcher",
-  "mypy",
   "langgraph-checkpoint",
   "pytest-retry>=1.7.0",
 ]
+lint = [
+  "ruff",
+  "codespell",
+  "mypy",
+]
+dev = [
+  {include-group = "test"},
+  {include-group = "lint"},
+]
 
 [tool.uv]
 default-groups = ['dev']

libs/checkpoint-sqlite/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10"
 
 [[package]]
@@ -246,7 +246,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.1.2"
+version = "3.0.0"
 source = { editable = "../checkpoint" }
 dependencies = [
     { name = "langchain-core" },
@@ -274,10 +274,26 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "dataclasses-json" },
+    { name = "numpy" },
+    { name = "pandas" },
+    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "redis" },
+]
 
 [[package]]
 name = "langgraph-checkpoint-sqlite"
-version = "2.0.11"
+version = "3.0.0"
 source = { editable = "." }
 dependencies = [
     { name = "aiosqlite" },
@@ -297,6 +313,19 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "langgraph-checkpoint" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-retry" },
+    { name = "pytest-watcher" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -317,6 +346,19 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-retry", specifier = ">=1.7.0" },
+    { name = "pytest-watcher" },
+]
 
 [[package]]
 name = "langsmith"
@@ -469,42 +511,57 @@ wheels = [
 
 [[package]]
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-version = "1.10.0"
+version = "1.11.0"
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+    { url = "https://files.pythonhosted.org/packages/48/f7/925f65d930802e3ea2eb4d5afa4cb8730c8dc0d2cb89a59dc4ed2fcb2d74/pydantic_core-2.41.4-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:c173ddcd86afd2535e2b695217e82191580663a1d1928239f877f5a1649ef39f", size = 2147775, upload-time = "2025-10-14T10:23:45.406Z" },
 ]
 
 [[package]]
@@ -911,14 +995,14 @@ wheels = [
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.1"
+version = "0.4.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f8/b1/0c11f5058406b3af7609f121aaa6b609744687f1d158b3c3a5bf4cc94238/typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28", size = 75726, upload-time = "2025-05-21T18:55:23.885Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/55/e3/70399cb7dd41c10ac53367ae42139cf4b1ca5f36bb3dc6c9d33acdb43655/typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464", size = 75949, upload-time = "2025-10-01T02:14:41.687Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/17/69/cd203477f944c353c31bade965f880aa1061fd6bf05ded0726ca845b6ff7/typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51", size = 14552, upload-time = "2025-05-21T18:55:22.152Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" },
 ]
 
 [[package]]

libs/checkpoint/langgraph/checkpoint/base/__init__.py

@@ -352,11 +352,11 @@ class BaseCheckpointSaver(Generic[V]):
     def get_next_version(self, current: V | None, channel: None) -> V:
         """Generate the next version ID for a channel.
 
-        Default is to use integer versions, incrementing by 1. If you override, you can use str/int/float versions,
-        as long as they are monotonically increasing.
+        Default is to use integer versions, incrementing by `1`. If you override, you can use `str`/`int`/`float`
+        versions, as long as they are monotonically increasing.
 
         Args:
-            current: The current version identifier (int, float, or str).
+            current: The current version identifier (`int`, `float`, or `str`).
             channel: Deprecated argument, kept for backwards compatibility.
 
         Returns:

libs/checkpoint/langgraph/checkpoint/memory/__init__.py

@@ -42,7 +42,7 @@ class InMemorySaver(
         If you are using LangSmith Deployment, no checkpointer needs to be specified. The correct managed checkpointer will be used automatically.
 
     Args:
-        serde: The serializer to use for serializing and deserializing checkpoints. Defaults to None.
+        serde: The serializer to use for serializing and deserializing checkpoints.
 
     Examples:
 

libs/checkpoint/langgraph/checkpoint/serde/base.py

@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import Any, Protocol
+from typing import Any, Protocol, runtime_checkable
 
 
 class UntypedSerializerProtocol(Protocol):
@@ -11,13 +11,14 @@ class UntypedSerializerProtocol(Protocol):
     def loads(self, data: bytes) -> Any: ...
 
 
-class SerializerProtocol(UntypedSerializerProtocol, Protocol):
+@runtime_checkable
+class SerializerProtocol(Protocol):
     """Protocol for serialization and deserialization of objects.
 
     - `dumps`: Serialize an object to bytes.
-    - `dumps_typed`: Serialize an object to a tuple (type, bytes).
+    - `dumps_typed`: Serialize an object to a tuple `(type, bytes)`.
     - `loads`: Deserialize an object from bytes.
-    - `loads_typed`: Deserialize an object from a tuple (type, bytes).
+    - `loads_typed`: Deserialize an object from a tuple `(type, bytes)`.
 
     Valid implementations include the `pickle`, `json` and `orjson` modules.
     """
@@ -31,12 +32,6 @@ class SerializerCompat(SerializerProtocol):
     def __init__(self, serde: UntypedSerializerProtocol) -> None:
         self.serde = serde
 
-    def dumps(self, obj: Any) -> bytes:
-        return self.serde.dumps(obj)
-
-    def loads(self, data: bytes) -> Any:
-        return self.serde.loads(data)
-
     def dumps_typed(self, obj: Any) -> tuple[str, bytes]:
         return type(obj).__name__, self.serde.dumps(obj)
 
@@ -49,7 +44,7 @@ def maybe_add_typed_methods(
 ) -> SerializerProtocol:
     """Wrap serde old serde implementations in a class with loads_typed and dumps_typed for backwards compatibility."""
 
-    if not hasattr(serde, "loads_typed") or not hasattr(serde, "dumps_typed"):
+    if not isinstance(serde, SerializerProtocol):
         return SerializerCompat(serde)
 
     return serde

libs/checkpoint/langgraph/checkpoint/serde/encrypted.py

@@ -14,14 +14,8 @@ class EncryptedSerializer(SerializerProtocol):
         self.cipher = cipher
         self.serde = serde
 
-    def dumps(self, obj: Any) -> bytes:
-        return self.serde.dumps(obj)
-
-    def loads(self, data: bytes) -> Any:
-        return self.serde.loads(data)
-
     def dumps_typed(self, obj: Any) -> tuple[str, bytes]:
-        """Serialize an object to a tuple (type, bytes) and encrypt the bytes."""
+        """Serialize an object to a tuple `(type, bytes)` and encrypt the bytes."""
         # serialize data
         typ, data = self.serde.dumps_typed(obj)
         # encrypt data
@@ -45,7 +39,7 @@ class EncryptedSerializer(SerializerProtocol):
     def from_pycryptodome_aes(
         cls, serde: SerializerProtocol = JsonPlusSerializer(), **kwargs: Any
     ) -> "EncryptedSerializer":
-        """Create an EncryptedSerializer using AES encryption."""
+        """Create an `EncryptedSerializer` using AES encryption."""
         try:
             from Crypto.Cipher import AES  # type: ignore
         except ImportError:

libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py

@@ -4,6 +4,7 @@ import dataclasses
 import decimal
 import importlib
 import json
+import logging
 import pathlib
 import pickle
 import re
@@ -21,13 +22,12 @@ from ipaddress import (
     IPv6Interface,
     IPv6Network,
 )
-from typing import Any, cast
+from typing import Any, Literal
 from uuid import UUID
 from zoneinfo import ZoneInfo
 
 import ormsgpack
 from langchain_core.load.load import Reviver
-from langchain_core.load.serializable import Serializable
 
 from langgraph.checkpoint.serde.base import SerializerProtocol
 from langgraph.checkpoint.serde.types import SendProtocol
@@ -35,18 +35,31 @@ from langgraph.store.base import Item
 
 LC_REVIVER = Reviver()
 EMPTY_BYTES = b""
+logger = logging.getLogger(__name__)
 
 
 class JsonPlusSerializer(SerializerProtocol):
-    """Serializer that uses ormsgpack, with a fallback to extended JSON serializer."""
+    """Serializer that uses ormsgpack, with optional fallbacks.
+
+    Security note: this serializer is intended for use within the BaseCheckpointSaver
+    class and called within the Pregel loop. It should not be used on untrusted
+    python objects. If an attacker can write directly to your checkpoint database,
+    they may be able to trigger code execution when data is deserialized.
+    """
 
     def __init__(
         self,
         *,
         pickle_fallback: bool = False,
+        allowed_json_modules: Sequence[tuple[str, ...]] | Literal[True] | None = None,
         __unpack_ext_hook__: Callable[[int, bytes], Any] | None = None,
     ) -> None:
         self.pickle_fallback = pickle_fallback
+        self._allowed_modules = (
+            {mod_and_name for mod_and_name in allowed_json_modules}
+            if allowed_json_modules and allowed_json_modules is not True
+            else (allowed_json_modules if allowed_json_modules is True else None)
+        )
         self._unpack_ext_hook = (
             __unpack_ext_hook__
             if __unpack_ext_hook__ is not None
@@ -74,134 +87,90 @@ class JsonPlusSerializer(SerializerProtocol):
             out["kwargs"] = kwargs
         return out
 
-    def _default(self, obj: Any) -> str | dict[str, Any]:
-        if isinstance(obj, Serializable):
-            return cast(dict[str, Any], obj.to_json())
-        elif hasattr(obj, "model_dump") and callable(obj.model_dump):
-            return self._encode_constructor_args(
-                obj.__class__, method=(None, "model_construct"), kwargs=obj.model_dump()
-            )
-        elif hasattr(obj, "dict") and callable(obj.dict):
-            return self._encode_constructor_args(
-                obj.__class__, method=(None, "construct"), kwargs=obj.dict()
-            )
-        elif hasattr(obj, "_asdict") and callable(obj._asdict):
-            return self._encode_constructor_args(obj.__class__, kwargs=obj._asdict())
-        elif isinstance(obj, pathlib.Path):
-            return self._encode_constructor_args(pathlib.Path, args=obj.parts)
-        elif isinstance(obj, re.Pattern):
-            return self._encode_constructor_args(
-                re.compile, args=(obj.pattern, obj.flags)
-            )
-        elif isinstance(obj, UUID):
-            return self._encode_constructor_args(UUID, args=(obj.hex,))
-        elif isinstance(obj, decimal.Decimal):
-            return self._encode_constructor_args(decimal.Decimal, args=(str(obj),))
-        elif isinstance(obj, (set, frozenset, deque)):
-            return self._encode_constructor_args(type(obj), args=(tuple(obj),))
-        elif isinstance(obj, (IPv4Address, IPv4Interface, IPv4Network)):
-            return self._encode_constructor_args(obj.__class__, args=(str(obj),))
-        elif isinstance(obj, (IPv6Address, IPv6Interface, IPv6Network)):
-            return self._encode_constructor_args(obj.__class__, args=(str(obj),))
-
-        elif isinstance(obj, datetime):
-            return self._encode_constructor_args(
-                datetime, method="fromisoformat", args=(obj.isoformat(),)
-            )
-        elif isinstance(obj, timezone):
-            return self._encode_constructor_args(
-                timezone,
-                args=obj.__getinitargs__(),  # type: ignore[attr-defined]
-            )
-        elif isinstance(obj, ZoneInfo):
-            return self._encode_constructor_args(ZoneInfo, args=(obj.key,))
-        elif isinstance(obj, timedelta):
-            return self._encode_constructor_args(
-                timedelta, args=(obj.days, obj.seconds, obj.microseconds)
-            )
-        elif isinstance(obj, date):
-            return self._encode_constructor_args(
-                date, args=(obj.year, obj.month, obj.day)
-            )
-        elif isinstance(obj, time):
-            return self._encode_constructor_args(
-                time,
-                args=(obj.hour, obj.minute, obj.second, obj.microsecond, obj.tzinfo),
-                kwargs={"fold": obj.fold},
-            )
-        elif dataclasses.is_dataclass(obj):
-            return self._encode_constructor_args(
-                obj.__class__,
-                kwargs={
-                    field.name: getattr(obj, field.name)
-                    for field in dataclasses.fields(obj)
-                },
-            )
-        elif isinstance(obj, Enum):
-            return self._encode_constructor_args(obj.__class__, args=(obj.value,))
-        elif isinstance(obj, SendProtocol):
-            return self._encode_constructor_args(
-                obj.__class__, kwargs={"node": obj.node, "arg": obj.arg}
-            )
-        elif isinstance(obj, (bytes, bytearray)):
-            return self._encode_constructor_args(
-                obj.__class__, method="fromhex", args=(obj.hex(),)
-            )
-        elif isinstance(obj, BaseException):
-            return repr(obj)
-        else:
-            raise TypeError(
-                f"Object of type {obj.__class__.__name__} is not JSON serializable"
-            )
-
     def _reviver(self, value: dict[str, Any]) -> Any:
-        if (
+        if self._allowed_modules and (
             value.get("lc", None) == 2
             and value.get("type", None) == "constructor"
             and value.get("id", None) is not None
         ):
             try:
-                # Get module and class name
-                [*module, name] = value["id"]
-                # Import module
-                mod = importlib.import_module(".".join(module))
-                # Import class
-                cls = getattr(mod, name)
-                # Instantiate class
-                method = value.get("method")
-                if isinstance(method, str):
-                    methods = [getattr(cls, method)]
-                elif isinstance(method, list):
-                    methods = [
-                        cls if method is None else getattr(cls, method)
-                        for method in method
-                    ]
-                else:
-                    methods = [cls]
-                args = value.get("args")
-                kwargs = value.get("kwargs")
-                for method in methods:
-                    try:
-                        if isclass(method) and issubclass(method, BaseException):
-                            return None
-                        if args and kwargs:
-                            return method(*args, **kwargs)
-                        elif args:
-                            return method(*args)
-                        elif kwargs:
-                            return method(**kwargs)
-                        else:
-                            return method()
-                    except Exception:
-                        continue
-            except Exception:
-                return None
+                return self._revive_lc2(value)
+            except InvalidModuleError as e:
+                logger.warning(
+                    "Object %s is not in the deserialization allowlist.\n%s",
+                    value["id"],
+                    e.message,
+                )
 
         return LC_REVIVER(value)
 
-    def dumps(self, obj: Any) -> bytes:
-        return json.dumps(obj, default=self._default, ensure_ascii=False).encode(
-            "utf-8", "ignore"
+    def _revive_lc2(self, value: dict[str, Any]) -> Any:
+        self._check_allowed_modules(value)
+
+        [*module, name] = value["id"]
+        try:
+            mod = importlib.import_module(".".join(module))
+            cls = getattr(mod, name)
+            method = value.get("method")
+            if isinstance(method, str):
+                methods = [getattr(cls, method)]
+            elif isinstance(method, list):
+                methods = [cls if m is None else getattr(cls, m) for m in method]
+            else:
+                methods = [cls]
+            args = value.get("args")
+            kwargs = value.get("kwargs")
+            for method in methods:
+                try:
+                    if isclass(method) and issubclass(method, BaseException):
+                        return None
+                    if args and kwargs:
+                        return method(*args, **kwargs)
+                    elif args:
+                        return method(*args)
+                    elif kwargs:
+                        return method(**kwargs)
+                    else:
+                        return method()
+                except Exception:
+                    continue
+        except Exception:
+            return None
+
+    def _check_allowed_modules(self, value: dict[str, Any]) -> None:
+        needed = tuple(value["id"])
+        method = value.get("method")
+        if isinstance(method, list):
+            method_display = ",".join(m or "<init>" for m in method)
+        elif isinstance(method, str):
+            method_display = method
+        else:
+            method_display = "<init>"
+
+        dotted = ".".join(needed)
+        if not self._allowed_modules:
+            raise InvalidModuleError(
+                f"Refused to deserialize JSON constructor: {dotted} (method: {method_display}). "
+                "No allowed_json_modules configured.\n\n"
+                "Unblock with ONE of:\n"
+                f"  • JsonPlusSerializer(allowed_json_modules=[{needed!r}, ...])\n"
+                "  • (DANGEROUS) JsonPlusSerializer(allowed_json_modules=True)\n\n"
+                "Note: Prefix allowlists are intentionally unsupported; prefer exact symbols "
+                "or plain-JSON representations revived without import-time side effects."
+            )
+
+        if self._allowed_modules is True:
+            return
+        if needed in self._allowed_modules:
+            return
+
+        raise InvalidModuleError(
+            f"Refused to deserialize JSON constructor: {dotted} (method: {method_display}). "
+            "Symbol is not in the deserialization allowlist.\n\n"
+            "Add exactly this symbol to unblock:\n"
+            f"  JsonPlusSerializer(allowed_json_modules=[{needed!r}, ...])\n"
+            "Or, as a last resort (DANGEROUS):\n"
+            "  JsonPlusSerializer(allowed_json_modules=True)"
         )
 
     def dumps_typed(self, obj: Any) -> tuple[str, bytes]:
@@ -215,15 +184,10 @@ class JsonPlusSerializer(SerializerProtocol):
             try:
                 return "msgpack", _msgpack_enc(obj)
             except ormsgpack.MsgpackEncodeError as exc:
-                if "valid UTF-8" in str(exc):
-                    return "json", self.dumps(obj)
-                elif self.pickle_fallback:
+                if self.pickle_fallback:
                     return "pickle", pickle.dumps(obj)
                 raise exc
 
-    def loads(self, data: bytes) -> Any:
-        return json.loads(data, object_hook=self._reviver)
-
     def loads_typed(self, data: tuple[str, bytes]) -> Any:
         type_, data_ = data
         if type_ == "null":
@@ -233,7 +197,7 @@ class JsonPlusSerializer(SerializerProtocol):
         elif type_ == "bytearray":
             return bytearray(data_)
         elif type_ == "json":
-            return self.loads(data_)
+            return json.loads(data_, object_hook=self._reviver)
         elif type_ == "msgpack":
             return ormsgpack.unpackb(
                 data_, ext_hook=self._unpack_ext_hook, option=ormsgpack.OPT_NON_STR_KEYS
@@ -663,6 +627,13 @@ def _msgpack_ext_hook_to_json(code: int, data: bytes) -> Any:
             return
 
 
+class InvalidModuleError(Exception):
+    """Exception raised when a module is not in the allowlist."""
+
+    def __init__(self, message: str):
+        self.message = message
+
+
 _option = (
     ormsgpack.OPT_NON_STR_KEYS
     | ormsgpack.OPT_PASSTHROUGH_DATACLASS

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

@@ -4,9 +4,9 @@ Stores provide long-term memory that persists across threads and conversations.
 Supports hierarchical namespaces, key-value storage, and optional vector search.
 
 Core types:
-    - BaseStore: Store interface with sync/async operations
-    - Item: Stored key-value pairs with metadata
-    - Op: Get/Put/Search/List operations
+    - `BaseStore`: Store interface with sync/async operations
+    - `Item`: Stored key-value pairs with metadata
+    - `Op`: Get/Put/Search/List operations
 """
 
 from __future__ import annotations
@@ -163,6 +163,7 @@ class GetOp(NamedTuple):
     ???+ example "Examples"
 
         Basic item retrieval:
+
         ```python
         GetOp(namespace=("users", "profiles"), key="user123")
         GetOp(namespace=("cache", "embeddings"), key="doc456")
@@ -206,11 +207,14 @@ class SearchOp(NamedTuple):
     within a given namespace prefix. It provides pagination through limit and offset
     parameters.
 
-    Note:
+    !!! note
+
         Natural language search support depends on your store implementation.
 
     ???+ example "Examples"
+
         Search with filters and pagination:
+
         ```python
         SearchOp(
             namespace_prefix=("documents",),
@@ -221,6 +225,7 @@ class SearchOp(NamedTuple):
         ```
 
         Natural language search:
+
         ```python
         SearchOp(
             namespace_prefix=("users", "content"),
@@ -256,6 +261,7 @@ class SearchOp(NamedTuple):
         - `$lte`: Less than or equal to
 
     ???+ example "Examples"
+
         Simple exact match:
 
         ```python
@@ -288,6 +294,7 @@ class SearchOp(NamedTuple):
     """Natural language search query for semantic search capabilities.
 
     ???+ example "Examples"
+
         - "technical documentation about REST APIs"
         - "machine learning papers from 2023"
     """
@@ -305,6 +312,7 @@ NamespacePath = tuple[str | Literal["*"], ...]
 """A tuple representing a namespace path that can include wildcards.
 
 ???+ example "Examples"
+
     ```python
     ("users",)  # Exact users namespace
     ("documents", "*")  # Any sub-namespace under documents
@@ -330,17 +338,21 @@ class MatchCondition(NamedTuple):
     hierarchies.
 
     ???+ example "Examples"
+
         Prefix matching:
+
         ```python
         MatchCondition(match_type="prefix", path=("users", "profiles"))
         ```
 
         Suffix matching with wildcard:
+
         ```python
         MatchCondition(match_type="suffix", path=("cache", "*"))
         ```
 
         Simple suffix matching:
+
         ```python
         MatchCondition(match_type="suffix", path=("v1",))
         ```
@@ -361,7 +373,8 @@ class ListNamespacesOp(NamedTuple):
 
     ???+ example "Examples"
 
-        List all namespaces under the "documents" path:
+        List all namespaces under the `"documents"` path:
+
         ```python
         ListNamespacesOp(
             match_conditions=(MatchCondition(match_type="prefix", path=("documents",)),),
@@ -369,7 +382,8 @@ class ListNamespacesOp(NamedTuple):
         )
         ```
 
-        List all namespaces that end with "v1":
+        List all namespaces that end with `"v1"`:
+
         ```python
         ListNamespacesOp(
             match_conditions=(MatchCondition(match_type="suffix", path=("v1",)),),
@@ -383,12 +397,15 @@ class ListNamespacesOp(NamedTuple):
     """Optional conditions for filtering namespaces.
 
     ???+ example "Examples"
+
         All user namespaces:
+
         ```python
         (MatchCondition(match_type="prefix", path=("users",)),)
         ```
 
-        All namespaces that start with "docs" and end with "draft":
+        All namespaces that start with `"docs"` and end with `"draft"`:
+
         ```python
         (
             MatchCondition(match_type="prefix", path=("docs",)),
@@ -425,17 +442,21 @@ class PutOp(NamedTuple):
     Each element in the tuple represents one level in the hierarchy.
 
     ???+ example "Examples"
-        Root level documents
+
+        Root level documents:
+
         ```python
         ("documents",)
         ```
         
-        User-specific documents
+        User-specific documents:
+
         ```python
         ("documents", "user123")
         ```
         
-        Nested cache structure
+        Nested cache structure:
+
         ```python
         ("cache", "embeddings", "v1")
         ```
@@ -448,15 +469,15 @@ class PutOp(NamedTuple):
     Together with the namespace, it forms a complete path to the item.
 
     Example:
-        If namespace is ("documents", "user123") and key is "report1",
-        the full path would effectively be "documents/user123/report1"
+        If namespace is `("documents", "user123")` and key is `"report1"`,
+        the full path would effectively be `"documents/user123/report1"`
     """
 
     value: dict[str, Any] | None
-    """The data to store, or None to mark the item for deletion.
+    """The data to store, or `None` to mark the item for deletion.
 
     The value must be a dictionary with string keys and JSON-serializable values.
-    Setting this to None signals that the item should be deleted.
+    Setting this to `None` signals that the item should be deleted.
 
     Example:
         {
@@ -470,9 +491,9 @@ class PutOp(NamedTuple):
     """Controls how the item's fields are indexed for search operations.
 
     Indexing configuration determines how the item can be found through search:
-        - None (default): Uses the store's default indexing configuration (if provided)
-        - False: Disables indexing for this item
-        - list[str]: Specifies which json path fields to index for search
+        - `None` (default): Uses the store's default indexing configuration (if provided)
+        - `False`: Disables indexing for this item
+        - `list[str]`: Specifies which json path fields to index for search
 
     The item remains accessible through direct get() operations regardless of indexing.
     When indexed, fields can be searched using natural language queries through
@@ -487,8 +508,9 @@ class PutOp(NamedTuple):
             - All elements (each individually): `"array[*]"`
 
     ???+ example "Examples"
-        - None - Use store defaults (whole item)
-        - list[str] - List of fields to index
+
+        - `None` - Use store defaults (whole item)
+        - `list[str]` - List of fields to index
         
         ```python
         [
@@ -569,13 +591,15 @@ class IndexConfig(TypedDict, total=False):
     """Optional function to generate embeddings from text.
     
     Can be specified in three ways:
-        1. A LangChain Embeddings instance
+        1. A LangChain `Embeddings` instance
         2. A synchronous embedding function (`EmbeddingsFunc`)
         3. An asynchronous embedding function (`AEmbeddingsFunc`)
         4. A provider string (e.g., `"openai:text-embedding-3-small"`)
     
     ???+ example "Examples"
+
         Using LangChain's initialization with `InMemoryStore`:
+
         ```python
         from langchain.embeddings import init_embeddings
         from langgraph.store.memory import InMemoryStore
@@ -589,6 +613,7 @@ class IndexConfig(TypedDict, total=False):
         ```
         
         Using a custom embedding function with `InMemoryStore`:
+
         ```python
         from openai import OpenAI
         from langgraph.store.memory import InMemoryStore
@@ -611,6 +636,7 @@ class IndexConfig(TypedDict, total=False):
         ```
         
         Using an asynchronous embedding function with `InMemoryStore`:
+
         ```python
         from openai import AsyncOpenAI
         from langgraph.store.memory import InMemoryStore
@@ -648,6 +674,7 @@ class IndexConfig(TypedDict, total=False):
         `index` parameter in the `put` or `aput` operations.
     
     ???+ example "Examples"
+
         ```python
         # Embed entire document (default)
         fields=["$"]
@@ -731,7 +758,7 @@ class BaseStore(ABC):
             namespace: Hierarchical path for the item.
             key: Unique identifier within the namespace.
             refresh_ttl: Whether to refresh TTLs for the returned item.
-                If `None`, uses the store's default refresh_ttl setting.
+                If `None`, uses the store's default `refresh_ttl` setting.
                 If no TTL is specified, this argument is ignored.
 
         Returns:
@@ -767,7 +794,9 @@ class BaseStore(ABC):
             List of items matching the search criteria.
 
         ???+ example "Examples"
+
             Basic filtering:
+
             ```python
             # Search for documents with specific metadata
             results = store.search(
@@ -777,6 +806,7 @@ class BaseStore(ABC):
             ```
 
             Natural language search (requires vector store implementation):
+
             ```python
             # Initialize store with embedding configuration
             store = YourStore( # e.g., InMemoryStore, AsyncPostgresStore
@@ -788,6 +818,7 @@ class BaseStore(ABC):
             )
 
             # Search for semantically similar documents
+
             results = store.search(
                 ("docs",),
                 query="machine learning applications in healthcare",
@@ -796,8 +827,10 @@ class BaseStore(ABC):
             )
             ```
 
-            Note: Natural language search support depends on your store implementation
-            and requires proper embedding configuration.
+            !!! note
+
+                Natural language search support depends on your store implementation
+                and requires proper embedding configuration.
         """
         return self.batch(
             [
@@ -825,7 +858,7 @@ class BaseStore(ABC):
 
         Args:
             namespace: Hierarchical path for the item, represented as a tuple of strings.
-                Example: ("documents", "user123")
+                Example: `("documents", "user123")`
             key: Unique identifier within the namespace. Together with namespace forms
                 the complete path to the item.
             value: Dictionary containing the item's data. Must contain string keys
@@ -836,10 +869,10 @@ class BaseStore(ABC):
                     If you do not initialize the store with indexing capabilities,
                     the `index` parameter will be ignored
                 - False: Disable indexing for this item
-                - list[str]: List of field paths to index, supporting:
-                    - Nested fields: "metadata.title"
-                    - Array access: "chapters[*].content" (each indexed separately)
-                    - Specific indices: "authors[0].name"
+                - `list[str]`: List of field paths to index, supporting:
+                    - Nested fields: `"metadata.title"`
+                    - Array access: `"chapters[*].content"` (each indexed separately)
+                    - Specific indices: `"authors[0].name"`
             ttl: Time to live in minutes. Support for this argument depends on your store adapter.
                 If specified, the item will expire after this many minutes from when it was last accessed.
                 None means no expiration. Expired runs will be deleted opportunistically.
@@ -855,18 +888,22 @@ class BaseStore(ABC):
             Some implementations may not support expiration of items.
 
         ???+ example "Examples"
-            Store item. Indexing depends on how you configure the store.
+
+            Store item. Indexing depends on how you configure the store:
+
             ```python
             store.put(("docs",), "report", {"memory": "Will likes ai"})
             ```
 
-            Do not index item for semantic search. Still accessible through get()
-            and search() operations but won't have a vector representation.
+            Do not index item for semantic search. Still accessible through `get()`
+            and `search()` operations but won't have a vector representation.
+
             ```python
             store.put(("docs",), "report", {"memory": "Will likes ai"}, index=False)
             ```
 
-            Index specific fields for search.
+            Index specific fields for search:
+
             ```python
             store.put(("docs",), "report", {"memory": "Will likes ai"}, index=["memory"])
             ```
@@ -917,15 +954,17 @@ class BaseStore(ABC):
             suffix: Filter namespaces that end with this path.
             max_depth: Return namespaces up to this depth in the hierarchy.
                 Namespaces deeper than this level will be truncated.
-            limit: Maximum number of namespaces to return (default 100).
-            offset: Number of namespaces to skip for pagination (default 0).
+            limit: Maximum number of namespaces to return.
+            offset: Number of namespaces to skip for pagination.
 
         Returns:
-            List[Tuple[str, ...]]: A list of namespace tuples that match the criteria.
-            Each tuple represents a full namespace path up to `max_depth`.
+            A list of namespace tuples that match the criteria. Each tuple represents a
+                full namespace path up to `max_depth`.
 
         ???+ example "Examples":
-            Setting max_depth=3. Given the namespaces:
+
+            Setting `max_depth=3`. Given the namespaces:
+
             ```python
             # Example if you have the following namespaces:
             # ("a", "b", "c")
@@ -999,14 +1038,16 @@ class BaseStore(ABC):
             limit: Maximum number of items to return.
             offset: Number of items to skip before returning results.
             refresh_ttl: Whether to refresh TTLs for the returned items.
-                If `None`, uses the store's TTLConfig.refresh_default setting.
-                If TTLConfig is not provided or no TTL is specified, this argument is ignored.
+                If `None`, uses the store's `TTLConfig.refresh_default` setting.
+                If `TTLConfig` is not provided or no TTL is specified, this argument is ignored.
 
         Returns:
             List of items matching the search criteria.
 
         ???+ example "Examples"
+
             Basic filtering:
+
             ```python
             # Search for documents with specific metadata
             results = await store.asearch(
@@ -1016,6 +1057,7 @@ class BaseStore(ABC):
             ```
 
             Natural language search (requires vector store implementation):
+
             ```python
             # Initialize store with embedding configuration
             store = YourStore( # e.g., InMemoryStore, AsyncPostgresStore
@@ -1027,6 +1069,7 @@ class BaseStore(ABC):
             )
 
             # Search for semantically similar documents
+
             results = await store.asearch(
                 ("docs",),
                 query="machine learning applications in healthcare",
@@ -1035,8 +1078,10 @@ class BaseStore(ABC):
             )
             ```
 
-            Note: Natural language search support depends on your store implementation
-            and requires proper embedding configuration.
+            !!! note
+
+                Natural language search support depends on your store implementation
+                and requires proper embedding configuration.
         """
         return (
             await self.abatch(
@@ -1066,7 +1111,7 @@ class BaseStore(ABC):
 
         Args:
             namespace: Hierarchical path for the item, represented as a tuple of strings.
-                Example: ("documents", "user123")
+                Example: `("documents", "user123")`
             key: Unique identifier within the namespace. Together with namespace forms
                 the complete path to the item.
             value: Dictionary containing the item's data. Must contain string keys
@@ -1077,10 +1122,10 @@ class BaseStore(ABC):
                     If you do not initialize the store with indexing capabilities,
                     the `index` parameter will be ignored
                 - False: Disable indexing for this item
-                - list[str]: List of field paths to index, supporting:
-                    - Nested fields: "metadata.title"
-                    - Array access: "chapters[*].content" (each indexed separately)
-                    - Specific indices: "authors[0].name"
+                - `list[str]`: List of field paths to index, supporting:
+                    - Nested fields: `"metadata.title"`
+                    - Array access: `"chapters[*].content"` (each indexed separately)
+                    - Specific indices: `"authors[0].name"`
             ttl: Time to live in minutes. Support for this argument depends on your store adapter.
                 If specified, the item will expire after this many minutes from when it was last accessed.
                 None means no expiration. Expired runs will be deleted opportunistically.
@@ -1096,18 +1141,22 @@ class BaseStore(ABC):
             Some implementations may not support expiration of items.
 
         ???+ example "Examples"
-            Store item. Indexing depends on how you configure the store.
+
+            Store item. Indexing depends on how you configure the store:
+
             ```python
             await store.aput(("docs",), "report", {"memory": "Will likes ai"})
             ```
 
-            Do not index item for semantic search. Still accessible through get()
-            and search() operations but won't have a vector representation.
+            Do not index item for semantic search. Still accessible through `get()`
+            and `search()` operations but won't have a vector representation.
+
             ```python
             await store.aput(("docs",), "report", {"memory": "Will likes ai"}, index=False)
             ```
 
             Index specific fields for search (if store configured to index items):
+
             ```python
             await store.aput(
                 ("docs",),
@@ -1166,15 +1215,16 @@ class BaseStore(ABC):
             suffix: Filter namespaces that end with this path.
             max_depth: Return namespaces up to this depth in the hierarchy.
                 Namespaces deeper than this level will be truncated to this depth.
-            limit: Maximum number of namespaces to return (default 100).
-            offset: Number of namespaces to skip for pagination (default 0).
+            limit: Maximum number of namespaces to return.
+            offset: Number of namespaces to skip for pagination.
 
         Returns:
-            List[Tuple[str, ...]]: A list of namespace tuples that match the criteria.
-            Each tuple represents a full namespace path up to `max_depth`.
+            A list of namespace tuples that match the criteria. Each tuple represents a
+                full namespace path up to `max_depth`.
 
         ???+ example "Examples"
-            Setting max_depth=3 with existing namespaces:
+
+            Setting `max_depth=3` with existing namespaces:
             ```python
             # Given the following namespaces:
             # ("a", "b", "c")

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

@@ -49,7 +49,9 @@ def ensure_embeddings(
         An Embeddings instance that wraps the provided function(s).
 
     ??? example "Examples"
+
         Wrap a synchronous embedding function:
+
         ```python
         def my_embed_fn(texts):
             return [[0.1, 0.2] for _ in texts]
@@ -59,6 +61,7 @@ def ensure_embeddings(
         ```
 
         Wrap an asynchronous embedding function:
+
         ```python
         async def my_async_fn(texts):
             return [[0.1, 0.2] for _ in texts]
@@ -68,6 +71,7 @@ def ensure_embeddings(
         ```
 
         Initialize embeddings using a provider string:
+
         ```python
         # Requires langchain>=0.3.9 and langgraph-checkpoint>=2.0.11
         embeddings = ensure_embeddings("openai:text-embedding-3-small")
@@ -119,7 +123,9 @@ class EmbeddingsLambda(Embeddings):
             will raise an error. If sync, it will be used for both sync and async operations.
 
     ??? example "Examples"
+
         With a sync function:
+
         ```python
         def my_embed_fn(texts):
             # Return 2D embeddings for each text
@@ -131,6 +137,7 @@ class EmbeddingsLambda(Embeddings):
         ```
 
         With an async function:
+
         ```python
         async def my_async_fn(texts):
             return [[0.1, 0.2] for _ in texts]

libs/checkpoint/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-checkpoint"
-version = "2.1.2"
+version = "3.0.0"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 authors = []
 requires-python = ">=3.10"
@@ -20,20 +20,26 @@ dependencies = [
 Repository = "https://www.github.com/langchain-ai/langgraph"
 
 [dependency-groups]
-dev = [
-  "ruff",
-  "codespell",
+test = [
   "pytest",
   "pytest-asyncio",
   "pytest-mock",
   "pytest-watcher",
-  "mypy",
   "dataclasses-json",
   "numpy",
   "pandas",
   "pandas-stubs>=2.2.2.240807",
   "redis",
 ]
+lint = [
+  "ruff",
+  "codespell",
+  "mypy",
+]
+dev = [
+  {include-group = "test"},
+  {include-group = "lint"},
+]
 
 [tool.hatch.build.targets.wheel]
 include = ["langgraph"]

libs/checkpoint/tests/test_jsonplus.py

@@ -1,4 +1,5 @@
 import dataclasses
+import json
 import pathlib
 import re
 import sys
@@ -19,6 +20,7 @@ from pydantic.v1 import BaseModel as BaseModelV1
 from pydantic.v1 import SecretStr as SecretStrV1
 
 from langgraph.checkpoint.serde.jsonplus import (
+    InvalidModuleError,
     JsonPlusSerializer,
     _msgpack_ext_hook_to_json,
 )
@@ -108,11 +110,7 @@ def test_serde_jsonplus() -> None:
         "my_dataclass": MyDataclass("foo", 1, InnerDataclass("hello")),
         "my_enum": MyEnum.FOO,
         "my_pydantic": MyPydantic(foo="foo", bar=1, inner=InnerPydantic(hello="hello")),
-        "my_pydantic_v1": MyPydanticV1(
-            foo="foo", bar=1, inner=InnerPydanticV1(hello="hello")
-        ),
         "my_secret_str": SecretStr("meow"),
-        "my_secret_str_v1": SecretStrV1("meow"),
         "person": Person(name="foo"),
         "a_bool": True,
         "a_none": None,
@@ -134,6 +132,12 @@ def test_serde_jsonplus() -> None:
         ),
     }
 
+    if sys.version_info < (3, 14):
+        to_serialize["my_pydantic_v1"] = MyPydanticV1(
+            foo="foo", bar=1, inner=InnerPydanticV1(hello="hello")
+        )
+        to_serialize["my_secret_str_v1"] = SecretStrV1("meow")
+
     serde = JsonPlusSerializer()
 
     dumped = serde.dumps_typed(to_serialize)
@@ -158,10 +162,9 @@ def test_serde_jsonplus() -> None:
         "Text\ud83d\udcac",
         "收花🙄·到",
     ]
+    serde = JsonPlusSerializer(pickle_fallback=True)
 
-    assert serde.loads_typed(serde.dumps_typed(surrogates)) == [
-        v.encode("utf-8", "ignore").decode() for v in surrogates
-    ]
+    assert serde.loads_typed(serde.dumps_typed(surrogates)) == surrogates
 
 
 def test_serde_jsonplus_json_mode() -> None:
@@ -190,11 +193,7 @@ def test_serde_jsonplus_json_mode() -> None:
         "my_dataclass": MyDataclass("foo", 1, InnerDataclass("hello")),
         "my_enum": MyEnum.FOO,
         "my_pydantic": MyPydantic(foo="foo", bar=1, inner=InnerPydantic(hello="hello")),
-        "my_pydantic_v1": MyPydanticV1(
-            foo="foo", bar=1, inner=InnerPydanticV1(hello="hello")
-        ),
         "my_secret_str": SecretStr("meow"),
-        "my_secret_str_v1": SecretStrV1("meow"),
         "person": Person(name="foo"),
         "a_bool": True,
         "a_none": None,
@@ -216,13 +215,20 @@ def test_serde_jsonplus_json_mode() -> None:
         ),
     }
 
+    if sys.version_info < (3, 14):
+        to_serialize["my_pydantic_v1"] = MyPydanticV1(
+            foo="foo", bar=1, inner=InnerPydanticV1(hello="hello")
+        )
+        to_serialize["my_secret_str_v1"] = SecretStrV1("meow")
+
     serde = JsonPlusSerializer(__unpack_ext_hook__=_msgpack_ext_hook_to_json)
 
     dumped = serde.dumps_typed(to_serialize)
 
     assert dumped[0] == "msgpack"
     result = serde.loads_typed(dumped)
-    assert result == {
+
+    expected_result = {
         "path": ["foo", "bar"],
         "re": ["foo", 48],
         "decimal": "1.10101",
@@ -246,9 +252,7 @@ def test_serde_jsonplus_json_mode() -> None:
         "my_dataclass": {"foo": "foo", "bar": 1, "inner": {"hello": "hello"}},
         "my_enum": "foo",
         "my_pydantic": {"foo": "foo", "bar": 1, "inner": {"hello": "hello"}},
-        "my_pydantic_v1": {"foo": "foo", "bar": 1, "inner": {"hello": "hello"}},
         "my_secret_str": "meow",
-        "my_secret_str_v1": "meow",
         "person": {"name": "foo"},
         "a_bool": True,
         "a_none": None,
@@ -270,6 +274,12 @@ def test_serde_jsonplus_json_mode() -> None:
         },
     }
 
+    if sys.version_info < (3, 14):
+        expected_result["my_pydantic_v1"] = {"foo": "foo", "bar": 1, "inner": {"hello": "hello"}}
+        expected_result["my_secret_str_v1"] = "meow"
+
+    assert result == expected_result
+
 
 def test_serde_jsonplus_bytes() -> None:
     serde = JsonPlusSerializer()
@@ -281,6 +291,20 @@ def test_serde_jsonplus_bytes() -> None:
     assert serde.loads_typed(dumped) == some_bytes
 
 
+def test_deserde_invalid_module() -> None:
+    serde = JsonPlusSerializer()
+    load = {
+        "lc": 2,
+        "type": "constructor",
+        "id": ["pprint", "pprint"],
+        "kwargs": {"object": "HELLO"},
+    }
+    with pytest.raises(InvalidModuleError):
+        serde._revive_lc2(load)
+    serde = JsonPlusSerializer(allowed_json_modules=[("pprint", "pprint")])
+    serde.loads_typed(("json", json.dumps(load).encode("utf-8")))
+
+
 def test_serde_jsonplus_bytearray() -> None:
     serde = JsonPlusSerializer()
 

libs/checkpoint/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.12'",
@@ -261,7 +261,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.1.2"
+version = "3.0.0"
 source = { editable = "." }
 dependencies = [
     { name = "langchain-core" },
@@ -284,6 +284,23 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "dataclasses-json" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "pandas" },
+    { name = "pandas-stubs" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "redis" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -306,6 +323,22 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "dataclasses-json" },
+    { name = "numpy" },
+    { name = "pandas" },
+    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "redis" },
+]
 
 [[package]]
 name = "langsmith"
@@ -620,42 +653,57 @@ wheels = [
 
 [[package]]
 name = "ormsgpack"
-version = "1.10.0"
+version = "1.11.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/92/36/44eed5ef8ce93cded76a576780bab16425ce7876f10d3e2e6265e46c21ea/ormsgpack-1.10.0.tar.gz", hash = "sha256:7f7a27efd67ef22d7182ec3b7fa7e9d147c3ad9be2a24656b23c989077e08b16", size = 58629, upload-time = "2025-05-24T19:07:53.944Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/65/f8/224c342c0e03e131aaa1a1f19aa2244e167001783a433f4eed10eedd834b/ormsgpack-1.11.0.tar.gz", hash = "sha256:7c9988e78fedba3292541eb3bb274fa63044ef4da2ddb47259ea70c05dee4206", size = 49357, upload-time = "2025-10-08T17:29:15.621Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fc/74/c2dd5daf069e3798d09d5746000f9b210de04df83834e5cb47f0ace51892/ormsgpack-1.10.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:8a52c7ce7659459f3dc8dec9fd6a6c76f855a0a7e2b61f26090982ac10b95216", size = 376280, upload-time = "2025-05-24T19:06:51.3Z" },
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libs/cli/pyproject.toml

@@ -31,16 +31,22 @@ Repository = "https://www.github.com/langchain-ai/langgraph"
 langgraph = "langgraph_cli.cli:cli"
 
 [dependency-groups]
-dev = [
-    "ruff",
-    "codespell",
+test = [
     "pytest",
     "pytest-asyncio",
     "pytest-mock",
     "pytest-watch",
-    "mypy",
     "msgspec",
 ]
+lint = [
+    "ruff",
+    "codespell",
+    "mypy",
+]
+dev = [
+    {include-group = "test"},
+    {include-group = "lint"},
+]
 
 [tool.uv]
 default-groups = ['dev']

libs/cli/uv.lock

@@ -658,6 +658,18 @@ dev = [
     { name = "pytest-watch" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "msgspec" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watch" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -680,6 +692,18 @@ dev = [
     { name = "pytest-watch" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "msgspec" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watch" },
+]
 
 [[package]]
 name = "langgraph-prebuilt"
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 [[package]]
@@ -1423,14 +1489,14 @@ wheels = [
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.1"
+version = "0.4.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "python_full_version >= '3.11'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/55/e3/70399cb7dd41c10ac53367ae42139cf4b1ca5f36bb3dc6c9d33acdb43655/typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464", size = 75949, upload-time = "2025-10-01T02:14:41.687Z" }
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 [[package]]

libs/langgraph/.claude/settings.local.json

@@ -7,8 +7,10 @@
       "Bash(sed:*)",
       "Bash(awk:*)",
       "Bash(uv run mypy:*)",
-      "Bash(uv run:*)"
+      "Bash(uv run:*)",
+      "Bash(make test:*)",
+      "Bash(make test_parallel:*)"
     ],
     "deny": []
   }
-}
+}

libs/langgraph/langgraph/_internal/_fields.py

@@ -201,6 +201,10 @@ def get_cached_annotated_keys(obj: type[Any]) -> tuple[str, ...]:
         keys: list[str] = []
         for base in reversed(obj.__mro__):
             ann = base.__dict__.get("__annotations__")
+            # In Python 3.14+, Pydantic models use descriptors for __annotations__
+            # so we need to fall back to getattr if __dict__.get returns None
+            if ann is None:
+                ann = getattr(base, "__annotations__", None)
             if ann is None or isinstance(ann, types.GetSetDescriptorType):
                 continue
             keys.extend(ann.keys())

libs/langgraph/langgraph/_internal/_runnable.py

@@ -481,9 +481,9 @@ def is_async_callable(
 ) -> TypeGuard[Callable[..., Awaitable]]:
     """Check if a function is async."""
     return (
-        asyncio.iscoroutinefunction(func)
+        inspect.iscoroutinefunction(func)
         or hasattr(func, "__call__")
-        and asyncio.iscoroutinefunction(func.__call__)
+        and inspect.iscoroutinefunction(func.__call__)
     )
 
 

libs/langgraph/langgraph/channels/base.py

@@ -68,7 +68,7 @@ class BaseChannel(Generic[Value, Update, Checkpoint], ABC):
     def is_available(self) -> bool:
         """Return `True` if the channel is available (not empty), `False` otherwise.
         Subclasses should override this method to provide a more efficient
-        implementation than calling get() and catching `EmptyChannelError`.
+        implementation than calling `get()` and catching `EmptyChannelError`.
         """
         try:
             self.get()

libs/langgraph/langgraph/errors.py

@@ -48,9 +48,9 @@ class GraphRecursionError(RecursionError):
     This prevents infinite loops. To increase the maximum number of steps,
     run your graph with a config specifying a higher `recursion_limit`.
 
-    Troubleshooting Guides:
+    Troubleshooting guides:
 
-    - [GRAPH_RECURSION_LIMIT](https://docs.langchain.com/oss/python/langgraph/GRAPH_RECURSION_LIMIT)
+    - [`GRAPH_RECURSION_LIMIT`](https://docs.langchain.com/oss/python/langgraph/GRAPH_RECURSION_LIMIT)
 
     Examples:
 
@@ -68,10 +68,10 @@ class GraphRecursionError(RecursionError):
 class InvalidUpdateError(Exception):
     """Raised when attempting to update a channel with an invalid set of updates.
 
-    Troubleshooting Guides:
+    Troubleshooting guides:
 
-    - [INVALID_CONCURRENT_GRAPH_UPDATE](https://docs.langchain.com/oss/python/langgraph/INVALID_CONCURRENT_GRAPH_UPDATE)
-    - [INVALID_GRAPH_NODE_RETURN_VALUE](https://docs.langchain.com/oss/python/langgraph/INVALID_GRAPH_NODE_RETURN_VALUE)
+    - [`INVALID_CONCURRENT_GRAPH_UPDATE`](https://docs.langchain.com/oss/python/langgraph/INVALID_CONCURRENT_GRAPH_UPDATE)
+    - [`INVALID_GRAPH_NODE_RETURN_VALUE`](https://docs.langchain.com/oss/python/langgraph/INVALID_GRAPH_NODE_RETURN_VALUE)
     """
 
     pass

libs/langgraph/langgraph/graph/message.py

@@ -69,11 +69,11 @@ def add_messages(
     new message has the same ID as an existing message.
 
     Args:
-        left: The base list of messages.
-        right: The list of messages (or single message) to merge
+        left: The base list of `Messages`.
+        right: The list of `Messages` (or single `Message`) to merge
             into the base list.
-        format: The format to return messages in. If `None` then messages will be
-            returned as is. If `langchain-openai` then messages will be returned as
+        format: The format to return messages in. If `None` then `Messages` will be
+            returned as is. If `langchain-openai` then `Messages` will be returned as
             `BaseMessage` objects with their contents formatted to match OpenAI message
             format, meaning contents can be string, `'text'` blocks, or `'image_url'` blocks
             and tool responses are returned as their own `ToolMessage` objects.
@@ -85,7 +85,7 @@ def add_messages(
     Returns:
         A new list of messages with the messages from `right` merged into `left`.
         If a message in `right` has the same ID as a message in `left`, the
-        message from `right` will replace the message from `left`.
+            message from `right` will replace the message from `left`.
 
     Example:
         ```python title="Basic usage"

libs/langgraph/langgraph/graph/state.py

@@ -114,7 +114,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
 
     Each state key can optionally be annotated with a reducer function that
     will be used to aggregate the values of that key received from multiple nodes.
-    The signature of a reducer function is (Value, Value) -> Value.
+    The signature of a reducer function is `(Value, Value) -> Value`.
 
     Args:
         state_schema: The schema class that defines the state.
@@ -374,10 +374,11 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             cache_policy: The cache policy for the node.
             destinations: Destinations that indicate where a node can route to.
                 This is useful for edgeless graphs with nodes that return `Command` objects.
-                If a dict is provided, the keys will be used as the target node names and the values will be used as the labels for the edges.
-                If a tuple is provided, the values will be used as the target node names.
+                If a `dict` is provided, the keys will be used as the target node names and the values will be used as the labels for the edges.
+                If a `tuple` is provided, the values will be used as the target node names.
 
                 !!! note
+
                     This is only used for graph rendering and doesn't have any effect on the graph execution.
 
         Example:
@@ -632,7 +633,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             Self: The instance of the graph, allowing for method chaining.
 
         !!! warning
-            Without typehints on the `path` function's return value (e.g., `-> Literal["foo", "__end__"]:`)
+            Without type hints on the `path` function's return value (e.g., `-> Literal["foo", "__end__"]:`)
             or a path_map, the graph visualization assumes the edge could transition to any node in the graph.
 
         """  # noqa: E501

libs/langgraph/langgraph/pregel/_runner.py

@@ -2,6 +2,7 @@ from __future__ import annotations
 
 import asyncio
 import concurrent.futures
+import inspect
 import threading
 import time
 import weakref
@@ -281,7 +282,11 @@ class PregelRunner:
             Awaitable[PregelExecutableTask | None],
         ],
     ) -> AsyncIterator[None]:
-        loop = asyncio.get_event_loop()
+        try:
+            loop = asyncio.get_event_loop()
+        except RuntimeError:
+            loop = asyncio.new_event_loop()
+        asyncio.set_event_loop(loop)
         tasks = tuple(tasks)
         futures = FuturesDict(
             callback=weakref.WeakMethod(self.commit),
@@ -539,7 +544,7 @@ def _call(
     ],
     submit: weakref.ref[Submit],
 ) -> concurrent.futures.Future[Any]:
-    if asyncio.iscoroutinefunction(func):
+    if inspect.iscoroutinefunction(func):
         raise RuntimeError("In an sync context async tasks cannot be called")
 
     fut: concurrent.futures.Future | None = None

libs/langgraph/langgraph/pregel/main.py

@@ -934,7 +934,7 @@ class Pregel(
                 If `False`, only the immediate subgraphs will be returned.
 
         Returns:
-            An iterator of the (namespace, subgraph) pairs.
+            An iterator of the `(namespace, subgraph)` pairs.
         """
         for name, node in self.nodes.items():
             # filter by prefix
@@ -973,7 +973,7 @@ class Pregel(
                 If `False`, only the immediate subgraphs will be returned.
 
         Returns:
-            An iterator of the (namespace, subgraph) pairs.
+            An iterator of the `(namespace, subgraph)` pairs.
         """
         for name, node in self.get_subgraphs(namespace=namespace, recurse=recurse):
             yield name, node
@@ -2487,7 +2487,9 @@ class Pregel(
             output_keys: The keys to stream, defaults to all non-context channels.
             interrupt_before: Nodes to interrupt before, defaults to all nodes in the graph.
             interrupt_after: Nodes to interrupt after, defaults to all nodes in the graph.
-            durability: The durability mode for the graph execution, defaults to `"async"`. Options are:
+            durability: The durability mode for the graph execution, defaults to `"async"`.
+                Options are:
+
                 - `"sync"`: Changes are persisted synchronously before the next step starts.
                 - `"async"`: Changes are persisted asynchronously while the next step executes.
                 - `"exit"`: Changes are persisted only when the graph exits.
@@ -2752,7 +2754,9 @@ class Pregel(
             output_keys: The keys to stream, defaults to all non-context channels.
             interrupt_before: Nodes to interrupt before, defaults to all nodes in the graph.
             interrupt_after: Nodes to interrupt after, defaults to all nodes in the graph.
-            durability: The durability mode for the graph execution, defaults to `"async"`. Options are:
+            durability: The durability mode for the graph execution, defaults to `"async"`.
+                Options are:
+
                 - `"sync"`: Changes are persisted synchronously before the next step starts.
                 - `"async"`: Changes are persisted asynchronously while the next step executes.
                 - `"exit"`: Changes are persisted only when the graph exits.
@@ -3069,7 +3073,9 @@ class Pregel(
             output_keys: The output keys to retrieve from the graph run.
             interrupt_before: The nodes to interrupt the graph run before.
             interrupt_after: The nodes to interrupt the graph run after.
-            durability: The durability mode for the graph execution, defaults to `"async"`. Options are:
+            durability: The durability mode for the graph execution, defaults to `"async"`.
+                Options are:
+
                 - `"sync"`: Changes are persisted synchronously before the next step starts.
                 - `"async"`: Changes are persisted asynchronously while the next step executes.
                 - `"exit"`: Changes are persisted only when the graph exits.
@@ -3154,7 +3160,9 @@ class Pregel(
             output_keys: The output keys to include in the result.
             interrupt_before: The nodes to interrupt before.
             interrupt_after: The nodes to interrupt after.
-            durability: The durability mode for the graph execution, defaults to `"async"`. Options are:
+            durability: The durability mode for the graph execution, defaults to `"async"`.
+                Options are:
+
                 - `"sync"`: Changes are persisted synchronously before the next step starts.
                 - `"async"`: Changes are persisted asynchronously while the next step executes.
                 - `"exit"`: Changes are persisted only when the graph exits.

libs/langgraph/langgraph/types.py

@@ -85,11 +85,11 @@ StreamMode = Literal[
 - `"messages"`: Emit LLM messages token-by-token together with metadata for any LLM invocations inside nodes or tasks.
 - `"checkpoints"`: Emit an event when a checkpoint is created, in the same format as returned by `get_state()`.
 - `"tasks"`: Emit events when tasks start and finish, including their results and errors.
-- `"debug"`: Emit "checkpoints" and "tasks" events, for debugging purposes.
+- `"debug"`: Emit `"checkpoints"` and `"tasks"` events for debugging purposes.
 """
 
 StreamWriter = Callable[[Any], None]
-"""Callable that accepts a single argument and writes it to the output stream.
+"""`Callable` that accepts a single argument and writes it to the output stream.
 Always injected into nodes if requested as a keyword argument, but it's a no-op
 when not using `stream_mode="custom"`."""
 
@@ -115,7 +115,7 @@ class RetryPolicy(NamedTuple):
     retry_on: (
         type[Exception] | Sequence[type[Exception]] | Callable[[Exception], bool]
     ) = default_retry_on
-    """List of exception classes that should trigger a retry, or a callable that returns True for exceptions that should trigger a retry."""
+    """List of exception classes that should trigger a retry, or a callable that returns `True` for exceptions that should trigger a retry."""
 
 
 KeyFuncT = TypeVar("KeyFuncT", bound=Callable[..., str | bytes])
@@ -312,7 +312,7 @@ class Send:
 
     def __init__(self, /, node: str, arg: Any) -> None:
         """
-        Initialize a new instance of the Send class.
+        Initialize a new instance of the `Send` class.
 
         Args:
             node: The name of the target node to send the message to.

libs/langgraph/pyproject.toml

@@ -4,18 +4,30 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "1.0.0rc1"
+version = "1.0.1"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
 readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
+classifiers = [
+    'Development Status :: 5 - Production/Stable',
+    'Programming Language :: Python',
+    'Programming Language :: Python :: Implementation :: CPython',
+    'Programming Language :: Python :: Implementation :: PyPy',
+    'Programming Language :: Python :: 3',
+    'Programming Language :: Python :: 3 :: Only',
+    'Programming Language :: Python :: 3.10',
+    'Programming Language :: Python :: 3.11',
+    'Programming Language :: Python :: 3.12',
+    'Programming Language :: Python :: 3.13',
+]
 dependencies = [
     "langchain-core>=0.1",
-    "langgraph-checkpoint>=2.1.0,<3.0.0",
+    "langgraph-checkpoint>=2.1.0,<4.0.0",
     "langgraph-sdk>=0.2.2,<0.3.0",
-    "langgraph-prebuilt==0.7.0rc1",
+    "langgraph-prebuilt>=1.0.0,<1.1.0",
     "xxhash>=3.5.0",
     "pydantic>=2.7.4",
 ]
@@ -24,7 +36,7 @@ dependencies = [
 Repository = "https://www.github.com/langchain-ai/langgraph"
 
 [dependency-groups]
-dev = [
+test = [
     "pytest",
     "pytest-cov",
     "pytest-dotenv",
@@ -32,9 +44,6 @@ dev = [
     "syrupy",
     "httpx",
     "pytest-watcher",
-    "mypy",
-    "ruff",
-    "jupyter",
     "pytest-xdist[psutil]",
     "pytest-repeat",
     "langchain-core==1.0.0a1",
@@ -47,14 +56,22 @@ dev = [
     "uvloop==0.21.0beta1",
     "pyperf",
     "py-spy",
-    "types-requests",
     "pycryptodome",
-    "langgraph-cli[inmem]",
+    "langgraph-cli; python_version < '3.14'",
+    "langgraph-cli[inmem]; python_version < '3.14'",
     "redis",
 ]
+lint = [
+    "mypy",
+    "ruff",
+    "types-requests",
+]
+dev = [
+    {include-group = "test"},
+    {include-group = "lint"},
+    "jupyter",
+]
 
-[tool.uv]
-default-groups = ['dev']
 
 [tool.uv.sources]
 langgraph-prebuilt = { path = "../prebuilt", editable = true }

libs/langgraph/tests/test_interrupt_migration.py

@@ -21,18 +21,18 @@ def test_interrupt_legacy_ns() -> None:
         assert new_interrupt.id == old_interrupt.id
 
 
-serializer = JsonPlusSerializer()
+serializer = JsonPlusSerializer(allowed_json_modules=True)
 
 
 def test_serialization_roundtrip() -> None:
     """Test that the legacy interrupt (pre v1) can be reserialized as the modern interrupt without id corruption."""
 
     # generated with:
-    # JsonPlusSerializer().dumps(Interrupt(value="legacy_test", ns=["legacy_test"], resumable=True, when="during"))
+    # JsonPlusSerializer().dumps_typed(Interrupt(value="legacy_test", ns=["legacy_test"], resumable=True, when="during"))
     legacy_interrupt_bytes = b'{"lc": 2, "type": "constructor", "id": ["langgraph", "types", "Interrupt"], "kwargs": {"value": "legacy_test", "resumable": true, "ns": ["legacy_test"], "when": "during"}}'
     legacy_interrupt_id = "f1fa625689ec006a5b32b76863e22a6c"
 
-    interrupt = serializer.loads(legacy_interrupt_bytes)
+    interrupt = serializer.loads_typed(("json", legacy_interrupt_bytes))
     assert interrupt.id == legacy_interrupt_id
     assert interrupt.value == "legacy_test"
 
@@ -41,10 +41,10 @@ def test_serialization_roundtrip_complex_ns() -> None:
     """Test that the legacy interrupt (pre v1), with a more complex ns can be reserialized as the modern interrupt without id corruption."""
 
     # generated with:
-    # JsonPlusSerializer().dumps(Interrupt(value="legacy_test", ns=["legacy:test", "with:complex", "name:space"], resumable=True, when="during"))
+    # JsonPlusSerializer().dumps_typed(Interrupt(value="legacy_test", ns=["legacy:test", "with:complex", "name:space"], resumable=True, when="during"))
     legacy_interrupt_bytes = b'{"lc": 2, "type": "constructor", "id": ["langgraph", "types", "Interrupt"], "kwargs": {"value": "legacy_test", "resumable": true, "ns": ["legacy:test", "with:complex", "name:space"], "when": "during"}}'
     legacy_interrupt_id = "e69356a9ee3630ee7f4f597f2693000c"
 
-    interrupt = serializer.loads(legacy_interrupt_bytes)
+    interrupt = serializer.loads_typed(("json", legacy_interrupt_bytes))
     assert interrupt.id == legacy_interrupt_id
     assert interrupt.value == "legacy_test"

libs/langgraph/tests/test_remote_graph.py

@@ -34,6 +34,11 @@ NEEDS_CONTEXTVARS = pytest.mark.skipif(
     reason="Python 3.11+ is required for async contextvars support",
 )
 
+SKIP_PYTHON_314 = pytest.mark.skipif(
+    sys.version_info >= (3, 14),
+    reason="Not yet testing Python 3.14 with the server bc of dependency limits on the api side",
+)
+
 
 def test_with_config():
     # set up test
@@ -1106,6 +1111,7 @@ def get_message_dict(msg: BaseMessage | dict):
 
 
 @NEEDS_CONTEXTVARS
+@SKIP_PYTHON_314
 async def test_remote_graph_basic_invoke(remote_graph: RemoteGraph) -> None:
     # Basic smoke test of the remote graph
     response = await remote_graph.ainvoke(
@@ -1143,6 +1149,7 @@ uid_pattern = re.compile(
 
 
 @NEEDS_CONTEXTVARS
+@SKIP_PYTHON_314
 async def test_remote_graph_stream_messages_tuple(
     nested_graph: Pregel, nested_remote_graph: Pregel
 ) -> None:

libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py

@@ -342,11 +342,12 @@ def create_react_agent(
             ```
 
             !!! note "Dynamic Model Requirements"
+
                 Ensure returned models have appropriate tools bound via
                 `.bind_tools()` and support required functionality. Bound tools
                 must be a subset of those specified in the `tools` parameter.
 
-        tools: A list of tools or a ToolNode instance.
+        tools: A list of tools or a `ToolNode` instance.
             If an empty list is provided, the agent will consist of a single LLM node without tool calling.
         prompt: An optional prompt for the LLM. Can take a few different forms:
 

libs/prebuilt/pyproject.toml

@@ -4,15 +4,27 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-prebuilt"
-version = "0.7.0rc1"
+version = "1.0.1"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 authors = []
 requires-python = ">=3.10"
 readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
+classifiers = [
+    'Development Status :: 5 - Production/Stable',
+    'Programming Language :: Python',
+    'Programming Language :: Python :: Implementation :: CPython',
+    'Programming Language :: Python :: Implementation :: PyPy',
+    'Programming Language :: Python :: 3',
+    'Programming Language :: Python :: 3 :: Only',
+    'Programming Language :: Python :: 3.10',
+    'Programming Language :: Python :: 3.11',
+    'Programming Language :: Python :: 3.12',
+    'Programming Language :: Python :: 3.13',
+]
 dependencies = [
-    "langgraph-checkpoint>=2.1.0,<3.0.0",
+    "langgraph-checkpoint>=2.1.0,<4.0.0",
     "langchain-core>=0.3.67",
 ]
 
@@ -20,14 +32,11 @@ dependencies = [
 Repository = "https://www.github.com/langchain-ai/langgraph"
 
 [dependency-groups]
-dev = [
-    "ruff",
-    "codespell",
+test = [
     "pytest",
     "pytest-asyncio",
     "pytest-mock",
     "pytest-watcher",
-    "mypy",
     "langchain-core",
     "langgraph",
     "langgraph-checkpoint",
@@ -35,6 +44,15 @@ dev = [
     "langgraph-checkpoint-postgres",
     "syrupy",
 ]
+lint = [
+    "ruff",
+    "codespell",
+    "mypy",
+]
+dev = [
+    {include-group = "test"},
+    {include-group = "lint"},
+]
 
 [tool.uv]
 default-groups = ['dev']

libs/prebuilt/tests/test_react_agent.py

@@ -1,6 +1,7 @@
 import dataclasses
 import inspect
 import json
+import sys
 from functools import partial
 from typing import (
     Annotated,
@@ -678,7 +679,13 @@ T = TypeVar("T")
     "schema_",
     [
         _InjectStateSchema,
-        _InjectedStatePydanticSchema,
+        pytest.param(
+            _InjectedStatePydanticSchema,
+            marks=pytest.mark.skipif(
+                sys.version_info >= (3, 14),
+                reason="Pydantic v1 not supported in Python 3.14+",
+            ),
+        ),
         _InjectedStatePydanticV2Schema,
         _InjectedStateDataclassSchema,
     ],

libs/prebuilt/tests/test_validation_node.py

@@ -1,3 +1,4 @@
+import sys
 from typing import Any
 
 import pytest
@@ -36,7 +37,13 @@ def my_tool(some_val: int, some_other_val: str) -> str:
     [
         my_function,
         MyModel,
-        MyModelV1,
+        pytest.param(
+            MyModelV1,
+            marks=pytest.mark.skipif(
+                sys.version_info >= (3, 14),
+                reason="Pydantic v1 not supported in Python 3.14+",
+            ),
+        ),
         my_tool,
     ],
 )

libs/prebuilt/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10"
 
 [[package]]
@@ -246,7 +246,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "1.0.0rc1"
+version = "1.0.1"
 source = { editable = "../langgraph" }
 dependencies = [
     { name = "langchain-core" },
@@ -275,7 +275,8 @@ dev = [
     { name = "langgraph-checkpoint", editable = "../checkpoint" },
     { name = "langgraph-checkpoint-postgres", editable = "../checkpoint-postgres" },
     { name = "langgraph-checkpoint-sqlite", editable = "../checkpoint-sqlite" },
-    { name = "langgraph-cli", extras = ["inmem"], editable = "../cli" },
+    { name = "langgraph-cli", marker = "python_full_version < '3.14'", editable = "../cli" },
+    { name = "langgraph-cli", extras = ["inmem"], marker = "python_full_version < '3.14'", editable = "../cli" },
     { name = "langgraph-prebuilt", editable = "." },
     { name = "langgraph-sdk", editable = "../sdk-py" },
     { name = "mypy" },
@@ -296,10 +297,40 @@ dev = [
     { name = "types-requests" },
     { name = "uvloop", specifier = "==0.21.0b1" },
 ]
+lint = [
+    { name = "mypy" },
+    { name = "ruff" },
+    { name = "types-requests" },
+]
+test = [
+    { name = "httpx" },
+    { name = "langchain-core", specifier = "==1.0.0a1" },
+    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "langgraph-checkpoint-postgres", editable = "../checkpoint-postgres" },
+    { name = "langgraph-checkpoint-sqlite", editable = "../checkpoint-sqlite" },
+    { name = "langgraph-cli", marker = "python_full_version < '3.14'", editable = "../cli" },
+    { name = "langgraph-cli", extras = ["inmem"], marker = "python_full_version < '3.14'", editable = "../cli" },
+    { name = "langgraph-prebuilt", editable = "." },
+    { name = "langgraph-sdk", editable = "../sdk-py" },
+    { name = "psycopg", extras = ["binary"] },
+    { name = "py-spy" },
+    { name = "pycryptodome" },
+    { name = "pyperf" },
+    { name = "pytest" },
+    { name = "pytest-cov" },
+    { name = "pytest-dotenv" },
+    { name = "pytest-mock" },
+    { name = "pytest-repeat" },
+    { name = "pytest-watcher" },
+    { name = "pytest-xdist", extras = ["psutil"] },
+    { name = "redis" },
+    { name = "syrupy" },
+    { name = "uvloop", specifier = "==0.21.0b1" },
+]
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.1.2"
+version = "3.0.0"
 source = { editable = "../checkpoint" }
 dependencies = [
     { name = "langchain-core" },
@@ -327,10 +358,26 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "dataclasses-json" },
+    { name = "numpy" },
+    { name = "pandas" },
+    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "redis" },
+]
 
 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "2.0.25"
+version = "3.0.0"
 source = { editable = "../checkpoint-postgres" }
 dependencies = [
     { name = "langgraph-checkpoint" },
@@ -360,10 +407,24 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "anyio" },
+    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "psycopg", extras = ["binary"] },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+]
 
 [[package]]
 name = "langgraph-checkpoint-sqlite"
-version = "2.0.11"
+version = "3.0.0"
 source = { editable = "../checkpoint-sqlite" }
 dependencies = [
     { name = "aiosqlite" },
@@ -390,10 +451,23 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-retry", specifier = ">=1.7.0" },
+    { name = "pytest-watcher" },
+]
 
 [[package]]
 name = "langgraph-prebuilt"
-version = "0.7.0rc1"
+version = "1.0.1"
 source = { editable = "." }
 dependencies = [
     { name = "langchain-core" },
@@ -416,6 +490,23 @@ dev = [
     { name = "ruff" },
     { name = "syrupy" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "langchain-core" },
+    { name = "langgraph" },
+    { name = "langgraph-checkpoint" },
+    { name = "langgraph-checkpoint-postgres" },
+    { name = "langgraph-checkpoint-sqlite" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "syrupy" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -439,6 +530,23 @@ dev = [
     { name = "ruff" },
     { name = "syrupy" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "langchain-core" },
+    { name = "langgraph", editable = "../langgraph" },
+    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "langgraph-checkpoint-postgres", editable = "../checkpoint-postgres" },
+    { name = "langgraph-checkpoint-sqlite", editable = "../checkpoint-sqlite" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "syrupy" },
+]
 
 [[package]]
 name = "langgraph-sdk"
@@ -464,6 +572,17 @@ dev = [
     { name = "pytest-watch" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watch" },
+]
 
 [[package]]
 name = "langsmith"
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+    { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" },
 ]
 
 [[package]]

libs/sdk-py/langgraph_sdk/auth/__init__.py

@@ -40,6 +40,7 @@ class Auth:
     Then the LangGraph server will load your auth file and run it server-side whenever a request comes in.
 
     ???+ example "Basic Usage"
+
         ```python
         from langgraph_sdk import Auth
 
@@ -76,6 +77,7 @@ class Auth:
         ```
 
     ???+ note "Request Processing Flow"
+
         1. Authentication (your `@auth.authenticate` handler) is performed first on **every request**
         2. For authorization, the most specific matching handler is called:
             * If a handler exists for the exact resource and action, it is used (e.g., `@auth.on.threads.create`)
@@ -129,7 +131,9 @@ class Auth:
             - FilterType: Apply filtering rules to the response
         
         ???+ example "Examples"
+
             Global handler for all requests:
+
             ```python
             @auth.on
             async def reject_unhandled_requests(ctx: AuthContext, value: Any) -> None:
@@ -139,6 +143,7 @@ class Auth:
 
             Resource-specific handler. This would take precedence over the global handler
             for all actions on the `threads` resource:
+            
             ```python
             @auth.on.threads
             async def check_thread_access(ctx: AuthContext, value: Any) -> bool:
@@ -147,6 +152,7 @@ class Auth:
             ```
 
             Resource and action specific handler:
+
             ```python
             @auth.on.threads.delete
             async def prevent_thread_deletion(ctx: AuthContext, value: Any) -> bool:
@@ -155,6 +161,7 @@ class Auth:
             ```
 
             Multiple resources or actions:
+
             ```python
             @auth.on(resources=["threads", "runs"], actions=["create", "update"])
             async def rate_limit_writes(ctx: AuthContext, value: Any) -> bool:
@@ -163,7 +170,8 @@ class Auth:
             ```
 
             Auth for the `store` resource is a bit different since its structure is developer defined.
-            You typically want to enforce user creds in the namespace. Y
+            You typically want to enforce user creds in the namespace.
+
             ```python
             @auth.on.store
             async def check_store_access(ctx: AuthContext, value: Auth.types.on) -> bool:
@@ -209,7 +217,9 @@ class Auth:
             ValueError: If an authentication handler is already registered.
 
         ???+ example "Examples"
+
             Basic token authentication:
+
             ```python
             @auth.authenticate
             async def authenticate(authorization: str) -> str:
@@ -218,6 +228,7 @@ class Auth:
             ```
 
             Accept the full request context:
+
             ```python
             @auth.authenticate
             async def authenticate(
@@ -230,6 +241,7 @@ class Auth:
             ```
 
             Return user name and permissions:
+
             ```python
             @auth.authenticate
             async def authenticate(
@@ -562,6 +574,7 @@ class _On:
     ???+ example "Examples"
 
         Global handler for all requests:
+
         ```python
         @auth.on
         async def log_all_requests(ctx: AuthContext, value: Any) -> None:
@@ -570,6 +583,7 @@ class _On:
         ```
 
         Resource-specific handler:
+
         ```python
         @auth.on.threads
         async def check_thread_access(ctx: AuthContext, value: Any) -> bool:
@@ -578,6 +592,7 @@ class _On:
         ```
 
         Resource and action specific handler:
+
         ```python
         @auth.on.threads.delete
         async def prevent_thread_deletion(ctx: AuthContext, value: Any) -> bool:
@@ -586,6 +601,7 @@ class _On:
         ```
 
         Multiple resources or actions:
+
         ```python
         @auth.on(resources=["threads", "runs"], actions=["create", "update"])
         async def rate_limit_writes(ctx: AuthContext, value: Any) -> bool:

libs/sdk-py/langgraph_sdk/auth/types.py

@@ -76,27 +76,33 @@ Subset containment is only supported by newer versions of the LangGraph dev serv
 install langgraph-runtime-inmem >= 0.14.1 to use this filter variant.
 
 ???+ example "Examples"
+
     Simple exact match filter for the resource owner:
+
     ```python
     filter = {"owner": "user-abcd123"}
     ```
 
     Explicit version of the exact match filter:
+
     ```python
     filter = {"owner": {"$eq": "user-abcd123"}}
     ```
- 
+
     Containment (membership of a single element):
+
     ```python
     filter = {"participants": {"$contains": "user-abcd123"}}
     ```
 
     Containment (subset containment; all values must be present, but order doesn't matter):
+
     ```python
     filter = {"participants": {"$contains": ["user-abcd123", "user-efgh456"]}}
     ```
 
     Combining filters (treated as a logical `AND`):
+
     ```python
     filter = {"owner": "user-abcd123", "participants": {"$contains": "user-efgh456"}}
     ```
@@ -119,6 +125,7 @@ Allows storing custom key-value pairs with any entity.
 Keys must be strings, values can be any JSON-serializable type.
 
 ???+ example "Examples"
+
     ```python
     metadata = {
         "created_by": "user123",
@@ -225,6 +232,7 @@ class StudioUser:
     for developers accessing the instance from the LangGraph Studio UI.
 
     ???+ example "Examples"
+
         ```python
         @auth.on
         async def allow_developers(ctx: Auth.types.AuthContext, value: Any) -> None:
@@ -293,7 +301,9 @@ Parameters:
     authorization (str | None): The Authorization header value (e.g. "Bearer <token>")
 
 ???+ example "Examples"
+
     Basic authentication with token:
+
     ```python
     from langgraph_sdk import Auth
 
@@ -305,6 +315,7 @@ Parameters:
     ```
 
     Authentication with multiple parameters:
+
     ```    
     @auth.authenticate
     async def authenticate2(
@@ -318,6 +329,7 @@ Parameters:
     ```
 
     Accepting the raw ASGI request:
+
     ```python
     MY_SECRET = "my-secret-key"
     @auth.authenticate
@@ -423,6 +435,7 @@ class ThreadsCreate(typing.TypedDict, total=False):
     """Parameters for creating a new thread.
 
     ???+ example "Examples"
+
         ```python
         create_params = {
             "thread_id": UUID("123e4567-e89b-12d3-a456-426614174000"),
@@ -522,6 +535,7 @@ class RunsCreate(typing.TypedDict, total=False):
     """Payload for creating a run.
 
     ???+ example "Examples"
+
         ```python
         create_params = {
             "assistant_id": UUID("123e4567-e89b-12d3-a456-426614174000"),
@@ -577,6 +591,7 @@ class AssistantsCreate(typing.TypedDict, total=False):
     """Payload for creating an assistant.
 
     ???+ example "Examples"
+
         ```python
         create_params = {
             "assistant_id": UUID("123e4567-e89b-12d3-a456-426614174000"),
@@ -615,6 +630,7 @@ class AssistantsRead(typing.TypedDict, total=False):
     """Payload for reading an assistant.
 
     ???+ example "Examples"
+
         ```python
         read_params = {
             "assistant_id": UUID("123e4567-e89b-12d3-a456-426614174000"),
@@ -634,6 +650,7 @@ class AssistantsUpdate(typing.TypedDict, total=False):
     """Payload for updating an assistant.
 
     ???+ example "Examples"
+
         ```python
         update_params = {
             "assistant_id": UUID("123e4567-e89b-12d3-a456-426614174000"),
@@ -673,6 +690,7 @@ class AssistantsDelete(typing.TypedDict):
     """Payload for deleting an assistant.
 
     ???+ example "Examples"
+
         ```python
         delete_params = {
             "assistant_id": UUID("123e4567-e89b-12d3-a456-426614174000")
@@ -688,6 +706,7 @@ class AssistantsSearch(typing.TypedDict):
     """Payload for searching assistants.
 
     ???+ example "Examples"
+
         ```python
         search_params = {
             "graph_id": "graph123",
@@ -715,6 +734,7 @@ class CronsCreate(typing.TypedDict, total=False):
     """Payload for creating a cron job.
 
     ???+ example "Examples"
+
         ```python
         create_params = {
             "payload": {"key": "value"},
@@ -750,6 +770,7 @@ class CronsDelete(typing.TypedDict):
     """Payload for deleting a cron job.
 
     ???+ example "Examples"
+
         ```python
         delete_params = {
             "cron_id": UUID("123e4567-e89b-12d3-a456-426614174000")
@@ -765,6 +786,7 @@ class CronsRead(typing.TypedDict):
     """Payload for reading a cron job.
 
     ???+ example "Examples"
+
         ```python
         read_params = {
             "cron_id": UUID("123e4567-e89b-12d3-a456-426614174000")
@@ -780,6 +802,7 @@ class CronsUpdate(typing.TypedDict, total=False):
     """Payload for updating a cron job.
 
     ???+ example "Examples"
+
         ```python
         update_params = {
             "cron_id": UUID("123e4567-e89b-12d3-a456-426614174000"),
@@ -803,6 +826,7 @@ class CronsSearch(typing.TypedDict, total=False):
     """Payload for searching cron jobs.
 
     ???+ example "Examples"
+
         ```python
         search_params = {
             "assistant_id": UUID("123e4567-e89b-12d3-a456-426614174000"),
@@ -888,7 +912,7 @@ class StorePut(typing.TypedDict):
     """Unique identifier for the item within its namespace."""
 
     value: dict[str, typing.Any] | None
-    """The data to store, or None to mark the item for deletion."""
+    """The data to store, or `None` to mark the item for deletion."""
 
     index: typing.Literal[False] | list[str] | None
     """Optional index configuration for full-text search."""

libs/sdk-py/langgraph_sdk/client.py

@@ -304,7 +304,7 @@ class HttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Any:
-        """Send a GET request."""
+        """Send a `GET` request."""
         r = await self.client.get(path, params=params, headers=headers)
         if on_response:
             on_response(r)
@@ -320,7 +320,7 @@ class HttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Any:
-        """Send a POST request."""
+        """Send a `POST` request."""
         if json is not None:
             request_headers, content = await _aencode_json(json)
         else:
@@ -345,7 +345,7 @@ class HttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Any:
-        """Send a PUT request."""
+        """Send a `PUT` request."""
         request_headers, content = await _aencode_json(json)
         if headers:
             request_headers.update(headers)
@@ -366,7 +366,7 @@ class HttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Any:
-        """Send a PATCH request."""
+        """Send a `PATCH` request."""
         request_headers, content = await _aencode_json(json)
         if headers:
             request_headers.update(headers)
@@ -387,7 +387,7 @@ class HttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> None:
-        """Send a DELETE request."""
+        """Send a `DELETE` request."""
         r = await self.client.request(
             "DELETE", path, json=json, params=params, headers=headers
         )
@@ -950,7 +950,7 @@ class AssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Assistant: The updated assistant.
+            The updated assistant.
 
         ???+ example "Example Usage"
 
@@ -1000,7 +1000,7 @@ class AssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -1043,7 +1043,7 @@ class AssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[Assistant]: A list of assistants.
+            A list of assistants.
 
         ???+ example "Example Usage"
 
@@ -1127,7 +1127,7 @@ class AssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[AssistantVersion]: A list of assistant versions.
+            A list of assistant versions.
 
         ???+ example "Example Usage"
 
@@ -1169,7 +1169,7 @@ class AssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Assistant: Assistant Object.
+            Assistant Object.
 
         ???+ example "Example Usage"
 
@@ -1226,7 +1226,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Thread: Thread object.
+            Thread object.
 
         ???+ example "Example Usage"
 
@@ -1285,7 +1285,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Thread: The created thread.
+            The created thread.
 
         ???+ example "Example Usage"
 
@@ -1353,7 +1353,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Thread: The created thread.
+            The created thread.
 
         ???+ example "Example Usage"
 
@@ -1394,7 +1394,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -1439,7 +1439,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[Thread]: List of the threads matching the search parameters.
+            List of the threads matching the search parameters.
 
         ???+ example "Example Usage"
 
@@ -1526,7 +1526,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -1563,7 +1563,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            ThreadState: the thread of the state.
+            The thread of the state.
 
         ???+ example "Example Usage"
 
@@ -1701,7 +1701,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            ThreadUpdateStateResponse: Response after updating a thread's state.
+            Response after updating a thread's state.
 
         ???+ example "Example Usage"
 
@@ -1764,7 +1764,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[ThreadState]: the state history of the thread.
+            The state history of the thread.
 
         ???+ example "Example Usage"
 
@@ -1811,7 +1811,7 @@ class ThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Iterator[StreamPart]: An iterator of stream parts.
+            An iterator of stream parts.
 
         ???+ example "Example Usage"
 
@@ -1987,7 +1987,7 @@ class RunsClient:
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
-            AsyncIterator[StreamPart]: Asynchronous iterator of stream results.
+            Asynchronous iterator of stream results.
 
         ???+ example "Example Usage"
 
@@ -2193,7 +2193,7 @@ class RunsClient:
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
-            Run: The created background run.
+            The created background run.
 
         ???+ example "Example Usage"
 
@@ -2443,7 +2443,7 @@ class RunsClient:
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
-            Union[list[dict], dict[str, Any]]: The output of the run.
+            The output of the run.
 
         ???+ example "Example Usage"
 
@@ -2572,7 +2572,7 @@ class RunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[Run]: The runs for the thread.
+            The runs for the thread.
 
         ???+ example "Example Usage"
 
@@ -2617,7 +2617,7 @@ class RunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Run: Run object.
+            `Run` object.
 
         ???+ example "Example Usage"
 
@@ -2657,7 +2657,7 @@ class RunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -2710,7 +2710,7 @@ class RunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -2757,7 +2757,7 @@ class RunsClient:
             last_event_id: The last event ID to use for the stream.
 
         Returns:
-            AsyncIterator[StreamPart]: The stream of parts.
+            The stream of parts.
 
         ???+ example "Example Usage"
 
@@ -2806,7 +2806,7 @@ class RunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -2843,6 +2843,7 @@ class CronClient:
         ```
 
     !!! note "Feature Availability"
+
         The crons client functionality is not supported on all licenses.
         Please check the relevant license documentation for the most up-to-date
         details on feature availability.
@@ -2893,7 +2894,7 @@ class CronClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Run: The cron run.
+            The cron run.
 
         ???+ example "Example Usage"
 
@@ -2973,7 +2974,7 @@ class CronClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Run: The cron run.
+            The cron run.
 
         ???+ example "Example Usage"
 
@@ -3027,7 +3028,7 @@ class CronClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -3065,7 +3066,7 @@ class CronClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[Cron]: The list of cron jobs returned by the search,
+            The list of cron jobs returned by the search,
 
         ???+ example "Example Usage"
 
@@ -3191,7 +3192,7 @@ class StoreClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -3294,7 +3295,7 @@ class StoreClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -3338,7 +3339,7 @@ class StoreClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[Item]: A list of items matching the search criteria.
+            A list of items matching the search criteria.
 
         ???+ example "Example Usage"
 
@@ -3411,7 +3412,7 @@ class StoreClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[list[str]]: A list of namespaces matching the criteria.
+            A list of namespaces matching the criteria.
 
         ???+ example "Example Usage"
 
@@ -3568,7 +3569,7 @@ class SyncHttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Any:
-        """Send a GET request."""
+        """Send a `GET` request."""
         r = self.client.get(path, params=params, headers=headers)
         if on_response:
             on_response(r)
@@ -3584,7 +3585,7 @@ class SyncHttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Any:
-        """Send a POST request."""
+        """Send a `POST` request."""
         if json is not None:
             request_headers, content = _encode_json(json)
         else:
@@ -3608,7 +3609,7 @@ class SyncHttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Any:
-        """Send a PUT request."""
+        """Send a `PUT` request."""
         request_headers, content = _encode_json(json)
         if headers:
             request_headers.update(headers)
@@ -3630,7 +3631,7 @@ class SyncHttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Any:
-        """Send a PATCH request."""
+        """Send a `PATCH` request."""
         request_headers, content = _encode_json(json)
         if headers:
             request_headers.update(headers)
@@ -3651,7 +3652,7 @@ class SyncHttpClient:
         headers: Mapping[str, str] | None = None,
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> None:
-        """Send a DELETE request."""
+        """Send a `DELETE` request."""
         r = self.client.request(
             "DELETE", path, json=json, params=params, headers=headers
         )
@@ -3828,7 +3829,7 @@ class SyncAssistantsClient:
 
     This class provides methods to interact with assistants, which are versioned configurations of your graph.
 
-    ???+ example "Examples"
+    ???+ example "Example"
 
         ```python
         client = get_sync_client(url="http://localhost:2024")
@@ -3854,7 +3855,7 @@ class SyncAssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Assistant: Assistant Object.
+            `Assistant` Object.
 
         ???+ example "Example Usage"
 
@@ -3901,7 +3902,7 @@ class SyncAssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Graph: The graph information for the assistant in JSON format.
+            The graph information for the assistant in JSON format.
 
         ???+ example "Example Usage"
 
@@ -3954,7 +3955,7 @@ class SyncAssistantsClient:
         Returns:
             GraphSchema: The graph schema for the assistant.
 
-        ???+ example "  Example Usage"
+        ???+ example "Example Usage"
 
             ```python
             client = get_sync_client(url="http://localhost:2024")
@@ -4140,7 +4141,7 @@ class SyncAssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Assistant: The created assistant.
+            The created assistant.
 
         ???+ example "Example Usage"
 
@@ -4208,7 +4209,7 @@ class SyncAssistantsClient:
                 The description field is available for langgraph-api server version>=0.0.45
 
         Returns:
-            Assistant: The updated assistant.
+            The updated assistant.
 
         ???+ example "Example Usage"
 
@@ -4257,7 +4258,7 @@ class SyncAssistantsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -4295,7 +4296,7 @@ class SyncAssistantsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            list[Assistant]: A list of assistants.
+            A list of assistants.
 
         ???+ example "Example Usage"
 
@@ -4378,7 +4379,7 @@ class SyncAssistantsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            list[Assistant]: A list of assistants.
+            A list of assistants.
 
         ???+ example "Example Usage"
 
@@ -4420,7 +4421,7 @@ class SyncAssistantsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            Assistant: Assistant Object.
+            `Assistant` Object.
 
         ???+ example "Example Usage"
 
@@ -4475,7 +4476,7 @@ class SyncThreadsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            Thread: Thread object.
+            `Thread` object.
 
         ???+ example "Example Usage"
 
@@ -4530,7 +4531,7 @@ class SyncThreadsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            Thread: The created thread.
+            The created `Thread`.
 
         ???+ example "Example Usage"
 
@@ -4597,7 +4598,7 @@ class SyncThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Thread: The created thread.
+            The created `Thread`.
 
         ???+ example "Example Usage"
 
@@ -4638,7 +4639,7 @@ class SyncThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -4679,7 +4680,7 @@ class SyncThreadsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            list[Thread]: List of the threads matching the search parameters.
+            List of the threads matching the search parameters.
 
         ???+ example "Example Usage"
 
@@ -4762,7 +4763,7 @@ class SyncThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -4797,7 +4798,7 @@ class SyncThreadsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            ThreadState: the thread of the state.
+            The thread of the state.
 
         ???+ example "Example Usage"
 
@@ -4934,7 +4935,7 @@ class SyncThreadsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            ThreadUpdateStateResponse: Response after updating a thread's state.
+            Response after updating a thread's state.
 
         ???+ example "Example Usage"
 
@@ -4995,7 +4996,7 @@ class SyncThreadsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            list[ThreadState]: the state history of the thread.
+            The state history of the `Thread`.
 
         ???+ example "Example Usage"
 
@@ -5044,7 +5045,7 @@ class SyncThreadsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            Iterator[StreamPart]: An iterator of stream parts.
+            An iterator of stream parts.
 
         ???+ example "Example Usage"
 
@@ -5221,7 +5222,7 @@ class SyncRunsClient:
 
 
         Returns:
-            Iterator[StreamPart]: Iterator of stream results.
+            Iterator of stream results.
 
         ???+ example "Example Usage"
 
@@ -5423,7 +5424,7 @@ class SyncRunsClient:
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
-            Run: The created background run.
+            The created background `Run`.
 
         ???+ example "Example Usage"
 
@@ -5674,7 +5675,7 @@ class SyncRunsClient:
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
-            Union[list[dict], dict[str, Any]]: The output of the run.
+            The output of the `Run`.
 
         ???+ example "Example Usage"
 
@@ -5794,7 +5795,7 @@ class SyncRunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[Run]: The runs for the thread.
+            The runs for the thread.
 
         ???+ example "Example Usage"
 
@@ -5835,7 +5836,7 @@ class SyncRunsClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            Run: Run object.
+            `Run` object.
 
         ???+ example "Example Usage"
 
@@ -5874,7 +5875,7 @@ class SyncRunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -5927,7 +5928,7 @@ class SyncRunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -5974,7 +5975,7 @@ class SyncRunsClient:
             last_event_id: The last event ID to use for the stream.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -6022,7 +6023,7 @@ class SyncRunsClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -6053,6 +6054,7 @@ class SyncCronClient:
         ```
 
     !!! note "Feature Availability"
+
         The crons client functionality is not supported on all licenses.
         Please check the relevant license documentation for the most up-to-date
         details on feature availability.
@@ -6100,7 +6102,7 @@ class SyncCronClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            Run: The cron run.
+            The cron `Run`.
 
         ???+ example "Example Usage"
 
@@ -6178,7 +6180,7 @@ class SyncCronClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            Run: The cron run.
+            The cron `Run`.
 
         ???+ example "Example Usage"
 
@@ -6232,7 +6234,7 @@ class SyncCronClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -6269,7 +6271,7 @@ class SyncCronClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            list[Cron]: The list of cron jobs returned by the search,
+            The list of cron jobs returned by the search,
 
         ???+ example "Example Usage"
 
@@ -6394,7 +6396,7 @@ class SyncStoreClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -6442,7 +6444,7 @@ class SyncStoreClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            Item: The retrieved item.
+            The retrieved item.
 
         ???+ example "Example Usage"
 
@@ -6497,7 +6499,7 @@ class SyncStoreClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            None
+            `None`
 
         ???+ example "Example Usage"
 
@@ -6541,7 +6543,7 @@ class SyncStoreClient:
             params: Optional query parameters to include with the request.
 
         Returns:
-            list[Item]: A list of items matching the search criteria.
+            A list of items matching the search criteria.
 
         ???+ example "Example Usage"
 
@@ -6612,7 +6614,7 @@ class SyncStoreClient:
             headers: Optional custom headers to include with the request.
 
         Returns:
-            list[list[str]]: A list of namespaces matching the criteria.
+            A list of namespaces matching the criteria.
 
         ???+ example "Example Usage"
 

libs/sdk-py/pyproject.toml

@@ -23,15 +23,21 @@ path = "langgraph_sdk/__init__.py"
 Repository = "https://www.github.com/langchain-ai/langgraph"
 
 [dependency-groups]
-dev = [
-  "ruff",
-  "codespell",
+test = [
   "pytest",
   "pytest-asyncio",
   "pytest-mock",
   "pytest-watch",
+]
+lint = [
+  "ruff",
+  "codespell",
   "mypy",
 ]
+dev = [
+  {include-group = "test"},
+  {include-group = "lint"},
+]
 
 [tool.hatch.build.targets.wheel]
 include = ["langgraph_sdk"]

libs/sdk-py/uv.lock

@@ -144,6 +144,17 @@ dev = [
     { name = "pytest-watch" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watch" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -161,6 +172,17 @@ dev = [
     { name = "pytest-watch" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watch" },
+]
 
 [[package]]
 name = "mypy"