very hacky approach for add_messages in the short term

.github/scripts/check_sdk_methods.py

@@ -1,15 +1,10 @@
 import ast
 import os
 from itertools import filterfalse
-from typing import Dict, List, Tuple
+from typing import List, Tuple
 
 ROOT_PATH = os.path.abspath(os.path.join(__file__, "..", "..", ".."))
 CLIENT_PATH = os.path.join(ROOT_PATH, "libs", "sdk-py", "langgraph_sdk", "client.py")
-ASYNC_TO_SYNC_METHOD_MAP: Dict[str, str] = {
-    "aclose": "close",
-    "__aenter__": "__enter__",
-    "__aexit__": "__exit__",
-}
 
 
 def get_class_methods(node: ast.ClassDef) -> List[str]:
@@ -27,7 +22,7 @@ def find_classes(tree: ast.AST) -> List[Tuple[str, List[str]]]:
 
 def compare_sync_async_methods(sync_methods: List[str], async_methods: List[str]) -> List[str]:
     sync_set = set(sync_methods)
-    async_set = {ASYNC_TO_SYNC_METHOD_MAP.get(async_method, async_method) for async_method in async_methods}
+    async_set = set(async_methods)
     missing_in_sync = list(async_set - sync_set)
     missing_in_async = list(sync_set - async_set)
     return missing_in_sync + missing_in_async

.github/scripts/run_langgraph_cli_test.py

@@ -1,145 +1,107 @@
+import asyncio
+import json
+import os
 import pathlib
 import sys
-import time
-from urllib import request, error
-
 import langgraph_cli
-import langgraph_cli.config
 import langgraph_cli.docker
-from langgraph_cli.cli import prepare_args_and_stdin
-from langgraph_cli.constants import DEFAULT_PORT
+import langgraph_cli.config
+
 from langgraph_cli.exec import Runner, subp_exec
 from langgraph_cli.progress import Progress
+from langgraph_cli.constants import DEFAULT_PORT
 
 
-def test(config: pathlib.Path, port: int, tag: str, verbose: bool):
-    """Spin up API with Postgres/Redis via docker compose and wait until ready."""
+def test(
+    config: pathlib.Path,
+    port: int,
+    tag: str,
+    verbose: bool,
+):
     with Runner() as runner, Progress(message="Pulling...") as set:
-        # Detect docker/compose capabilities
+        # check docker available
         capabilities = langgraph_cli.docker.check_capabilities(runner)
-
-        # Validate config and prepare compose stdin/args using built image
+        # open config
         config_json = langgraph_cli.config.validate_config_file(config)
-        args, stdin = prepare_args_and_stdin(
-            capabilities=capabilities,
-            config_path=config,
-            config=config_json,
-            docker_compose=None,
-            port=port,
-            watch=False,
-            debugger_port=None,
-            debugger_base_url=f"http://127.0.0.1:{port}",
-            postgres_uri=None,
-            api_version=None,
-            image=tag,
-            base_image=None,
-        )
 
-        # Compose up with wait (implies detach), similar to `langgraph up --wait`
-        args_up = [*args, "up", "--remove-orphans", "--wait"]
+        set("Running...")
+        args = [
+            "run",
+            "--rm",
+            "-p",
+            f"{port}:8000",
+        ]
+        if isinstance(config_json["env"], str):
+            args.extend(
+                [
+                    "--env-file",
+                    str(config.parent / config_json["env"]),
+                ]
+            )
+        else:
+            for k, v in config_json["env"].items():
+                args.extend(
+                    [
+                        "-e",
+                        f"{k}={v}",
+                    ]
+                )
+        if capabilities.healthcheck_start_interval:
+            args.extend(
+                [
+                    "--health-interval",
+                    "5s",
+                    "--health-retries",
+                    "1",
+                    "--health-start-period",
+                    "10s",
+                    "--health-start-interval",
+                    "1s",
+                ]
+            )
+        else:
+            args.extend(
+                [
+                    "--health-interval",
+                    "5s",
+                    "--health-retries",
+                    "2",
+                ]
+            )
 
-        compose_cmd = ["docker", "compose"]
-        if capabilities.compose_type == "standalone":
-            compose_cmd = ["docker-compose"]
+        _task = None
+
+        def on_stdout(line: str):
+            nonlocal _task
+            if "GET /ok" in line or "Uvicorn running on" in line:
+                set("")
+                sys.stdout.write(
+                    f"""Ready!
+- API: http://localhost:{port}
+"""
+                )
+                sys.stdout.flush()
+                _task.cancel()
+                return True
+            return False
+
+        async def subp_exec_task(*args, **kwargs):
+            nonlocal _task
+            _task = asyncio.create_task(subp_exec(*args, **kwargs))
+            await _task
 
-        set("Starting...")
         try:
             runner.run(
-                subp_exec(
-                    *compose_cmd,
-                    *args_up,
-                    input=stdin,
+                subp_exec_task(
+                    "docker",
+                    *args,
+                    tag,
                     verbose=verbose,
+                    on_stdout=on_stdout,
                 )
             )
-        except Exception as e:  # noqa: BLE001
-            # On failure, show diagnostics then ensure clean teardown
-            sys.stderr.write(f"docker compose up failed: {e}\n")
-            try:
-                sys.stderr.write("\n== docker compose ps ==\n")
-                runner.run(subp_exec(*compose_cmd, *args, "ps", input=stdin, verbose=False))
-            except Exception:
-                pass
-            try:
-                sys.stderr.write("\n== docker compose logs (api) ==\n")
-                runner.run(
-                    subp_exec(
-                        *compose_cmd,
-                        *args,
-                        "logs",
-                        "langgraph-api",
-                        input=stdin,
-                        verbose=False,
-                    )
-                )
-            except Exception:
-                pass
-            finally:
-                try:
-                    runner.run(
-                        subp_exec(
-                            *compose_cmd,
-                            *args,
-                            "down",
-                            "-v",
-                            "--remove-orphans",
-                            input=stdin,
-                            verbose=False,
-                        )
-                    )
-                finally:
-                    raise
-
-        set("")
-        base_url = f"http://localhost:{port}"
-        ok_url = f"{base_url}/ok"
-        print(f"Waiting for {ok_url} to respond with 200...")
-        deadline = time.time() + 30
-        last_err: Exception | None = None
-        while time.time() < deadline:
-            try:
-                with request.urlopen(ok_url, timeout=2) as resp:
-                    if resp.status == 200:
-                        sys.stdout.write(
-                            f"""Ready!\n- API: {base_url}\n- /ok: 200 OK\n"""
-                        )
-                        sys.stdout.flush()
-                        break
-                    else:
-                        last_err = RuntimeError(f"Unexpected status: {resp.status}")
-                        print(f"Unexpected status: {resp.status}")
-            except error.URLError as e:
-                last_err = e
-            except Exception as e:  # noqa: BLE001
-                last_err = e
-            time.sleep(0.5)
-        else:
-            # Bring stack down before raising
-            args_down = [*args, "down", "-v", "--remove-orphans"]
-            try:
-                runner.run(
-                    subp_exec(
-                        *compose_cmd,
-                        *args_down,
-                        input=stdin,
-                        verbose=verbose,
-                    )
-                )
-            finally:
-                raise SystemExit(
-                    f"/ok did not return 202 within timeout. Last error: {last_err}"
-                )
-
-        # Clean up: bring compose stack down to free ports for next test
-        args_down = [*args, "down", "-v", "--remove-orphans"]
-        runner.run(
-            subp_exec(
-                *compose_cmd,
-                *args_down,
-                input=stdin,
-                verbose=verbose,
-            )
-        )
+        except asyncio.CancelledError:
+            pass
 
 
 if __name__ == "__main__":
@@ -148,6 +110,6 @@ if __name__ == "__main__":
     parser = argparse.ArgumentParser()
     parser.add_argument("-t", "--tag", type=str)
     parser.add_argument("-c", "--config", type=str, default="./langgraph.json")
-    parser.add_argument("-p", "--port", type=int, default=DEFAULT_PORT)
+    parser.add_argument("-p", "--port", default=DEFAULT_PORT)
     args = parser.parse_args()
     test(pathlib.Path(args.config), args.port, args.tag, verbose=True)

.github/workflows/_integration_test.yml

@@ -43,43 +43,28 @@ jobs:
       - name: Build and test service A
         if: steps.changed-files.outputs.all
         working-directory: libs/cli/examples
-        env:
-          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
         run: |
           # The build-arg isn't used; just testing that we accept other args
-          langgraph build -t langgraph-test-a
-          cp .env.example .env
-          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
+          langgraph build -t langgraph-test-a  --base-image "langchain/langgraph-trial"
+          cp .env.example .envg
           timeout 60 python ../../../.github/scripts/run_langgraph_cli_test.py -c langgraph.json -t langgraph-test-a
       - name: Build and test service B
         if: steps.changed-files.outputs.all
         working-directory: libs/cli/examples/graphs
-        env:
-          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
         run: |
-          langgraph build -t langgraph-test-b
-          cp ../.env.example .env
-          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
+          langgraph build -t langgraph-test-b  --base-image "langchain/langgraph-trial"
           timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-b
       - name: Build and test service C
         if: steps.changed-files.outputs.all
         working-directory: libs/cli/examples/graphs_reqs_a
-        env:
-          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
         run: |
-          langgraph build -t langgraph-test-c
-          cp ../.env.example .env
-          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
+          langgraph build -t langgraph-test-c  --base-image "langchain/langgraph-trial"
           timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-c
       - name: Build and test service D
         if: steps.changed-files.outputs.all
         working-directory: libs/cli/examples/graphs_reqs_b
-        env:
-          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
         run: |
-          langgraph build -t langgraph-test-d
-          cp ../.env.example .env
-          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
+          langgraph build -t langgraph-test-d  --base-image "langchain/langgraph-trial"
           timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-d
 
       - name: Build JS service

.github/workflows/_lint.yml

@@ -14,6 +14,7 @@ permissions:
 env:
   # This env var allows us to get inline annotations when ruff has complaints.
   RUFF_OUTPUT_FORMAT: github
+  UV_PRERELEASE: allow
 
 jobs:
   build:

.github/workflows/_test.yml

@@ -11,6 +11,9 @@ on:
 permissions:
   contents: read
 
+env:
+  UV_PRERELEASE: allow
+
 jobs:
   build:
     runs-on: ubuntu-latest

.github/workflows/ci.yml

@@ -10,6 +10,9 @@ on:
 permissions:
   contents: read
 
+env:
+  UV_PRERELEASE: allow
+
 # If another push to the same PR or branch happens while this workflow is still running,
 # cancel the earlier run in favor of the next run.
 #
@@ -78,7 +81,6 @@ jobs:
             "libs/checkpoint-sqlite",
             "libs/checkpoint-postgres",
             "libs/prebuilt",
-            "libs/sdk-py",
           ]
     if: needs.changes.outputs.python == 'true' || needs.changes.outputs.deps == 'true'
     uses: ./.github/workflows/_test.yml

.github/workflows/release.yml

@@ -62,13 +62,7 @@ jobs:
         working-directory: ${{ inputs.working-directory }}
         run: |
           PKG_NAME=$(grep -m 1 "^name = " pyproject.toml | cut -d '"' -f 2)
-          if grep -q 'dynamic.*=.*\[.*"version".*\]' pyproject.toml; then
-            # handle dynamic versioning
-            DIR_NAME=$(echo "$PKG_NAME" | tr '-' '_')
-            VERSION=$(grep -m 1 '^__version__' "${DIR_NAME}/__init__.py" | cut -d '"' -f 2)
-          else
-            VERSION=$(grep -m 1 "^version = " pyproject.toml | cut -d '"' -f 2)
-          fi
+          VERSION=$(grep -m 1 "^version = " pyproject.toml | cut -d '"' -f 2)
           SHORT_PKG_NAME="$(echo "$PKG_NAME" | sed -e 's/langgraph//g' -e 's/-//g')"
           if [ -z $SHORT_PKG_NAME ]; then
             TAG="$VERSION"

docs/_scripts/notebook_hooks.py

@@ -190,11 +190,11 @@ REDIRECT_MAP = {
     "concepts/langgraph_cloud.md": "https://docs.langchain.com/langgraph-platform/cloud",
     "concepts/langgraph_self_hosted_data_plane.md": "https://docs.langchain.com/langgraph-platform/hybrid",
     "concepts/langgraph_self_hosted_control_plane.md": "https://docs.langchain.com/langgraph-platform/self-hosted",
-    "concepts/langgraph_standalone_container.md": "https://docs.langchain.com/langgraph-platform/self-hosted#standalone-server",
+    "concepts/langgraph_standalone_container.md": "https://docs.langchain.com/langgraph-platform/self-hosted#data-plane-only",
     "cloud/deployment/cloud.md": "https://docs.langchain.com/langgraph-platform/cloud",
     "cloud/deployment/self_hosted_data_plane.md": "https://docs.langchain.com/langgraph-platform/deploy-hybrid",
     "cloud/deployment/self_hosted_control_plane.md": "https://docs.langchain.com/langgraph-platform/deploy-self-hosted-full-platform",
-    "cloud/deployment/standalone_container.md": "https://docs.langchain.com/langgraph-platform/deploy-standalone-server",
+    "cloud/deployment/standalone_container.md": "https://docs.langchain.com/langgraph-platform/deploy-data-plane-only",
     "concepts/server-mcp.md": "https://docs.langchain.com/langgraph-platform/server-mcp",
     "cloud/how-tos/human_in_the_loop_time_travel.md": "https://docs.langchain.com/langgraph-platform/human-in-the-loop-time-travel",
     "cloud/how-tos/add-human-in-the-loop.md": "https://docs.langchain.com/langgraph-platform/add-human-in-the-loop",

docs/docs/agents/multi-agent.md

@@ -367,13 +367,13 @@ To implement handoffs with `createReactAgent`, you need to:
 
 3.  Define a parent graph that contains individual agents as nodes:
 
-    ```typescript
-    import { StateGraph, MessagesZodState } from "@langchain/langgraph";
-    const multiAgentGraph = new StateGraph(MessagesZodState)
-      .addNode("flight_assistant", flightAssistant)
-      .addNode("hotel_assistant", hotelAssistant)
-      // ...
-    ```
+        ```typescript
+        import { StateGraph, MessagesZodState } from "@langchain/langgraph";
+        const multiAgentGraph = new StateGraph(MessagesZodState)
+          .addNode("flight_assistant", flightAssistant)
+          .addNode("hotel_assistant", hotelAssistant)
+          // ...
+        ```
 
     :::
 
@@ -619,8 +619,7 @@ for await (const chunk of multiAgentGraph.stream({
 3. Name of the agent or node to hand off to.
 4. Take the agent's messages and **add** them to the parent's **state** as part of the handoff. The next agent will see the parent state.
 5. Indicate to LangGraph that we need to navigate to agent node in a **parent** multi-agent graph.
-
-:::
+   :::
 
 !!! Note
 

docs/docs/cloud/reference/api/openapi.json

@@ -28,14 +28,6 @@
     {
       "name": "Store",
       "description": "Store is an API for managing persistent key-value store (long-term memory) that is available from any thread."
-    },
-    {
-      "name": "MCP",
-      "description": "Model Context Protocol related endpoints for exposing an agent as an MCP server."
-    },
-    {
-      "name": "System",
-      "description": "System endpoints for health checks, metrics, and server information."
     }
   ],
   "paths": {
@@ -157,59 +149,6 @@
         }
       }
     },
-    "/assistants/count": {
-      "post": {
-        "tags": [
-          "Assistants"
-        ],
-        "summary": "Count Assistants",
-        "description": "Get the count of assistants matching the specified criteria.",
-        "operationId": "count_assistants_assistants_count_post",
-        "requestBody": {
-          "content": {
-            "application/json": {
-              "schema": {
-                "$ref": "#/components/schemas/AssistantCountRequest"
-              }
-            }
-          },
-          "required": true
-        },
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "type": "integer",
-                  "title": "Count"
-                }
-              }
-            }
-          },
-          "404": {
-            "description": "Not Found",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ErrorResponse"
-                }
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ErrorResponse"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
     "/assistants/{assistant_id}": {
       "get": {
         "tags": [
@@ -866,59 +805,6 @@
         }
       }
     },
-    "/threads/count": {
-      "post": {
-        "tags": [
-          "Threads"
-        ],
-        "summary": "Count Threads",
-        "description": "Get the count of threads matching the specified criteria.",
-        "operationId": "count_threads_threads_count_post",
-        "requestBody": {
-          "content": {
-            "application/json": {
-              "schema": {
-                "$ref": "#/components/schemas/ThreadCountRequest"
-              }
-            }
-          },
-          "required": true
-        },
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "type": "integer",
-                  "title": "Count"
-                }
-              }
-            }
-          },
-          "404": {
-            "description": "Not Found",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ErrorResponse"
-                }
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ErrorResponse"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
     "/threads/{thread_id}/state": {
       "get": {
         "tags": [
@@ -1575,30 +1461,6 @@
             },
             "name": "status",
             "in": "query"
-          },
-          {
-            "required": false,
-            "schema": {
-              "type": "array",
-              "items": {
-                "type": "string",
-                "enum": [
-                  "run_id",
-                  "thread_id",
-                  "assistant_id",
-                  "created_at",
-                  "updated_at",
-                  "status",
-                  "metadata",
-                  "kwargs",
-                  "multitask_strategy"
-                ]
-              },
-              "title": "Select",
-              "description": "Specify which fields to return. If not provided, all fields are returned."
-            },
-            "name": "select",
-            "in": "query"
           }
         ],
         "responses": {
@@ -2450,59 +2312,6 @@
         }
       }
     },
-    "/runs/crons/count": {
-      "post": {
-        "tags": [
-          "Crons (Plus tier)"
-        ],
-        "summary": "Count Crons",
-        "description": "Get the count of crons matching the specified criteria.",
-        "operationId": "count_crons_runs_crons_count_post",
-        "requestBody": {
-          "content": {
-            "application/json": {
-              "schema": {
-                "$ref": "#/components/schemas/CronCountRequest"
-              }
-            }
-          },
-          "required": true
-        },
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "type": "integer",
-                  "title": "Count"
-                }
-              }
-            }
-          },
-          "404": {
-            "description": "Not Found",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ErrorResponse"
-                }
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ErrorResponse"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
     "/runs/stream": {
       "post": {
         "tags": [
@@ -3187,153 +2996,6 @@
           "MCP"
         ]
       }
-    },
-    "/info": {
-      "get": {
-        "tags": [
-          "System"
-        ],
-        "summary": "Server Information",
-        "description": "Get server version information, feature flags, and metadata.",
-        "operationId": "server_info_info_get",
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "type": "object",
-                  "properties": {
-                    "version": {
-                      "type": "string",
-                      "title": "Version",
-                      "description": "LangGraph API version"
-                    },
-                    "langgraph_py_version": {
-                      "type": "string",
-                      "title": "LangGraph Python Version",
-                      "description": "LangGraph Python library version"
-                    },
-                    "flags": {
-                      "type": "object",
-                      "title": "Feature Flags",
-                      "description": "Enabled features and capabilities"
-                    },
-                    "metadata": {
-                      "type": "object",
-                      "title": "Metadata",
-                      "description": "Server deployment metadata"
-                    }
-                  },
-                  "required": ["version", "langgraph_py_version", "flags", "metadata"],
-                  "title": "ServerInfo"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
-    "/metrics": {
-      "get": {
-        "tags": [
-          "System"
-        ],
-        "summary": "System Metrics",
-        "description": "Get system metrics in Prometheus or JSON format for monitoring and observability.",
-        "operationId": "system_metrics_metrics_get",
-        "parameters": [
-          {
-            "name": "format",
-            "in": "query",
-            "required": false,
-            "schema": {
-              "type": "string",
-              "enum": ["prometheus", "json"],
-              "default": "prometheus",
-              "title": "Output Format",
-              "description": "Response format: prometheus (default) or json"
-            }
-          }
-        ],
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "text/plain": {
-                "schema": {
-                  "type": "string",
-                  "title": "Prometheus Metrics",
-                  "description": "Metrics in Prometheus exposition format"
-                }
-              },
-              "application/json": {
-                "schema": {
-                  "type": "object",
-                  "title": "JSON Metrics",
-                  "description": "Metrics in JSON format including queue stats, worker stats, and HTTP metrics"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
-    "/ok": {
-      "get": {
-        "tags": [
-          "System"
-        ],
-        "summary": "Health Check",
-        "description": "Check the health status of the server. Optionally check database connectivity.",
-        "operationId": "health_check_ok_get",
-        "parameters": [
-          {
-            "name": "check_db",
-            "in": "query",
-            "required": false,
-            "schema": {
-              "type": "integer",
-              "enum": [0, 1],
-              "default": 0,
-              "title": "Check Database",
-              "description": "Whether to check database connectivity (0=false, 1=true)"
-            }
-          }
-        ],
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "type": "object",
-                  "properties": {
-                    "ok": {
-                      "type": "boolean",
-                      "const": true,
-                      "title": "OK",
-                      "description": "Indicates the server is healthy"
-                    }
-                  },
-                  "required": ["ok"],
-                  "title": "HealthResponse"
-                }
-              }
-            }
-          },
-          "500": {
-            "description": "Internal Server Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/ErrorResponse"
-                }
-              }
-            }
-          }
-        }
-      }
     }
   },
   "components": {
@@ -3373,11 +3035,6 @@
             "title": "Config",
             "description": "The assistant config."
           },
-          "context": {
-            "type": "object",
-            "title": "Context",
-            "description": "Static context added to the assistant."
-          },
           "created_at": {
             "type": "string",
             "format": "date-time",
@@ -3443,11 +3100,6 @@
             "title": "Config",
             "description": "Configuration to use for the graph. Useful when graph is configurable and you want to create different assistants based on different configurations."
           },
-          "context": {
-            "type": "object",
-            "title": "Context",
-            "description": "Static context added to the assistant."
-          },
           "metadata": {
             "type": "object",
             "title": "Metadata",
@@ -3496,11 +3148,6 @@
             "title": "Config",
             "description": "Configuration to use for the graph. Useful when graph is configurable and you want to update the assistant's configuration."
           },
-          "context": {
-            "type": "object",
-            "title": "Context",
-            "description": "Static context added to the assistant."
-          },
           "metadata": {
             "type": "object",
             "title": "Metadata",
@@ -3562,12 +3209,6 @@
             "title": "Cron Id",
             "description": "The ID of the cron."
           },
-          "assistant_id": {
-            "type": ["string", "null"],
-            "format": "uuid",
-            "title": "Assistant Id",
-            "description": "The ID of the assistant."
-          },
           "thread_id": {
             "type": "string",
             "format": "uuid",
@@ -3597,26 +3238,10 @@
             "title": "Updated At",
             "description": "The last time the cron was updated."
           },
-          "user_id": {
-            "type": ["string", "null"],
-            "title": "User Id",
-            "description": "The ID of the user."
-          },
           "payload": {
             "type": "object",
             "title": "Payload",
             "description": "The run payload to use for creating new run."
-          },
-          "next_run_date": {
-            "type": ["string", "null"],
-            "format": "date-time",
-            "title": "Next Run Date",
-            "description": "The next run date of the cron."
-          },
-          "metadata": {
-            "type": "object",
-            "title": "Metadata",
-            "description": "The cron metadata."
           }
         },
         "type": "object",
@@ -3701,11 +3326,6 @@
             "title": "Config",
             "description": "The configuration for the assistant."
           },
-          "context": {
-            "type": "object",
-            "title": "Context",
-            "description": "Static context added to the assistant."
-          },
           "webhook": {
             "type": "string",
             "maxLength": 65536,
@@ -3760,7 +3380,7 @@
             ],
             "title": "Multitask Strategy",
             "description": "Multitask strategy to use. Must be one of 'reject', 'interrupt', 'rollback', or 'enqueue'.",
-            "default": "enqueue"
+            "default": "reject"
           }
         },
         "type": "object",
@@ -3777,7 +3397,7 @@
             "type": "string",
             "format": "uuid",
             "title": "Assistant Id",
-            "description": "The assistant ID or graph name to filter by using exact match."
+            "description": "The assistant ID or graph name to search for."
           },
           "thread_id": {
             "type": "string",
@@ -3813,28 +3433,6 @@
             "description": "The order to sort by.",
             "default": "desc",
             "enum": ["asc", "desc"]
-          },
-          "select": {
-            "type": "array",
-            "items": {
-              "type": "string",
-              "enum": [
-                "cron_id",
-                "assistant_id",
-                "thread_id",
-                "end_time",
-                "schedule",
-                "created_at",
-                "updated_at",
-                "user_id",
-                "payload",
-                "next_run_date",
-                "metadata",
-                "now"
-              ]
-            },
-            "title": "Select",
-            "description": "Specify which fields to return. If not provided, all fields are returned."
           }
         },
         "type": "object",
@@ -3842,25 +3440,6 @@
         "title": "CronSearch",
         "description": "Payload for listing crons"
       },
-      "CronCountRequest": {
-        "properties": {
-          "assistant_id": {
-            "type": "string",
-            "format": "uuid",
-            "title": "Assistant Id",
-            "description": "The assistant ID or graph name to search for."
-          },
-          "thread_id": {
-            "type": "string",
-            "format": "uuid",
-            "title": "Thread Id",
-            "description": "The thread ID to search for."
-          }
-        },
-        "type": "object",
-        "title": "CronCountRequest",
-        "description": "Payload for counting crons"
-      },
       "GraphSchema": {
         "properties": {
           "graph_id": {
@@ -3887,17 +3466,13 @@
             "type": "object",
             "title": "Config Schema",
             "description": "The schema for the graph config. Missing if unable to generate JSON schema from graph."
-          },
-          "context_schema": {
-            "type": "object",
-            "title": "Context Schema",
-            "description": "The schema for the graph context. Missing if unable to generate JSON schema from graph."
           }
         },
         "type": "object",
         "required": [
           "graph_id",
-          "state_schema"
+          "state_schema",
+          "config_schema"
         ],
         "title": "GraphSchema",
         "description": "Defines the structure and properties of a graph."
@@ -3923,18 +3498,14 @@
             "type": "object",
             "title": "Config Schema",
             "description": "The schema for the graph config. Missing if unable to generate JSON schema from graph."
-          },
-          "context_schema": {
-            "type": "object",
-            "title": "Context Schema",
-            "description": "The schema for the graph context. Missing if unable to generate JSON schema from graph."
           }
         },
         "type": "object",
         "required": [
           "input_schema",
           "output_schema",
-          "state_schema"
+          "state_schema",
+          "config_schema"
         ],
         "title": "GraphSchemaNoId",
         "description": "Defines the structure and properties of a graph without an ID."
@@ -3945,7 +3516,7 @@
           "$ref": "#/components/schemas/GraphSchemaNoId"
         },
         "title": "Subgraphs",
-        "description": "Map of graph name to graph schema metadata (`input_schema`, `output_schema`, `state_schema`, `config_schema`, `context_schema`)."
+        "description": "Map of graph name to graph schema metadata (`input_schema`, `output_schema`, `state_schema`, `config_schema`)."
       },
       "Run": {
         "properties": {
@@ -4195,11 +3766,6 @@
             "title": "Config",
             "description": "The configuration for the assistant."
           },
-          "context": {
-            "type": "object",
-            "title": "Context",
-            "description": "Static context added to the assistant."
-          },
           "webhook": {
             "type": "string",
             "maxLength": 65536,
@@ -4253,8 +3819,6 @@
                     "values",
                     "messages",
                     "messages-tuple",
-                    "tasks",
-                    "checkpoints",
                     "updates",
                     "events",
                     "debug",
@@ -4269,8 +3833,6 @@
                   "values",
                   "messages",
                   "messages-tuple",
-                  "tasks",
-                  "checkpoints",
                   "updates",
                   "events",
                   "debug",
@@ -4324,7 +3886,7 @@
             ],
             "title": "Multitask Strategy",
             "description": "Multitask strategy to use. Must be one of 'reject', 'interrupt', 'rollback', or 'enqueue'.",
-            "default": "enqueue"
+            "default": "reject"
           },
           "if_not_exists": {
             "type": "string",
@@ -4443,11 +4005,6 @@
             "title": "Config",
             "description": "The configuration for the assistant."
           },
-          "context": {
-            "type": "object",
-            "title": "Context",
-            "description": "Static context added to the assistant."
-          },
           "webhook": {
             "type": "string",
             "maxLength": 65536,
@@ -4501,8 +4058,6 @@
                     "values",
                     "messages",
                     "messages-tuple",
-                    "tasks",
-                    "checkpoints",
                     "updates",
                     "events",
                     "debug",
@@ -4517,8 +4072,6 @@
                   "values",
                   "messages",
                   "messages-tuple",
-                  "tasks",
-                  "checkpoints",
                   "updates",
                   "events",
                   "debug",
@@ -4638,49 +4191,12 @@
             ],
             "title": "Sort Order",
             "description": "The order to sort by."
-          },
-          "select": {
-            "type": "array",
-            "items": {
-              "type": "string",
-              "enum": [
-                "assistant_id",
-                "graph_id", 
-                "name",
-                "description",
-                "config",
-                "context",
-                "created_at",
-                "updated_at",
-                "metadata",
-                "version"
-              ]
-            },
-            "title": "Select",
-            "description": "Specify which fields to return. If not provided, all fields are returned."
           }
         },
         "type": "object",
         "title": "AssistantSearchRequest",
         "description": "Payload for listing assistants."
       },
-      "AssistantCountRequest": {
-        "properties": {
-          "metadata": {
-            "type": "object",
-            "title": "Metadata",
-            "description": "Metadata to filter by. Exact match filter for each KV pair."
-          },
-          "graph_id": {
-            "type": "string",
-            "title": "Graph Id",
-            "description": "The ID of the graph to filter by. The graph ID is normally set in your langgraph.json configuration."
-          }
-        },
-        "type": "object",
-        "title": "AssistantCountRequest",
-        "description": "Payload for counting assistants."
-      },
       "AssistantVersionsSearchRequest": {
         "properties": {
           "metadata": {
@@ -4765,59 +4281,12 @@
             ],
             "title": "Sort Order",
             "description": "Sort order."
-          },
-          "select": {
-            "type": "array",
-            "items": {
-              "type": "string",
-              "enum": [
-                "thread_id",
-                "created_at",
-                "updated_at",
-                "metadata",
-                "config",
-                "context",
-                "status",
-                "values",
-                "interrupts"
-              ]
-            },
-            "title": "Select",
-            "description": "Specify which fields to return. If not provided, all fields are returned."
           }
         },
         "type": "object",
         "title": "ThreadSearchRequest",
         "description": "Payload for listing threads."
       },
-      "ThreadCountRequest": {
-        "properties": {
-          "metadata": {
-            "type": "object",
-            "title": "Metadata",
-            "description": "Thread metadata to filter on."
-          },
-          "values": {
-            "type": "object",
-            "title": "Values",
-            "description": "State values to filter on."
-          },
-          "status": {
-            "type": "string",
-            "enum": [
-              "idle",
-              "busy",
-              "interrupted",
-              "error"
-            ],
-            "title": "Status",
-            "description": "Thread status to filter on."
-          }
-        },
-        "type": "object",
-        "title": "ThreadCountRequest",
-        "description": "Payload for counting threads."
-      },
       "Thread": {
         "properties": {
           "thread_id": {
@@ -4843,11 +4312,6 @@
             "title": "Metadata",
             "description": "The thread metadata."
           },
-          "config": {
-            "type": "object",
-            "title": "Config",
-            "description": "The thread config."
-          },
           "status": {
             "type": "string",
             "enum": [
@@ -4863,11 +4327,6 @@
             "type": "object",
             "title": "Values",
             "description": "The current state of the thread."
-          },
-          "interrupts": {
-            "type": "object",
-            "title": "Interrupts",
-            "description": "The current interrupts of the thread."
           }
         },
         "type": "object",
@@ -5017,9 +4476,7 @@
                 },
                 "interrupts": {
                   "type": "array",
-                  "items": {
-                    "$ref": "#/components/schemas/Interrupt"
-                  }
+                  "items": {}
                 },
                 "checkpoint": {
                   "$ref": "#/components/schemas/CheckpointConfig",
@@ -5052,12 +4509,6 @@
           "parent_checkpoint": {
             "type": "object",
             "title": "Parent Checkpoint"
-          },
-          "interrupts": {
-            "type": "array",
-            "items": {
-              "$ref": "#/components/schemas/Interrupt"
-            }
           }
         },
         "type": "object",
@@ -5076,7 +4527,7 @@
             "type": "integer",
             "title": "Limit",
             "description": "The maximum number of states to return.",
-            "default": 1,
+            "default": 10,
             "maximum": 1000,
             "minimum": 1
           },
@@ -5503,24 +4954,6 @@
             }
           }
         }
-      },
-      "Interrupt": {
-        "type": "object",
-        "properties": {
-          "id": {
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "value": {
-            "type": "object"
-          }
-        },
-        "title": "Interrupt",
-        "required": [
-          "value"
-        ]
       }
     }
   }

docs/docs/concepts/mcp.md

@@ -6,14 +6,7 @@
 
 Install the `langchain-mcp-adapters` library to use MCP tools in LangGraph:
 
-:::python
 ```bash
 pip install langchain-mcp-adapters
 ```
-:::
 
-:::js
-```bash
-npm install @langchain/mcp-adapters
-```
-:::

docs/docs/concepts/persistence.md

@@ -315,8 +315,7 @@ In our example, the output of `get_state_history` will look like this:
         tasks=(),
     ),
     StateSnapshot(
-        values={'foo': 'a', 'bar': ['a']},
-        next=('node_b',),
+        values={'foo': 'a', 'bar': ['a']}, next=('node_b',),
         config={'configurable': {'thread_id': '1', 'checkpoint_ns': '', 'checkpoint_id': '1ef663ba-28f9-6ec4-8001-31981c2c39f8'}},
         metadata={'source': 'loop', 'writes': {'node_a': {'foo': 'a', 'bar': ['a']}}, 'step': 1},
         created_at='2024-08-29T19:19:38.819946+00:00',

docs/docs/concepts/plans.md

@@ -12,7 +12,7 @@ There are three different plans for using it.
 
 - **Developer**: All [LangSmith](https://smith.langchain.com/) users have access to this plan. You can sign up for this plan simply by creating a LangSmith account. This gives you access to the [local deployment](./deployment_options.md#free-deployment) option.
 - **Plus**: All [LangSmith](https://smith.langchain.com/) users with a [Plus account](https://docs.smith.langchain.com/administration/pricing) have access to this plan. You can sign up for this plan simply by upgrading your LangSmith account to the Plus plan type. This gives you access to the [Cloud](./deployment_options.md#cloud-saas) deployment option.
-- **Enterprise**: This is separate from LangSmith plans. You can sign up for this plan by [contacting our sales team](https://www.langchain.com/contact-sales). This gives you access to all [deployment options](./deployment_options.md).
+- **Enterprise**: This is separate from LangSmith plans. You can sign up for this plan by contacting sales@langchain.dev. This gives you access to all [deployment options](./deployment_options.md).
 
 
 ## Plan Details

docs/docs/how-tos/multi_agent.md

@@ -22,7 +22,6 @@ To set up communication between the agents in a multi-agent system you can use [
 
 To implement handoffs, you can return `Command` objects from your agent nodes or tools:
 
-:::python
 ```python
 from typing import Annotated
 from langchain_core.tools import tool, InjectedToolCallId
@@ -74,109 +73,25 @@ def create_handoff_tool(*, agent_name: str, description: str | None = None):
         commands = [tools_by_name[tool_call["name"]].invoke(tool_call) for tool_call in tool_calls]
         return commands
     ```
-:::
-
-:::js
-```typescript
-import { tool } from "@langchain/core/tools";
-import { Command, MessagesZodState } from "@langchain/langgraph";
-import { z } from "zod";
-
-function createHandoffTool({
-  agentName,
-  description,
-}: {
-  agentName: string;
-  description?: string;
-}) {
-  const name = `transfer_to_${agentName}`;
-  const toolDescription = description || `Transfer to ${agentName}`;
-
-  return tool(
-    async (_, config) => {
-      // (1)!
-      const state = config.state;
-      const toolCallId = config.toolCall.id;
-
-      const toolMessage = {
-        role: "tool" as const,
-        content: `Successfully transferred to ${agentName}`,
-        name: name,
-        tool_call_id: toolCallId,
-      };
-
-      return new Command({
-        // (3)!
-        goto: agentName,
-        // (4)!
-        update: { messages: [...state.messages, toolMessage] },
-        // (5)!
-        graph: Command.PARENT,
-      });
-    },
-    {
-      name,
-      description: toolDescription,
-      schema: z.object({}),
-    }
-  );
-}
-```
-
-1. Access the [state](../concepts/low_level.md#state) of the agent that is calling the handoff tool through the `config` parameter.
-2. The `Command` primitive allows specifying a state update and a node transition as a single operation, making it useful for implementing handoffs.
-3. Name of the agent or node to hand off to.
-4. Take the agent's messages and **add** them to the parent's **state** as part of the handoff. The next agent will see the parent state.
-5. Indicate to LangGraph that we need to navigate to agent node in a **parent** multi-agent graph.
-
-!!! tip
-
-    If you want to use tools that return `Command`, you can either use prebuilt @[`create_react_agent`][create_react_agent] / @[`ToolNode`][ToolNode] components, or implement your own tool-executing node that collects `Command` objects returned by the tools and returns a list of them, e.g.:
-    
-    ```typescript
-    const callTools = async (state) => {
-      // ...
-      const commands = await Promise.all(
-        toolCalls.map(toolCall => toolsByName[toolCall.name].invoke(toolCall))
-      );
-      return commands;
-    };
-    ```
-:::
 
 !!! Important
 
     This handoff implementation assumes that:
     
-    - each agent receives overall message history (across all agents) in the multi-agent system as its input. If you want more control over agent inputs, see [this section](#control-agent-inputs)
-    - each agent outputs its internal messages history to the overall message history of the multi-agent system. If you want more control over **how agent outputs are added**, wrap the agent in a separate node function:
+      - each agent receives overall message history (across all agents) in the multi-agent system as its input. If you want more control over agent inputs, see [this section](#control-agent-inputs)
+      - each agent outputs its internal messages history to the overall message history of the multi-agent system. If you want more control over **how agent outputs are added**, wrap the agent in a separate node function:
 
-      :::python
-      ```python
-      def call_hotel_assistant(state):
-          # return agent's final response,
-          # excluding inner monologue
-          response = hotel_assistant.invoke(state)
-          # highlight-next-line
-          return {"messages": response["messages"][-1]}
-      ```
-      :::
-
-      :::js
-      ```typescript
-      const callHotelAssistant = async (state) => {
-        // return agent's final response,
-        // excluding inner monologue
-        const response = await hotelAssistant.invoke(state);
-        // highlight-next-line
-        return { messages: [response.messages.at(-1)] };
-      };
-      ```
-      :::
+        ```python
+        def call_hotel_assistant(state):
+            # return agent's final response,
+            # excluding inner monologue
+            response = hotel_assistant.invoke(state)
+            # highlight-next-line
+            return {"messages": response["messages"][-1]}
+        ```
 
 ### Control agent inputs
 
-:::python
 You can use the @[`Send()`][Send] primitive to directly send data to the worker agents during the handoff. For example, you can request that the calling agent populate a task description for the next agent:
 
 ```python
@@ -214,63 +129,6 @@ def create_task_description_handoff_tool(
 
     return handoff_tool
 ```
-:::
-
-:::js
-You can use the @[`Send()`][Send] primitive to directly send data to the worker agents during the handoff. For example, you can request that the calling agent populate a task description for the next agent:
-
-```typescript
-import { tool } from "@langchain/core/tools";
-import { Command, Send, MessagesZodState } from "@langchain/langgraph";
-import { z } from "zod";
-
-function createTaskDescriptionHandoffTool({
-  agentName,
-  description,
-}: {
-  agentName: string;
-  description?: string;
-}) {
-  const name = `transfer_to_${agentName}`;
-  const toolDescription = description || `Ask ${agentName} for help.`;
-
-  return tool(
-    async (
-      { taskDescription },
-      config
-    ) => {
-      const state = config.state;
-      
-      const taskDescriptionMessage = {
-        role: "user" as const,
-        content: taskDescription,
-      };
-      const agentInput = {
-        ...state,
-        messages: [taskDescriptionMessage],
-      };
-      
-      return new Command({
-        // highlight-next-line
-        goto: [new Send(agentName, agentInput)],
-        graph: Command.PARENT,
-      });
-    },
-    {
-      name,
-      description: toolDescription,
-      schema: z.object({
-        taskDescription: z
-          .string()
-          .describe(
-            "Description of what the next agent should do, including all of the relevant context."
-          ),
-      }),
-    }
-  );
-}
-```
-:::
 
 See the multi-agent [supervisor](../tutorials/multi_agent/agent_supervisor.md#4-create-delegation-tasks) example for a full example of using @[`Send()`][Send] in handoffs.
 
@@ -278,7 +136,6 @@ See the multi-agent [supervisor](../tutorials/multi_agent/agent_supervisor.md#4-
 
 You can use handoffs in any agents built with LangGraph. We recommend using the prebuilt [agent](../agents/overview.md) or [`ToolNode`](./tool-calling.md#toolnode), as they natively support handoffs tools returning `Command`. Below is an example of how you can implement a multi-agent system for booking travel using handoffs:
 
-:::python
 ```python
 from langgraph.prebuilt import create_react_agent
 from langgraph.graph import StateGraph, START, MessagesState
@@ -319,65 +176,9 @@ multi_agent_graph = (
     .compile()
 )
 ```
-:::
-
-:::js
-```typescript
-import { createReactAgent } from "@langchain/langgraph/prebuilt";
-import { StateGraph, START, MessagesZodState } from "@langchain/langgraph";
-import { z } from "zod";
-
-function createHandoffTool({
-  agentName,
-  description,
-}: {
-  agentName: string;
-  description?: string;
-}) {
-  // same implementation as above
-  // ...
-  return new Command(/* ... */);
-}
-
-// Handoffs
-const transferToHotelAssistant = createHandoffTool({
-  agentName: "hotel_assistant",
-});
-const transferToFlightAssistant = createHandoffTool({
-  agentName: "flight_assistant",
-});
-
-// Define agents
-const flightAssistant = createReactAgent({
-  llm: model,
-  // highlight-next-line
-  tools: [/* ... */, transferToHotelAssistant],
-  // highlight-next-line
-  name: "flight_assistant",
-});
-
-const hotelAssistant = createReactAgent({
-  llm: model,
-  // highlight-next-line
-  tools: [/* ... */, transferToFlightAssistant],
-  // highlight-next-line
-  name: "hotel_assistant",
-});
-
-// Define multi-agent graph
-const multiAgentGraph = new StateGraph(MessagesZodState)
-  // highlight-next-line
-  .addNode("flight_assistant", flightAssistant)
-  // highlight-next-line
-  .addNode("hotel_assistant", hotelAssistant)
-  .addEdge(START, "flight_assistant")
-  .compile();
-```
-:::
 
 ??? example "Full example: Multi-agent system for booking travel"
 
-    :::python
     ```python
     from typing import Annotated
     from langchain_core.messages import convert_to_messages
@@ -522,183 +323,6 @@ const multiAgentGraph = new StateGraph(MessagesZodState)
     3. Name of the agent or node to hand off to.
     4. Take the agent's messages and **add** them to the parent's **state** as part of the handoff. The next agent will see the parent state.
     5. Indicate to LangGraph that we need to navigate to agent node in a **parent** multi-agent graph.
-    :::
-
-    :::js
-    ```typescript
-    import { tool } from "@langchain/core/tools";
-    import { createReactAgent } from "@langchain/langgraph/prebuilt";
-    import { StateGraph, START, MessagesZodState, Command } from "@langchain/langgraph";
-    import { ChatAnthropic } from "@langchain/anthropic";
-    import { isBaseMessage } from "@langchain/core/messages";
-    import { z } from "zod";
-
-    // We'll use a helper to render the streamed agent outputs nicely
-    const prettyPrintMessages = (update: Record<string, any>) => {
-      // Handle tuple case with namespace
-      if (Array.isArray(update)) {
-        const [ns, updateData] = update;
-        // Skip parent graph updates in the printouts
-        if (ns.length === 0) {
-          return;
-        }
-
-        const graphId = ns[ns.length - 1].split(":")[0];
-        console.log(`Update from subgraph ${graphId}:\n`);
-        update = updateData;
-      }
-
-      for (const [nodeName, updateValue] of Object.entries(update)) {
-        console.log(`Update from node ${nodeName}:\n`);
-
-        const messages = updateValue.messages || [];
-        for (const message of messages) {
-          if (isBaseMessage(message)) {
-            const textContent =
-              typeof message.content === "string"
-                ? message.content
-                : JSON.stringify(message.content);
-            console.log(`${message.getType()}: ${textContent}`);
-          }
-        }
-        console.log("\n");
-      }
-    };
-
-    function createHandoffTool({
-      agentName,
-      description,
-    }: {
-      agentName: string;
-      description?: string;
-    }) {
-      const name = `transfer_to_${agentName}`;
-      const toolDescription = description || `Transfer to ${agentName}`;
-
-      return tool(
-        async (_, config) => {
-          // highlight-next-line
-          const state = config.state; // (1)!
-          const toolCallId = config.toolCall.id;
-
-          const toolMessage = {
-            role: "tool" as const,
-            content: `Successfully transferred to ${agentName}`,
-            name: name,
-            tool_call_id: toolCallId,
-          };
-
-          return new Command({
-            // highlight-next-line
-            goto: agentName, // (3)!
-            // highlight-next-line
-            update: { messages: [...state.messages, toolMessage] }, // (4)!
-            // highlight-next-line
-            graph: Command.PARENT, // (5)!
-          });
-        },
-        {
-          name,
-          description: toolDescription,
-          schema: z.object({}),
-        }
-      );
-    }
-
-    // Handoffs
-    const transferToHotelAssistant = createHandoffTool({
-      agentName: "hotel_assistant",
-      description: "Transfer user to the hotel-booking assistant.",
-    });
-
-    const transferToFlightAssistant = createHandoffTool({
-      agentName: "flight_assistant",
-      description: "Transfer user to the flight-booking assistant.",
-    });
-
-    // Simple agent tools
-    const bookHotel = tool(
-      async ({ hotelName }) => {
-        return `Successfully booked a stay at ${hotelName}.`;
-      },
-      {
-        name: "book_hotel",
-        description: "Book a hotel",
-        schema: z.object({
-          hotelName: z.string(),
-        }),
-      }
-    );
-
-    const bookFlight = tool(
-      async ({ fromAirport, toAirport }) => {
-        return `Successfully booked a flight from ${fromAirport} to ${toAirport}.`;
-      },
-      {
-        name: "book_flight",
-        description: "Book a flight",
-        schema: z.object({
-          fromAirport: z.string(),
-          toAirport: z.string(),
-        }),
-      }
-    );
-
-    const model = new ChatAnthropic({
-      model: "claude-3-5-sonnet-latest",
-    });
-
-    // Define agents
-    const flightAssistant = createReactAgent({
-      llm: model,
-      // highlight-next-line
-      tools: [bookFlight, transferToHotelAssistant],
-      prompt: "You are a flight booking assistant",
-      // highlight-next-line
-      name: "flight_assistant",
-    });
-
-    const hotelAssistant = createReactAgent({
-      llm: model,
-      // highlight-next-line
-      tools: [bookHotel, transferToFlightAssistant],
-      prompt: "You are a hotel booking assistant",
-      // highlight-next-line
-      name: "hotel_assistant",
-    });
-
-    // Define multi-agent graph
-    const multiAgentGraph = new StateGraph(MessagesZodState)
-      .addNode("flight_assistant", flightAssistant)
-      .addNode("hotel_assistant", hotelAssistant)
-      .addEdge(START, "flight_assistant")
-      .compile();
-
-    // Run the multi-agent graph
-    const stream = await multiAgentGraph.stream(
-      {
-        messages: [
-          {
-            role: "user",
-            content: "book a flight from BOS to JFK and a stay at McKittrick Hotel",
-          },
-        ],
-      },
-      // highlight-next-line
-      { subgraphs: true }
-    );
-
-    for await (const chunk of stream) {
-      prettyPrintMessages(chunk);
-    }
-    ```
-
-    1. Access agent's state
-    2. The `Command` primitive allows specifying a state update and a node transition as a single operation, making it useful for implementing handoffs.
-    3. Name of the agent or node to hand off to.
-    4. Take the agent's messages and **add** them to the parent's **state** as part of the handoff. The next agent will see the parent state.
-    5. Indicate to LangGraph that we need to navigate to agent node in a **parent** multi-agent graph.
-    :::
 
 ## Multi-turn conversation
 
@@ -709,7 +333,6 @@ The agents can then be implemented as nodes in a graph that executes agent steps
 1. **Wait for user input** to continue the conversation, or  
 2. **Route to another agent** (or back to itself, such as in a loop) via a [handoff](#handoffs)
 
-:::python
 ```python
 def human(state) -> Command[Literal["agent", "another_agent"]]:
     """A node for collecting user input."""
@@ -737,44 +360,6 @@ def agent(state) -> Command[Literal["agent", "another_agent", "human"]]:
     else:
         return Command(goto="human") # Go to human node
 ```
-:::
-
-:::js
-```typescript
-import { interrupt, Command } from "@langchain/langgraph";
-
-function human(state: MessagesState): Command {
-  const userInput: string = interrupt("Ready for user input.");
-
-  // Determine the active agent
-  const activeAgent = /* ... */;
-
-  return new Command({
-    update: {
-      messages: [{
-        role: "human",
-        content: userInput,
-      }]
-    },
-    goto: activeAgent,
-  });
-}
-
-function agent(state: MessagesState): Command {
-  // The condition for routing/halting can be anything, e.g. LLM tool call / structured output, etc.
-  const goto = getNextAgent(/* ... */); // 'agent' / 'anotherAgent'
-
-  if (goto) {
-    return new Command({
-      goto,
-      update: { myStateKey: "myStateValue" }
-    });
-  }
-
-  return new Command({ goto: "human" });
-}
-```
-:::
 
 ??? example "Full example: multi-agent system for travel recommendations"
 
@@ -785,7 +370,6 @@ function agent(state: MessagesState): Command {
     * travel_advisor: can help with travel destination recommendations. Can ask hotel_advisor for help.
     * hotel_advisor: can help with hotel recommendations. Can ask travel_advisor for help.
 
-    :::python
     ```python
     from langchain_anthropic import ChatAnthropic
     from langgraph.graph import MessagesState, StateGraph, START
@@ -987,267 +571,10 @@ function agent(state: MessagesState): Command {
     
     Would you like more specific information about any of these activities or would you like to know about other options in the area?
     ```
-    :::
-
-    :::js
-    ```typescript
-    import { ChatAnthropic } from "@langchain/anthropic";
-    import { StateGraph, START, MessagesZodState, Command, interrupt, MemorySaver } from "@langchain/langgraph";
-    import { createReactAgent } from "@langchain/langgraph/prebuilt";
-    import { tool } from "@langchain/core/tools";
-    import { z } from "zod";
-
-    const model = new ChatAnthropic({ model: "claude-3-5-sonnet-latest" });
-
-    const MultiAgentState = MessagesZodState.extend({
-      lastActiveAgent: z.string().optional(),
-    });
-
-    // Define travel advisor tools
-    const getTravelRecommendations = tool(
-      async () => {
-        // Placeholder implementation
-        return "Based on current trends, I recommend visiting Japan, Portugal, or New Zealand.";
-      },
-      {
-        name: "get_travel_recommendations",
-        description: "Get current travel destination recommendations",
-        schema: z.object({}),
-      }
-    );
-
-    const makeHandoffTool = (agentName: string) => {
-      return tool(
-        async (_, config) => {
-          const state = config.state;
-          const toolCallId = config.toolCall.id;
-
-          const toolMessage = {
-            role: "tool" as const,
-            content: `Successfully transferred to ${agentName}`,
-            name: `transfer_to_${agentName}`,
-            tool_call_id: toolCallId,
-          };
-
-          return new Command({
-            goto: agentName,
-            update: { messages: [...state.messages, toolMessage] },
-            graph: Command.PARENT,
-          });
-        },
-        {
-          name: `transfer_to_${agentName}`,
-          description: `Transfer to ${agentName}`,
-          schema: z.object({}),
-        }
-      );
-    };
-
-    const travelAdvisorTools = [
-      getTravelRecommendations,
-      makeHandoffTool("hotel_advisor"),
-    ];
-
-    const travelAdvisor = createReactAgent({
-      llm: model,
-      tools: travelAdvisorTools,
-      prompt: [
-        "You are a general travel expert that can recommend travel destinations (e.g. countries, cities, etc). ",
-        "If you need hotel recommendations, ask 'hotel_advisor' for help. ",
-        "You MUST include human-readable response before transferring to another agent."
-      ].join("")
-    });
-
-    const callTravelAdvisor = async (
-      state: z.infer<typeof MultiAgentState>
-    ): Promise<Command> => {
-      const response = await travelAdvisor.invoke(state);
-      const update = { ...response, lastActiveAgent: "travel_advisor" };
-      return new Command({ update, goto: "human" });
-    };
-
-    // Define hotel advisor tools
-    const getHotelRecommendations = tool(
-      async () => {
-        // Placeholder implementation
-        return "I recommend the Ritz-Carlton for luxury stays or boutique hotels for unique experiences.";
-      },
-      {
-        name: "get_hotel_recommendations",
-        description: "Get hotel recommendations for destinations",
-        schema: z.object({}),
-      }
-    );
-
-    const hotelAdvisorTools = [
-      getHotelRecommendations,
-      makeHandoffTool("travel_advisor"),
-    ];
-
-    const hotelAdvisor = createReactAgent({
-      llm: model,
-      tools: hotelAdvisorTools,
-      prompt: [
-        "You are a hotel expert that can provide hotel recommendations for a given destination. ",
-        "If you need help picking travel destinations, ask 'travel_advisor' for help.",
-        "You MUST include human-readable response before transferring to another agent."
-      ].join("")
-    });
-
-    const callHotelAdvisor = async (
-      state: z.infer<typeof MultiAgentState>
-    ): Promise<Command> => {
-      const response = await hotelAdvisor.invoke(state);
-      const update = { ...response, lastActiveAgent: "hotel_advisor" };
-      return new Command({ update, goto: "human" });
-    };
-
-    const humanNode = async (
-      state: z.infer<typeof MultiAgentState>
-    ): Promise<Command> => {
-      const userInput: string = interrupt("Ready for user input.");
-      const activeAgent = state.lastActiveAgent || "travel_advisor";
-
-      return new Command({
-        update: {
-          messages: [
-            {
-              role: "human",
-              content: userInput,
-            }
-          ]
-        },
-        goto: activeAgent,
-      });
-    };
-
-    const builder = new StateGraph(MultiAgentState)
-      .addNode("travel_advisor", callTravelAdvisor)
-      .addNode("hotel_advisor", callHotelAdvisor)
-      .addNode("human", humanNode)
-      .addEdge(START, "travel_advisor");
-
-    const checkpointer = new MemorySaver();
-    const graph = builder.compile({ checkpointer });
-    ```
-    
-    Let's test a multi turn conversation with this application.
-
-    ```typescript
-    import { v4 as uuidv4 } from "uuid";
-    import { Command } from "@langchain/langgraph";
-
-    const threadConfig = { configurable: { thread_id: uuidv4() } };
-
-    const inputs = [
-      // 1st round of conversation
-      {
-        messages: [
-          { role: "user", content: "i wanna go somewhere warm in the caribbean" }
-        ]
-      },
-      // Since we're using `interrupt`, we'll need to resume using the Command primitive.
-      // 2nd round of conversation
-      new Command({
-        resume: "could you recommend a nice hotel in one of the areas and tell me which area it is."
-      }),
-      // 3rd round of conversation
-      new Command({
-        resume: "i like the first one. could you recommend something to do near the hotel?"
-      }),
-    ];
-
-    for (const [idx, userInput] of inputs.entries()) {
-      console.log();
-      console.log(`--- Conversation Turn ${idx + 1} ---`);
-      console.log();
-      console.log(`User: ${JSON.stringify(userInput)}`);
-      console.log();
-      
-      for await (const update of await graph.stream(
-        userInput,
-        { ...threadConfig, streamMode: "updates" }
-      )) {
-        for (const [nodeId, value] of Object.entries(update)) {
-          if (value?.messages?.length) {
-            const lastMessage = value.messages.at(-1);
-            if (lastMessage?.getType?.() === "ai") {
-              console.log(`${nodeId}: ${lastMessage.content}`);
-            }
-          }
-        }
-      }
-    }
-    ```
-    
-    ```
-    --- Conversation Turn 1 ---
-    
-    User: {"messages":[{"role":"user","content":"i wanna go somewhere warm in the caribbean"}]}
-    
-    travel_advisor: Based on the recommendations, Aruba would be an excellent choice for your Caribbean getaway! Aruba is known as "One Happy Island" and offers:
-    - Year-round warm weather with consistent temperatures around 82°F (28°C)
-    - Beautiful white sand beaches like Eagle Beach and Palm Beach
-    - Clear turquoise waters perfect for swimming and snorkeling
-    - Minimal rainfall and location outside the hurricane belt
-    - A blend of Caribbean and Dutch culture
-    - Great dining options and nightlife
-    - Various water sports and activities
-    
-    Would you like me to get some specific hotel recommendations in Aruba for your stay? I can transfer you to our hotel advisor who can help with accommodations.
-    
-    --- Conversation Turn 2 ---
-    
-    User: Command { resume: 'could you recommend a nice hotel in one of the areas and tell me which area it is.' }
-    
-    hotel_advisor: Based on the recommendations, I can suggest two excellent options:
-    
-    1. The Ritz-Carlton, Aruba - Located in Palm Beach
-    - This luxury resort is situated in the vibrant Palm Beach area
-    - Known for its exceptional service and amenities
-    - Perfect if you want to be close to dining, shopping, and entertainment
-    - Features multiple restaurants, a casino, and a world-class spa
-    - Located on a pristine stretch of Palm Beach
-    
-    2. Bucuti & Tara Beach Resort - Located in Eagle Beach
-    - An adults-only boutique resort on Eagle Beach
-    - Known for being more intimate and peaceful
-    - Award-winning for its sustainability practices
-    - Perfect for a romantic getaway or peaceful vacation
-    - Located on one of the most beautiful beaches in the Caribbean
-    
-    Would you like more specific information about either of these properties or their locations?
-    
-    --- Conversation Turn 3 ---
-    
-    User: Command { resume: 'i like the first one. could you recommend something to do near the hotel?' }
-    
-    travel_advisor: Near the Ritz-Carlton in Palm Beach, here are some highly recommended activities:
-    
-    1. Visit the Palm Beach Plaza Mall - Just a short walk from the hotel, featuring shopping, dining, and entertainment
-    2. Try your luck at the Stellaris Casino - It's right in the Ritz-Carlton
-    3. Take a sunset sailing cruise - Many depart from the nearby pier
-    4. Visit the California Lighthouse - A scenic landmark just north of Palm Beach
-    5. Enjoy water sports at Palm Beach:
-       - Jet skiing
-       - Parasailing
-       - Snorkeling
-       - Stand-up paddleboarding
-    
-    Would you like more specific information about any of these activities or would you like to know about other options in the area?
-    ```
-    :::
 
 ## Prebuilt implementations
 
 LangGraph comes with prebuilt implementations of two of the most popular multi-agent architectures:
 
-:::python
 - [supervisor](../agents/multi-agent.md#supervisor) — individual agents are coordinated by a central supervisor agent. The supervisor controls all communication flow and task delegation, making decisions about which agent to invoke based on the current context and task requirements. You can use [`langgraph-supervisor`](https://github.com/langchain-ai/langgraph-supervisor-py) library to create a supervisor multi-agent systems.
-- [swarm](../agents/multi-agent.md#supervisor) — agents dynamically hand off control to one another based on their specializations. The system remembers which agent was last active, ensuring that on subsequent interactions, the conversation resumes with that agent. You can use [`langgraph-swarm`](https://github.com/langchain-ai/langgraph-swarm-py) library to create a swarm multi-agent systems.
-:::
-
-:::js
-- [supervisor](../agents/multi-agent.md#supervisor) — individual agents are coordinated by a central supervisor agent. The supervisor controls all communication flow and task delegation, making decisions about which agent to invoke based on the current context and task requirements. You can use [`langgraph-supervisor`](https://github.com/langchain-ai/langgraph-supervisor-js) library to create a supervisor multi-agent systems.
-- [swarm](../agents/multi-agent.md#supervisor) — agents dynamically hand off control to one another based on their specializations. The system remembers which agent was last active, ensuring that on subsequent interactions, the conversation resumes with that agent. You can use [`langgraph-swarm`](https://github.com/langchain-ai/langgraph-swarm-js) library to create a swarm multi-agent systems.
-:::
+- [swarm](../agents/multi-agent.md#supervisor) — agents dynamically hand off control to one another based on their specializations. The system remembers which agent was last active, ensuring that on subsequent interactions, the conversation resumes with that agent. You can use [`langgraph-swarm`](https://github.com/langchain-ai/langgraph-swarm-py) library to create a swarm multi-agent systems. 

docs/docs/how-tos/subgraph.md

@@ -9,20 +9,11 @@ When adding subgraphs, you need to define how the parent graph and the subgraph
 
 ## Setup
 
-:::python
 ```bash
 pip install -U langgraph
 ```
-:::
-
-:::js
-```bash
-npm install @langchain/langgraph
-```
-:::
 
 !!! tip "Set up LangSmith for LangGraph development"
-
     Sign up for [LangSmith](https://smith.langchain.com) to quickly spot issues and improve the performance of your LangGraph projects. LangSmith lets you use trace data to debug, test, and monitor your LLM apps built with LangGraph — read more about how to get started [here](https://docs.smith.langchain.com).
 
 ## Shared state schemas
@@ -31,7 +22,6 @@ A common case is for the parent graph and subgraph to communicate over a shared
 
 If your subgraph shares state keys with the parent graph, you can follow these steps to add it to your graph:
 
-:::python
 1. Define the subgraph workflow (`subgraph_builder` in the example below) and compile it
 2. Pass compiled subgraph to the `.add_node` method when defining the parent graph workflow
 
@@ -59,41 +49,9 @@ builder.add_node("node_1", subgraph)
 builder.add_edge(START, "node_1")
 graph = builder.compile()
 ```
-:::
-
-:::js
-1. Define the subgraph workflow (`subgraphBuilder` in the example below) and compile it
-2. Pass compiled subgraph to the `.addNode` method when defining the parent graph workflow
-
-```typescript
-import { StateGraph, START } from "@langchain/langgraph";
-import { z } from "zod";
-
-const State = z.object({
-  foo: z.string(),
-});
-
-// Subgraph
-const subgraphBuilder = new StateGraph(State)
-  .addNode("subgraphNode1", (state) => {
-    return { foo: "hi! " + state.foo };
-  })
-  .addEdge(START, "subgraphNode1");
-
-const subgraph = subgraphBuilder.compile();
-
-// Parent graph
-const builder = new StateGraph(State)
-  .addNode("node1", subgraph)
-  .addEdge(START, "node1");
-
-const graph = builder.compile();
-```
-:::
 
 ??? example "Full example: shared state schemas"
 
-    :::python
     ```python
     from typing_extensions import TypedDict
     from langgraph.graph.state import StateGraph, START
@@ -143,61 +101,6 @@ const graph = builder.compile();
     {'node_1': {'foo': 'hi! foo'}}
     {'node_2': {'foo': 'hi! foobar'}}
     ```
-    :::
-
-    :::js
-    ```typescript
-    import { StateGraph, START } from "@langchain/langgraph";
-    import { z } from "zod";
-
-    // Define subgraph
-    const SubgraphState = z.object({
-      foo: z.string(),  // (1)! 
-      bar: z.string(),  // (2)!
-    });
-    
-    const subgraphBuilder = new StateGraph(SubgraphState)
-      .addNode("subgraphNode1", (state) => {
-        return { bar: "bar" };
-      })
-      .addNode("subgraphNode2", (state) => {
-        // note that this node is using a state key ('bar') that is only available in the subgraph
-        // and is sending update on the shared state key ('foo')
-        return { foo: state.foo + state.bar };
-      })
-      .addEdge(START, "subgraphNode1")
-      .addEdge("subgraphNode1", "subgraphNode2");
-    
-    const subgraph = subgraphBuilder.compile();
-    
-    // Define parent graph
-    const ParentState = z.object({
-      foo: z.string(),
-    });
-    
-    const builder = new StateGraph(ParentState)
-      .addNode("node1", (state) => {
-        return { foo: "hi! " + state.foo };
-      })
-      .addNode("node2", subgraph)
-      .addEdge(START, "node1")
-      .addEdge("node1", "node2");
-    
-    const graph = builder.compile();
-    
-    for await (const chunk of await graph.stream({ foo: "foo" })) {
-      console.log(chunk);
-    }
-    ```
-
-    3. This key is shared with the parent graph state
-    4. This key is private to the `SubgraphState` and is not visible to the parent graph
-    
-    ```
-    { node1: { foo: 'hi! foo' } }
-    { node2: { foo: 'hi! foobar' } }
-    ```
-    :::
 
 ## Different state schemas
 
@@ -205,7 +108,6 @@ For more complex systems you might want to define subgraphs that have a **comple
 
 If that's the case for your application, you need to define a node **function that invokes the subgraph**. This function needs to transform the input (parent) state to the subgraph state before invoking the subgraph, and transform the results back to the parent state before returning the state update from the node.
 
-:::python
 ```python
 from typing_extensions import TypedDict
 from langgraph.graph.state import StateGraph, START
@@ -240,48 +142,9 @@ graph = builder.compile()
 
 1. Transform the state to the subgraph state
 2. Transform response back to the parent state
-:::
-
-:::js
-```typescript
-import { StateGraph, START } from "@langchain/langgraph";
-import { z } from "zod";
-
-const SubgraphState = z.object({
-  bar: z.string(),
-});
-
-// Subgraph
-const subgraphBuilder = new StateGraph(SubgraphState)
-  .addNode("subgraphNode1", (state) => {
-    return { bar: "hi! " + state.bar };
-  })
-  .addEdge(START, "subgraphNode1");
-
-const subgraph = subgraphBuilder.compile();
-
-// Parent graph
-const State = z.object({
-  foo: z.string(),
-});
-
-const builder = new StateGraph(State)
-  .addNode("node1", async (state) => {
-    const subgraphOutput = await subgraph.invoke({ bar: state.foo }); // (1)!
-    return { foo: subgraphOutput.bar }; // (2)!
-  })
-  .addEdge(START, "node1");
-
-const graph = builder.compile();
-```
-
-1. Transform the state to the subgraph state
-2. Transform response back to the parent state
-:::
 
 ??? example "Full example: different state schemas"
 
-    :::python
     ```python
     from typing_extensions import TypedDict
     from langgraph.graph.state import StateGraph, START
@@ -337,74 +200,11 @@ const graph = builder.compile();
     (('node_2:9c36dd0f-151a-cb42-cbad-fa2f851f9ab7',), {'grandchild_2': {'bar': 'hi! foobaz'}})
     ((), {'node_2': {'foo': 'hi! foobaz'}})
     ```
-    :::
-
-    :::js
-    ```typescript
-    import { StateGraph, START } from "@langchain/langgraph";
-    import { z } from "zod";
-
-    // Define subgraph
-    const SubgraphState = z.object({
-      // note that none of these keys are shared with the parent graph state
-      bar: z.string(),
-      baz: z.string(),
-    });
-    
-    const subgraphBuilder = new StateGraph(SubgraphState)
-      .addNode("subgraphNode1", (state) => {
-        return { baz: "baz" };
-      })
-      .addNode("subgraphNode2", (state) => {
-        return { bar: state.bar + state.baz };
-      })
-      .addEdge(START, "subgraphNode1")
-      .addEdge("subgraphNode1", "subgraphNode2");
-    
-    const subgraph = subgraphBuilder.compile();
-    
-    // Define parent graph
-    const ParentState = z.object({
-      foo: z.string(),
-    });
-    
-    const builder = new StateGraph(ParentState)
-      .addNode("node1", (state) => {
-        return { foo: "hi! " + state.foo };
-      })
-      .addNode("node2", async (state) => {
-        const response = await subgraph.invoke({ bar: state.foo }); // (1)!
-        return { foo: response.bar }; // (2)!
-      })
-      .addEdge(START, "node1")
-      .addEdge("node1", "node2");
-    
-    const graph = builder.compile();
-    
-    for await (const chunk of await graph.stream(
-      { foo: "foo" }, 
-      { subgraphs: true }
-    )) {
-      console.log(chunk);
-    }
-    ```
-
-    3. Transform the state to the subgraph state
-    4. Transform response back to the parent state
-
-    ```
-    [[], { node1: { foo: 'hi! foo' } }]
-    [['node2:9c36dd0f-151a-cb42-cbad-fa2f851f9ab7'], { subgraphNode1: { baz: 'baz' } }]
-    [['node2:9c36dd0f-151a-cb42-cbad-fa2f851f9ab7'], { subgraphNode2: { bar: 'hi! foobaz' } }]
-    [[], { node2: { foo: 'hi! foobaz' } }]
-    ```
-    :::
 
 ??? example "Full example: different state schemas (two levels of subgraphs)"
 
     This is an example with two levels of subgraphs: parent -> child -> grandchild.
 
-    :::python
     ```python
     # Grandchild graph
     from typing_extensions import TypedDict
@@ -488,102 +288,14 @@ const graph = builder.compile();
     ((), {'child': {'my_key': 'hi Bob, how are you today?'}})
     ((), {'parent_2': {'my_key': 'hi Bob, how are you today? bye!'}})
     ```
-    :::
-
-    :::js
-    ```typescript
-    import { StateGraph, START, END } from "@langchain/langgraph";
-    import { z } from "zod";
-
-    // Grandchild graph
-    const GrandChildState = z.object({
-      myGrandchildKey: z.string(),
-    });
-    
-    const grandchild = new StateGraph(GrandChildState)
-      .addNode("grandchild1", (state) => {
-        // NOTE: child or parent keys will not be accessible here
-        return { myGrandchildKey: state.myGrandchildKey + ", how are you" };
-      })
-      .addEdge(START, "grandchild1")
-      .addEdge("grandchild1", END);
-    
-    const grandchildGraph = grandchild.compile();
-    
-    // Child graph
-    const ChildState = z.object({
-      myChildKey: z.string(),
-    });
-    
-    const child = new StateGraph(ChildState)
-      .addNode("child1", async (state) => {
-        // NOTE: parent or grandchild keys won't be accessible here
-        const grandchildGraphInput = { myGrandchildKey: state.myChildKey }; // (1)!
-        const grandchildGraphOutput = await grandchildGraph.invoke(grandchildGraphInput);
-        return { myChildKey: grandchildGraphOutput.myGrandchildKey + " today?" }; // (2)!
-      }) // (3)!
-      .addEdge(START, "child1")
-      .addEdge("child1", END);
-    
-    const childGraph = child.compile();
-    
-    // Parent graph
-    const ParentState = z.object({
-      myKey: z.string(),
-    });
-    
-    const parent = new StateGraph(ParentState)
-      .addNode("parent1", (state) => {
-        // NOTE: child or grandchild keys won't be accessible here
-        return { myKey: "hi " + state.myKey };
-      })
-      .addNode("child", async (state) => {
-        const childGraphInput = { myChildKey: state.myKey }; // (4)!
-        const childGraphOutput = await childGraph.invoke(childGraphInput);
-        return { myKey: childGraphOutput.myChildKey }; // (5)!
-      }) // (6)!
-      .addNode("parent2", (state) => {
-        return { myKey: state.myKey + " bye!" };
-      })
-      .addEdge(START, "parent1")
-      .addEdge("parent1", "child")
-      .addEdge("child", "parent2")
-      .addEdge("parent2", END);
-    
-    const parentGraph = parent.compile();
-    
-    for await (const chunk of await parentGraph.stream(
-      { myKey: "Bob" }, 
-      { subgraphs: true }
-    )) {
-      console.log(chunk);
-    }
-    ```
-
-    7. We're transforming the state from the child state channels (`myChildKey`) to the grandchild state channels (`myGrandchildKey`)
-    8. We're transforming the state from the grandchild state channels (`myGrandchildKey`) back to the child state channels (`myChildKey`)
-    9. We're passing a function here instead of just compiled graph (`grandchildGraph`)
-    10. We're transforming the state from the parent state channels (`myKey`) to the child state channels (`myChildKey`)
-    11. We're transforming the state from the child state channels (`myChildKey`) back to the parent state channels (`myKey`)
-    12. We're passing a function here instead of just a compiled graph (`childGraph`)
-
-    ```
-    [[], { parent1: { myKey: 'hi Bob' } }]
-    [['child:2e26e9ce-602f-862c-aa66-1ea5a4655e3b', 'child1:781bb3b1-3971-84ce-810b-acf819a03f9c'], { grandchild1: { myGrandchildKey: 'hi Bob, how are you' } }]
-    [['child:2e26e9ce-602f-862c-aa66-1ea5a4655e3b'], { child1: { myChildKey: 'hi Bob, how are you today?' } }]
-    [[], { child: { myKey: 'hi Bob, how are you today?' } }]
-    [[], { parent2: { myKey: 'hi Bob, how are you today? bye!' } }]
-    ```
-    :::
 
 ## Add persistence 
 
 You only need to **provide the checkpointer when compiling the parent graph**. LangGraph will automatically propagate the checkpointer to the child subgraphs.
 
-:::python
 ```python
 from langgraph.graph import START, StateGraph
-from langgraph.checkpoint.memory import MemorySaver
+from langgraph.checkpoint.memory import InMemorySaver
 from typing_extensions import TypedDict
 
 class State(TypedDict):
@@ -605,66 +317,20 @@ builder = StateGraph(State)
 builder.add_node("node_1", subgraph)
 builder.add_edge(START, "node_1")
 
-checkpointer = MemorySaver()
+checkpointer = InMemorySaver()
 graph = builder.compile(checkpointer=checkpointer)
 ```    
-:::
 
-:::js
-```typescript
-import { StateGraph, START, MemorySaver } from "@langchain/langgraph";
-import { z } from "zod";
+If you want the subgraph to **have its own memory**, you can compile it `with checkpointer=True`. This is useful in [multi-agent](../concepts/multi_agent.md) systems, if you want agents to keep track of their internal message histories:
 
-const State = z.object({
-  foo: z.string(),
-});
-
-// Subgraph
-const subgraphBuilder = new StateGraph(State)
-  .addNode("subgraphNode1", (state) => {
-    return { foo: state.foo + "bar" };
-  })
-  .addEdge(START, "subgraphNode1");
-
-const subgraph = subgraphBuilder.compile();
-
-// Parent graph
-const builder = new StateGraph(State)
-  .addNode("node1", subgraph)
-  .addEdge(START, "node1");
-
-const checkpointer = new MemorySaver();
-const graph = builder.compile({ checkpointer });
-```    
-:::
-
-If you want the subgraph to **have its own memory**, you can compile it with the appropriate checkpointer option. This is useful in [multi-agent](../concepts/multi_agent.md) systems, if you want agents to keep track of their internal message histories:
-
-:::python
 ```python
 subgraph_builder = StateGraph(...)
 subgraph = subgraph_builder.compile(checkpointer=True)
 ```
-:::
-
-:::js
-```typescript
-const subgraphBuilder = new StateGraph(...)
-const subgraph = subgraphBuilder.compile({ checkpointer: true });
-```
-:::
 
 ## View subgraph state
 
-When you enable [persistence](../concepts/persistence.md), you can [inspect the graph state](../concepts/persistence.md#checkpoints) (checkpoint) via the appropriate method. To view the subgraph state, you can use the subgraphs option.
-
-:::python
-You can inspect the graph state via `graph.get_state(config)`. To view the subgraph state, you can use `graph.get_state(config, subgraphs=True)`.
-:::
-
-:::js
-You can inspect the graph state via `graph.getState(config)`. To view the subgraph state, you can use `graph.getState(config, { subgraphs: true })`.
-:::
+When you enable [persistence](../concepts/persistence.md), you can [inspect the graph state](../concepts/persistence.md#checkpoints) (checkpoint) via `graph.get_state(config)`. To view the subgraph state, you can use `graph.get_state(config, subgraphs=True)`.
 
 !!! important "Available **only** when interrupted"
 
@@ -672,10 +338,9 @@ You can inspect the graph state via `graph.getState(config)`. To view the subgra
 
 ??? example "View interrupted subgraph state"
 
-    :::python
     ```python
     from langgraph.graph import START, StateGraph
-    from langgraph.checkpoint.memory import MemorySaver
+    from langgraph.checkpoint.memory import InMemorySaver
     from langgraph.types import interrupt, Command
     from typing_extensions import TypedDict
     
@@ -700,7 +365,7 @@ You can inspect the graph state via `graph.getState(config)`. To view the subgra
     builder.add_node("node_1", subgraph)
     builder.add_edge(START, "node_1")
     
-    checkpointer = MemorySaver()
+    checkpointer = InMemorySaver()
     graph = builder.compile(checkpointer=checkpointer)
     
     config = {"configurable": {"thread_id": "1"}}
@@ -714,53 +379,11 @@ You can inspect the graph state via `graph.getState(config)`. To view the subgra
     ```
     
     1. This will be available only when the subgraph is interrupted. Once you resume the graph, you won't be able to access the subgraph state.
-    :::
-
-    :::js
-    ```typescript
-    import { StateGraph, START, MemorySaver, interrupt, Command } from "@langchain/langgraph";
-    import { z } from "zod";
-    
-    const State = z.object({
-      foo: z.string(),
-    });
-    
-    // Subgraph
-    const subgraphBuilder = new StateGraph(State)
-      .addNode("subgraphNode1", (state) => {
-        const value = interrupt("Provide value:");
-        return { foo: state.foo + value };
-      })
-      .addEdge(START, "subgraphNode1");
-    
-    const subgraph = subgraphBuilder.compile();
-    
-    // Parent graph
-    const builder = new StateGraph(State)
-      .addNode("node1", subgraph)
-      .addEdge(START, "node1");
-    
-    const checkpointer = new MemorySaver();
-    const graph = builder.compile({ checkpointer });
-    
-    const config = { configurable: { thread_id: "1" } };
-    
-    await graph.invoke({ foo: "" }, config);
-    const parentState = await graph.getState(config);
-    const subgraphState = (await graph.getState(config, { subgraphs: true })).tasks[0].state; // (1)!
-    
-    // resume the subgraph
-    await graph.invoke(new Command({ resume: "bar" }), config);
-    ```
-    
-    2. This will be available only when the subgraph is interrupted. Once you resume the graph, you won't be able to access the subgraph state.
-    :::
 
 ## Stream subgraph outputs
 
-To include outputs from subgraphs in the streamed outputs, you can set the subgraphs option in the stream method of the parent graph. This will stream outputs from both the parent graph and any subgraphs.
+To include outputs from subgraphs in the streamed outputs, you can set `subgraphs=True` in the `.stream()` method of the parent graph. This will stream outputs from both the parent graph and any subgraphs.
 
-:::python
 ```python
 for chunk in graph.stream(
     {"foo": "foo"},
@@ -771,27 +394,9 @@ for chunk in graph.stream(
 ```
 
 1. Set `subgraphs=True` to stream outputs from subgraphs.
-:::
-
-:::js
-```typescript
-for await (const chunk of await graph.stream(
-  { foo: "foo" },
-  {
-    subgraphs: true, // (1)!
-    streamMode: "updates",
-  }
-)) {
-  console.log(chunk);
-}
-```
-
-1. Set `subgraphs: true` to stream outputs from subgraphs.
-:::
 
 ??? example "Stream from subgraphs"
 
-    :::python
     ```python
     from typing_extensions import TypedDict
     from langgraph.graph.state import StateGraph, START
@@ -845,66 +450,4 @@ for await (const chunk of await graph.stream(
     (('node_2:e58e5673-a661-ebb0-70d4-e298a7fc28b7',), {'subgraph_node_1': {'bar': 'bar'}})
     (('node_2:e58e5673-a661-ebb0-70d4-e298a7fc28b7',), {'subgraph_node_2': {'foo': 'hi! foobar'}})
     ((), {'node_2': {'foo': 'hi! foobar'}})
-    ```
-    :::
-
-    :::js
-    ```typescript
-    import { StateGraph, START } from "@langchain/langgraph";
-    import { z } from "zod";
-
-    // Define subgraph
-    const SubgraphState = z.object({
-      foo: z.string(),
-      bar: z.string(),
-    });
-    
-    const subgraphBuilder = new StateGraph(SubgraphState)
-      .addNode("subgraphNode1", (state) => {
-        return { bar: "bar" };
-      })
-      .addNode("subgraphNode2", (state) => {
-        // note that this node is using a state key ('bar') that is only available in the subgraph
-        // and is sending update on the shared state key ('foo')
-        return { foo: state.foo + state.bar };
-      })
-      .addEdge(START, "subgraphNode1")
-      .addEdge("subgraphNode1", "subgraphNode2");
-    
-    const subgraph = subgraphBuilder.compile();
-    
-    // Define parent graph
-    const ParentState = z.object({
-      foo: z.string(),
-    });
-    
-    const builder = new StateGraph(ParentState)
-      .addNode("node1", (state) => {
-        return { foo: "hi! " + state.foo };
-      })
-      .addNode("node2", subgraph)
-      .addEdge(START, "node1")
-      .addEdge("node1", "node2");
-    
-    const graph = builder.compile();
-
-    for await (const chunk of await graph.stream(
-      { foo: "foo" },
-      {
-        streamMode: "updates",
-        subgraphs: true, // (1)!
-      }
-    )) {
-      console.log(chunk);
-    }
-    ```
-  
-    2. Set `subgraphs: true` to stream outputs from subgraphs.
-
-    ```
-    [[], { node1: { foo: 'hi! foo' } }]
-    [['node2:e58e5673-a661-ebb0-70d4-e298a7fc28b7'], { subgraphNode1: { bar: 'bar' } }]
-    [['node2:e58e5673-a661-ebb0-70d4-e298a7fc28b7'], { subgraphNode2: { foo: 'hi! foobar' } }]
-    [[], { node2: { foo: 'hi! foobar' } }]
-    ```
-    :::
+    

docs/overrides/main.html

@@ -360,5 +360,5 @@ j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=
 {% endblock %}
 
 {% block announce %}
-Our new LangChain Academy Course Deep Research with LangGraph is now live! <a href="https://academy.langchain.com/courses/deep-research-with-langgraph/?utm_medium=internal&utm_source=docs&utm_campaign=q3-2025_deep-research-course_co" target="_blank">Enroll for free</a>.
+<strong>LangGraph Platform docs have moved!</strong> Find the LangGraph Platform docs at the new <a href="https://docs.langchain.com/langgraph-platform" target="_blank">LangChain Docs</a> site.
 {% endblock %}

libs/checkpoint-postgres/uv.lock

@@ -13,7 +13,7 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
+version = "4.10.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
@@ -21,18 +21,27 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f1/b4/636b3b65173d3ce9a38ef5f0522789614e590dab6a8d505340a4efe4c567/anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6", size = 213252, upload-time = "2025-08-04T08:54:26.451Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/6f/12/e5e0282d673bb9746bacfb6e2dba8719989d3660cdb2ea79aee9a9651afb/anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1", size = 107213, upload-time = "2025-08-04T08:54:24.882Z" },
+]
+
+[[package]]
+name = "backports-asyncio-runner"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/8e/ff/70dca7d7cb1cbc0edb2c6cc0c38b65cba36cccc491eca64cabd5fe7f8670/backports_asyncio_runner-1.2.0.tar.gz", hash = "sha256:a5aa7b2b7d8f8bfcaa2b57313f70792df84e32a2a746f585213373f900b42162", size = 69893, upload-time = "2025-07-02T02:27:15.685Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a0/59/76ab57e3fe74484f48a53f8e337171b4a2349e506eabe136d7e01d059086/backports_asyncio_runner-1.2.0-py3-none-any.whl", hash = "sha256:0da0a936a8aeb554eccb426dc55af3ba63bcdc69fa1a600b5bb305413a4477b5", size = 12313, upload-time = "2025-07-02T02:27:14.263Z" },
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 [[package]]
 name = "certifi"
-version = "2025.7.9"
+version = "2025.8.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/de/8a/c729b6b60c66a38f590c4e774decc4b2ec7b0576be8f1aa984a53ffa812a/certifi-2025.7.9.tar.gz", hash = "sha256:c1d2ec05395148ee10cf672ffc28cd37ea0ab0d99f9cc74c43e588cbd111b079", size = 160386, upload-time = "2025-07-09T02:13:58.874Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/dc/67/960ebe6bf230a96cda2e0abcf73af550ec4f090005363542f0765df162e0/certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407", size = 162386, upload-time = "2025-08-03T03:07:47.08Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/e5/48/1549795ba7742c948d2ad169c1c8cdbae65bc450d6cd753d124b17c8cd32/certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5", size = 161216, upload-time = "2025-08-03T03:07:45.777Z" },
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 [[package]]
@@ -286,7 +295,7 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "0.3.68"
+version = "0.3.72"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jsonpatch" },
@@ -297,9 +306,9 @@ dependencies = [
     { name = "tenacity" },
     { name = "typing-extensions" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/8b/49/7568baeb96a57d3218cb5f1f113b142063679088fd3a0d0cae1feb0b3d36/langchain_core-0.3.72.tar.gz", hash = "sha256:4de3828909b3d7910c313242ab07b241294650f5cb6eac17738dd3638b1cd7de", size = 567227, upload-time = "2025-07-24T00:40:08.5Z" }
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@@ -313,7 +322,7 @@ dependencies = [
 
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 [[package]]

libs/checkpoint/langgraph/cache/redis/__init__.py

@@ -1,144 +0,0 @@
-from __future__ import annotations
-
-from collections.abc import Mapping, Sequence
-from typing import Any
-
-from langgraph.cache.base import BaseCache, FullKey, Namespace, ValueT
-from langgraph.checkpoint.serde.base import SerializerProtocol
-
-
-class RedisCache(BaseCache[ValueT]):
-    """Redis-based cache implementation with TTL support."""
-
-    def __init__(
-        self,
-        redis: Any,
-        *,
-        serde: SerializerProtocol | None = None,
-        prefix: str = "langgraph:cache:",
-    ) -> None:
-        """Initialize the cache with a Redis client.
-
-        Args:
-            redis: Redis client instance (sync or async)
-            serde: Serializer to use for values
-            prefix: Key prefix for all cached values
-        """
-        super().__init__(serde=serde)
-        self.redis = redis
-        self.prefix = prefix
-
-    def _make_key(self, ns: Namespace, key: str) -> str:
-        """Create a Redis key from namespace and key."""
-        ns_str = ":".join(ns) if ns else ""
-        return f"{self.prefix}{ns_str}:{key}" if ns_str else f"{self.prefix}{key}"
-
-    def _parse_key(self, redis_key: str) -> tuple[Namespace, str]:
-        """Parse a Redis key back to namespace and key."""
-        if not redis_key.startswith(self.prefix):
-            raise ValueError(
-                f"Key {redis_key} does not start with prefix {self.prefix}"
-            )
-
-        remaining = redis_key[len(self.prefix) :]
-        if ":" in remaining:
-            parts = remaining.split(":")
-            key = parts[-1]
-            ns_parts = parts[:-1]
-            return (tuple(ns_parts), key)
-        else:
-            return (tuple(), remaining)
-
-    def get(self, keys: Sequence[FullKey]) -> dict[FullKey, ValueT]:
-        """Get the cached values for the given keys."""
-        if not keys:
-            return {}
-
-        # Build Redis keys
-        redis_keys = [self._make_key(ns, key) for ns, key in keys]
-
-        # Get values from Redis using MGET
-        try:
-            raw_values = self.redis.mget(redis_keys)
-        except Exception:
-            # If Redis is unavailable, return empty dict
-            return {}
-
-        values: dict[FullKey, ValueT] = {}
-        for i, raw_value in enumerate(raw_values):
-            if raw_value is not None:
-                try:
-                    # Deserialize the value
-                    encoding, data = raw_value.split(b":", 1)
-                    values[keys[i]] = self.serde.loads_typed((encoding.decode(), data))
-                except Exception:
-                    # Skip corrupted entries
-                    continue
-
-        return values
-
-    async def aget(self, keys: Sequence[FullKey]) -> dict[FullKey, ValueT]:
-        """Asynchronously get the cached values for the given keys."""
-        return self.get(keys)
-
-    def set(self, mapping: Mapping[FullKey, tuple[ValueT, int | None]]) -> None:
-        """Set the cached values for the given keys and TTLs."""
-        if not mapping:
-            return
-
-        # Use pipeline for efficient batch operations
-        pipe = self.redis.pipeline()
-
-        for (ns, key), (value, ttl) in mapping.items():
-            redis_key = self._make_key(ns, key)
-            encoding, data = self.serde.dumps_typed(value)
-
-            # Store as "encoding:data" format
-            serialized_value = f"{encoding}:".encode() + data
-
-            if ttl is not None:
-                pipe.setex(redis_key, ttl, serialized_value)
-            else:
-                pipe.set(redis_key, serialized_value)
-
-        try:
-            pipe.execute()
-        except Exception:
-            # Silently fail if Redis is unavailable
-            pass
-
-    async def aset(self, mapping: Mapping[FullKey, tuple[ValueT, int | None]]) -> None:
-        """Asynchronously set the cached values for the given keys and TTLs."""
-        self.set(mapping)
-
-    def clear(self, namespaces: Sequence[Namespace] | None = None) -> None:
-        """Delete the cached values for the given namespaces.
-        If no namespaces are provided, clear all cached values."""
-        try:
-            if namespaces is None:
-                # Clear all keys with our prefix
-                pattern = f"{self.prefix}*"
-                keys = self.redis.keys(pattern)
-                if keys:
-                    self.redis.delete(*keys)
-            else:
-                # Clear specific namespaces
-                keys_to_delete = []
-                for ns in namespaces:
-                    ns_str = ":".join(ns) if ns else ""
-                    pattern = (
-                        f"{self.prefix}{ns_str}:*" if ns_str else f"{self.prefix}*"
-                    )
-                    keys = self.redis.keys(pattern)
-                    keys_to_delete.extend(keys)
-
-                if keys_to_delete:
-                    self.redis.delete(*keys_to_delete)
-        except Exception:
-            # Silently fail if Redis is unavailable
-            pass
-
-    async def aclear(self, namespaces: Sequence[Namespace] | None = None) -> None:
-        """Asynchronously delete the cached values for the given namespaces.
-        If no namespaces are provided, clear all cached values."""
-        self.clear(namespaces)

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

@@ -81,9 +81,6 @@ class Checkpoint(TypedDict):
     This keeps track of the versions of the channels that each node has seen.
     Used to determine which nodes to execute next.
     """
-    updated_channels: list[str] | None
-    """The channels that were updated in this checkpoint.
-    """
 
 
 def copy_checkpoint(checkpoint: Checkpoint) -> Checkpoint:
@@ -95,7 +92,6 @@ def copy_checkpoint(checkpoint: Checkpoint) -> Checkpoint:
         channel_versions=checkpoint["channel_versions"].copy(),
         versions_seen={k: v.copy() for k, v in checkpoint["versions_seen"].items()},
         pending_sends=checkpoint.get("pending_sends", []).copy(),
-        updated_channels=checkpoint.get("updated_channels", None),
     )
 
 
@@ -441,7 +437,6 @@ def empty_checkpoint() -> Checkpoint:
         channel_versions={},
         versions_seen={},
         pending_sends=[],
-        updated_channels=None,
     )
 
 
@@ -475,5 +470,4 @@ def create_checkpoint(
         channel_versions=checkpoint["channel_versions"],
         versions_seen=checkpoint["versions_seen"],
         pending_sends=checkpoint.get("pending_sends", []),
-        updated_channels=None,
     )

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

@@ -64,21 +64,14 @@ class AsyncBatchedBaseStore(BaseStore):
         super().__init__()
         self._loop = asyncio.get_running_loop()
         self._aqueue: asyncio.Queue[tuple[asyncio.Future, Op]] = asyncio.Queue()
-        self._task: asyncio.Task | None = None
-        self._ensure_task()
+        self._task = self._loop.create_task(_run(self._aqueue, weakref.ref(self)))
 
     def __del__(self) -> None:
         try:
-            if self._task:
-                self._task.cancel()
+            self._task.cancel()
         except RuntimeError:
             pass
 
-    def _ensure_task(self) -> None:
-        """Ensure the background processing loop is running."""
-        if self._task is None or self._task.done():
-            self._task = self._loop.create_task(_run(self._aqueue, weakref.ref(self)))
-
     async def aget(
         self,
         namespace: tuple[str, ...],
@@ -86,7 +79,7 @@ class AsyncBatchedBaseStore(BaseStore):
         *,
         refresh_ttl: bool | None = None,
     ) -> Item | None:
-        self._ensure_task()
+        assert not self._task.done()
         fut = self._loop.create_future()
         self._aqueue.put_nowait(
             (
@@ -111,7 +104,7 @@ class AsyncBatchedBaseStore(BaseStore):
         offset: int = 0,
         refresh_ttl: bool | None = None,
     ) -> list[SearchItem]:
-        self._ensure_task()
+        assert not self._task.done()
         fut = self._loop.create_future()
         self._aqueue.put_nowait(
             (
@@ -137,7 +130,7 @@ class AsyncBatchedBaseStore(BaseStore):
         *,
         ttl: float | None | NotProvided = NOT_PROVIDED,
     ) -> None:
-        self._ensure_task()
+        assert not self._task.done()
         _validate_namespace(namespace)
         fut = self._loop.create_future()
         self._aqueue.put_nowait(
@@ -155,7 +148,7 @@ class AsyncBatchedBaseStore(BaseStore):
         namespace: tuple[str, ...],
         key: str,
     ) -> None:
-        self._ensure_task()
+        assert not self._task.done()
         fut = self._loop.create_future()
         self._aqueue.put_nowait((fut, PutOp(namespace, key, None)))
         return await fut
@@ -169,7 +162,7 @@ class AsyncBatchedBaseStore(BaseStore):
         limit: int = 100,
         offset: int = 0,
     ) -> list[tuple[str, ...]]:
-        self._ensure_task()
+        assert not self._task.done()
         fut = self._loop.create_future()
         match_conditions = []
         if prefix:

libs/checkpoint/pyproject.toml

@@ -12,7 +12,7 @@ readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
-    "langchain-core>=0.2.38",
+    "langchain-core>=0.2.38,<1.0.0",
     "ormsgpack>=1.10.0",
 ]
 
@@ -32,7 +32,6 @@ dev = [
   "numpy",
   "pandas",
   "pandas-stubs>=2.2.2.240807",
-  "redis",
 ]
 
 [tool.hatch.build.targets.wheel]

libs/checkpoint/tests/test_redis_cache.py

@@ -1,309 +0,0 @@
-"""Unit tests for Redis cache implementation."""
-
-import time
-
-import pytest
-import redis
-
-from langgraph.cache.redis import RedisCache
-
-
-class TestRedisCache:
-    @pytest.fixture(autouse=True)
-    def setup(self):
-        """Set up test Redis client and cache."""
-        self.client = redis.Redis(
-            host="localhost", port=6379, db=0, decode_responses=False
-        )
-        try:
-            self.client.ping()
-        except redis.ConnectionError:
-            pytest.skip("Redis server not available")
-
-        self.cache = RedisCache(self.client, prefix="test:cache:")
-
-        # Clean up before each test
-        self.client.flushdb()
-
-    def teardown_method(self):
-        """Clean up after each test."""
-        try:
-            self.client.flushdb()
-        except Exception:
-            pass
-
-    def test_basic_set_and_get(self):
-        """Test basic set and get operations."""
-        keys = [(("graph", "node"), "key1")]
-        values = {keys[0]: ({"result": 42}, None)}
-
-        # Set value
-        self.cache.set(values)
-
-        # Get value
-        result = self.cache.get(keys)
-        assert len(result) == 1
-        assert result[keys[0]] == {"result": 42}
-
-    def test_batch_operations(self):
-        """Test batch set and get operations."""
-        keys = [
-            (("graph", "node1"), "key1"),
-            (("graph", "node2"), "key2"),
-            (("other", "node"), "key3"),
-        ]
-        values = {
-            keys[0]: ({"result": 1}, None),
-            keys[1]: ({"result": 2}, 60),  # With TTL
-            keys[2]: ({"result": 3}, None),
-        }
-
-        # Set values
-        self.cache.set(values)
-
-        # Get all values
-        result = self.cache.get(keys)
-        assert len(result) == 3
-        assert result[keys[0]] == {"result": 1}
-        assert result[keys[1]] == {"result": 2}
-        assert result[keys[2]] == {"result": 3}
-
-    def test_ttl_behavior(self):
-        """Test TTL (time-to-live) functionality."""
-        key = (("graph", "node"), "ttl_key")
-        values = {key: ({"data": "expires_soon"}, 1)}  # 1 second TTL
-
-        # Set with TTL
-        self.cache.set(values)
-
-        # Should be available immediately
-        result = self.cache.get([key])
-        assert len(result) == 1
-        assert result[key] == {"data": "expires_soon"}
-
-        # Wait for expiration
-        time.sleep(1.1)
-
-        # Should be expired
-        result = self.cache.get([key])
-        assert len(result) == 0
-
-    def test_namespace_isolation(self):
-        """Test that different namespaces are isolated."""
-        key1 = (("graph1", "node"), "same_key")
-        key2 = (("graph2", "node"), "same_key")
-
-        values = {key1: ({"graph": 1}, None), key2: ({"graph": 2}, None)}
-
-        self.cache.set(values)
-
-        result = self.cache.get([key1, key2])
-        assert result[key1] == {"graph": 1}
-        assert result[key2] == {"graph": 2}
-
-    def test_clear_all(self):
-        """Test clearing all cached values."""
-        keys = [(("graph", "node1"), "key1"), (("graph", "node2"), "key2")]
-        values = {keys[0]: ({"result": 1}, None), keys[1]: ({"result": 2}, None)}
-
-        self.cache.set(values)
-
-        # Verify data exists
-        result = self.cache.get(keys)
-        assert len(result) == 2
-
-        # Clear all
-        self.cache.clear()
-
-        # Verify data is gone
-        result = self.cache.get(keys)
-        assert len(result) == 0
-
-    def test_clear_by_namespace(self):
-        """Test clearing cached values by namespace."""
-        keys = [
-            (("graph1", "node"), "key1"),
-            (("graph2", "node"), "key2"),
-            (("graph1", "other"), "key3"),
-        ]
-        values = {
-            keys[0]: ({"result": 1}, None),
-            keys[1]: ({"result": 2}, None),
-            keys[2]: ({"result": 3}, None),
-        }
-
-        self.cache.set(values)
-
-        # Clear only graph1 namespace
-        self.cache.clear([("graph1", "node"), ("graph1", "other")])
-
-        # graph1 should be cleared, graph2 should remain
-        result = self.cache.get(keys)
-        assert len(result) == 1
-        assert result[keys[1]] == {"result": 2}
-
-    def test_empty_operations(self):
-        """Test behavior with empty keys/values."""
-        # Empty get
-        result = self.cache.get([])
-        assert result == {}
-
-        # Empty set
-        self.cache.set({})  # Should not raise error
-
-    def test_nonexistent_keys(self):
-        """Test getting keys that don't exist."""
-        keys = [(("graph", "node"), "nonexistent")]
-        result = self.cache.get(keys)
-        assert len(result) == 0
-
-    @pytest.mark.asyncio
-    async def test_async_operations(self):
-        """Test async set and get operations with sync Redis client."""
-        # Create sync Redis client and cache (like main integration tests)
-        client = redis.Redis(host="localhost", port=6379, db=1, decode_responses=False)
-        try:
-            client.ping()
-        except Exception:
-            pytest.skip("Redis not available")
-
-        cache = RedisCache(client, prefix="test:async:")
-
-        keys = [(("graph", "node"), "async_key")]
-        values = {keys[0]: ({"async": True}, None)}
-
-        # Async set (delegates to sync)
-        await cache.aset(values)
-
-        # Async get (delegates to sync)
-        result = await cache.aget(keys)
-        assert len(result) == 1
-        assert result[keys[0]] == {"async": True}
-
-        # Cleanup
-        client.flushdb()
-
-    @pytest.mark.asyncio
-    async def test_async_clear(self):
-        """Test async clear operations with sync Redis client."""
-        # Create sync Redis client and cache (like main integration tests)
-        client = redis.Redis(host="localhost", port=6379, db=1, decode_responses=False)
-        try:
-            client.ping()
-        except Exception:
-            pytest.skip("Redis not available")
-
-        cache = RedisCache(client, prefix="test:async:")
-
-        keys = [(("graph", "node"), "key")]
-        values = {keys[0]: ({"data": "test"}, None)}
-
-        await cache.aset(values)
-
-        # Verify data exists
-        result = await cache.aget(keys)
-        assert len(result) == 1
-
-        # Clear all (delegates to sync)
-        await cache.aclear()
-
-        # Verify data is gone
-        result = await cache.aget(keys)
-        assert len(result) == 0
-
-        # Cleanup
-        client.flushdb()
-
-    def test_redis_unavailable_get(self):
-        """Test behavior when Redis is unavailable during get operations."""
-        # Create cache with non-existent Redis server
-        bad_client = redis.Redis(
-            host="nonexistent", port=9999, socket_connect_timeout=0.1
-        )
-        cache = RedisCache(bad_client, prefix="test:cache:")
-
-        keys = [(("graph", "node"), "key")]
-        result = cache.get(keys)
-
-        # Should return empty dict when Redis unavailable
-        assert result == {}
-
-    def test_redis_unavailable_set(self):
-        """Test behavior when Redis is unavailable during set operations."""
-        # Create cache with non-existent Redis server
-        bad_client = redis.Redis(
-            host="nonexistent", port=9999, socket_connect_timeout=0.1
-        )
-        cache = RedisCache(bad_client, prefix="test:cache:")
-
-        keys = [(("graph", "node"), "key")]
-        values = {keys[0]: ({"data": "test"}, None)}
-
-        # Should not raise exception when Redis unavailable
-        cache.set(values)  # Should silently fail
-
-    @pytest.mark.asyncio
-    async def test_redis_unavailable_async(self):
-        """Test async behavior when Redis is unavailable."""
-        # Create sync cache with non-existent Redis server (like main integration tests)
-        bad_client = redis.Redis(
-            host="nonexistent", port=9999, socket_connect_timeout=0.1
-        )
-        cache = RedisCache(bad_client, prefix="test:cache:")
-
-        keys = [(("graph", "node"), "key")]
-        values = {keys[0]: ({"data": "test"}, None)}
-
-        # Should return empty dict for get (delegates to sync)
-        result = await cache.aget(keys)
-        assert result == {}
-
-        # Should not raise exception for set (delegates to sync)
-        await cache.aset(values)  # Should silently fail
-
-    def test_corrupted_data_handling(self):
-        """Test handling of corrupted data in Redis."""
-        # Set some valid data first
-        keys = [(("graph", "node"), "valid_key")]
-        values = {keys[0]: ({"data": "valid"}, None)}
-        self.cache.set(values)
-
-        # Manually insert corrupted data
-        corrupted_key = self.cache._make_key(("graph", "node"), "corrupted_key")
-        self.client.set(corrupted_key, b"invalid:data:format:too:many:colons")
-
-        # Should skip corrupted entry and return only valid ones
-        all_keys = [keys[0], (("graph", "node"), "corrupted_key")]
-        result = self.cache.get(all_keys)
-
-        assert len(result) == 1
-        assert result[keys[0]] == {"data": "valid"}
-
-    def test_key_parsing_edge_cases(self):
-        """Test key parsing with edge cases."""
-        # Test empty namespace
-        key1 = ((), "empty_ns")
-        values = {key1: ({"data": "empty_ns"}, None)}
-        self.cache.set(values)
-        result = self.cache.get([key1])
-        assert result[key1] == {"data": "empty_ns"}
-
-        # Test namespace with special characters
-        key2 = (("graph:with:colons", "node-with-dashes"), "key_with_underscores")
-        values = {key2: ({"data": "special_chars"}, None)}
-        self.cache.set(values)
-        result = self.cache.get([key2])
-        assert result[key2] == {"data": "special_chars"}
-
-    def test_large_data_serialization(self):
-        """Test handling of large data objects."""
-        # Create a large data structure
-        large_data = {"large_list": list(range(1000)), "nested": {"data": "x" * 1000}}
-        key = (("graph", "node"), "large_key")
-        values = {key: (large_data, None)}
-
-        self.cache.set(values)
-        result = self.cache.get([key])
-
-        assert len(result) == 1
-        assert result[key] == large_data

libs/checkpoint/tests/test_store.py

@@ -34,42 +34,6 @@ class MockAsyncBatchedStore(AsyncBatchedBaseStore):
         return self._store.batch(ops)
 
 
-async def test_async_batch_store_resilience() -> None:
-    """Test that AsyncBatchedBaseStore recovers gracefully from task cancellation."""
-    doc = {"foo": "bar"}
-    async_store = MockAsyncBatchedStore()
-
-    await async_store.aput(("foo", "langgraph", "foo"), "bar", doc)
-
-    # Store the original task reference
-    original_task = async_store._task
-    assert original_task is not None
-    assert not original_task.done()
-
-    # Cancel the background task
-    original_task.cancel()
-    await asyncio.sleep(0.01)
-    assert original_task.cancelled()
-
-    # Perform a new operation - this should trigger _ensure_task() to create a new task
-    result = await async_store.asearch(("foo", "langgraph", "foo"))
-    assert len(result) > 0
-    assert result[0].value == doc
-
-    # Verify a new task was created
-    new_task = async_store._task
-    assert new_task is not None
-    assert new_task is not original_task
-    assert not new_task.done()
-
-    # Test that operations continue to work with the new task
-    doc2 = {"baz": "qux"}
-    await async_store.aput(("test", "namespace"), "key", doc2)
-    result2 = await async_store.aget(("test", "namespace"), "key")
-    assert result2 is not None
-    assert result2.value == doc2
-
-
 def test_get_text_at_path() -> None:
     nested_data = {
         "name": "test",

libs/checkpoint/uv.lock

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-version = "4.9.0"
+version = "4.10.0"
 source = { registry = "https://pypi.org/simple" }
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@@ -27,27 +27,27 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
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-name = "async-timeout"
-version = "5.0.1"
+name = "backports-asyncio-runner"
+version = "1.2.0"
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@@ -314,7 +314,7 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "0.3.68"
+version = "0.3.72"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jsonpatch" },
@@ -325,9 +325,9 @@ dependencies = [
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 [[package]]
@@ -346,7 +346,7 @@ dev = [
     { name = "mypy" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
-    { name = "numpy", version = "2.3.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "numpy", version = "2.3.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "pandas" },
     { name = "pandas-stubs", version = "2.2.2.240807", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "pandas-stubs", version = "2.3.0.250703", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
@@ -354,13 +354,12 @@ dev = [
     { name = "pytest-asyncio" },
     { name = "pytest-mock" },
     { name = "pytest-watcher" },
-    { name = "redis" },
     { name = "ruff" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "langchain-core", specifier = ">=0.2.38" },
+    { name = "langchain-core", specifier = ">=0.2.38,<1.0.0" },
     { name = "ormsgpack", specifier = ">=1.10.0" },
 ]
 
@@ -376,13 +375,12 @@ dev = [
     { name = "pytest-asyncio" },
     { name = "pytest-mock" },
     { name = "pytest-watcher" },
-    { name = "redis" },
     { name = "ruff" },
 ]
 
 [[package]]
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-version = "0.4.5"
+version = "0.4.13"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
@@ -393,9 +391,9 @@ dependencies = [
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 ]
 
 [[package]]

libs/cli/Makefile

@@ -4,9 +4,8 @@
 # TESTING AND COVERAGE
 ######################
 
-TEST?= "tests/unit_tests"
 test:
-	uv run pytest $(TEST)
+	uv run pytest tests/unit_tests
 test-integration:
 	uv run pytest tests/integration_tests
 

libs/cli/examples/.env.example

@@ -1,3 +1,10 @@
 OPENAI_API_KEY=placeholder
 ANTHROPIC_API_KEY=placeholder
 TAVILY_API_KEY=placeholder
+LANGCHAIN_TRACING_V2=false
+LANGCHAIN_ENDPOINT=placeholder
+LANGCHAIN_API_KEY=placeholder
+LANGCHAIN_PROJECT=placeholder
+LANGGRAPH_AUTH_TYPE=noop
+LANGSMITH_AUTH_ENDPOINT=placeholder
+LANGSMITH_TENANT_ID=placeholder

libs/cli/generate_schema.py

@@ -163,7 +163,14 @@ def generate_schema():
 
     # Add enum constraint for python_version
     if "python_version" in python_schema["properties"]:
-        python_schema["properties"]["python_version"]["enum"] = ["3.11", "3.12", "3.13"]
+        python_schema["properties"]["python_version"]["enum"] = ["3.11", "3.12"]
+
+    # Add enum constraint for image_distro
+    if "image_distro" in python_schema["properties"]:
+        python_schema["properties"]["image_distro"]["anyOf"] = [
+            {"type": "string", "enum": ["debian", "wolfi"]},
+            {"type": "null"},
+        ]
 
     # Create Node.js schema with node_version
     node_schema = {

libs/cli/langgraph_cli/__init__.py

@@ -1 +0,0 @@
-__version__ = "0.4.0"

libs/cli/langgraph_cli/config.py

@@ -17,9 +17,6 @@ DEFAULT_PYTHON_VERSION = "3.11"
 DEFAULT_IMAGE_DISTRO = "debian"
 
 
-Distros = Literal["debian", "wolfi", "bullseye", "bookworm"]
-
-
 class TTLConfig(TypedDict, total=False):
     """Configuration for TTL (time-to-live) behavior in the store."""
 
@@ -372,13 +369,6 @@ class Config(TypedDict, total=False):
     Must be >= 20 if provided.
     """
 
-    api_version: Optional[str]
-    """Optional. Which semantic version of the LangGraph API server to use.
-    
-    Defaults to latest. Check the
-    [changelog](https://docs.langchain.com/langgraph-platform/langgraph-server-changelog)
-    for more information."""
-
     _INTERNAL_docker_tag: Optional[str]
     """Optional. Internal use only.
     """
@@ -388,11 +378,10 @@ class Config(TypedDict, total=False):
     
     Defaults to langchain/langgraph-api or langchain/langgraphjs-api."""
 
-    image_distro: Optional[Distros]
+    image_distro: Optional[str]
     """Optional. Linux distribution for the base image.
     
-    Must be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.
-    If omitted, defaults to 'debian' ('latest').
+    Must be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.
     """
 
     pip_config_file: Optional[str]
@@ -598,28 +587,13 @@ def validate_config(config: Config) -> Config:
     )
 
     image_distro = config.get("image_distro", DEFAULT_IMAGE_DISTRO)
-    internal_docker_tag = config.get("_INTERNAL_docker_tag")
-    api_version = config.get("api_version")
-    if internal_docker_tag:
-        if api_version:
-            raise click.UsageError(
-                "Cannot specify both _INTERNAL_docker_tag and api_version."
-            )
-    if api_version:
-        try:
-            parts = tuple(map(int, api_version.split("-")[0].split(".")))
-            if len(parts) > 3:
-                raise ValueError(
-                    "Version must be major or major.minor or major.minor.patch."
-                )
-        except TypeError:
-            raise click.UsageError(f"Invalid version format: {api_version}") from None
 
     config = {
         "node_version": node_version,
         "python_version": python_version,
         "pip_config_file": config.get("pip_config_file"),
         "pip_installer": config.get("pip_installer", "auto"),
+        "_INTERNAL_docker_tag": config.get("_INTERNAL_docker_tag"),
         "base_image": config.get("base_image"),
         "image_distro": image_distro,
         "dependencies": config.get("dependencies", []),
@@ -634,10 +608,6 @@ def validate_config(config: Config) -> Config:
         "ui_config": config.get("ui_config"),
         "keep_pkg_tools": config.get("keep_pkg_tools"),
     }
-    if internal_docker_tag:
-        config["_INTERNAL_docker_tag"] = internal_docker_tag
-    if api_version:
-        config["api_version"] = api_version
 
     if config.get("node_version"):
         node_version = config["node_version"]
@@ -674,17 +644,17 @@ def validate_config(config: Config) -> Config:
                 "Add at least one dependency to 'dependencies' list."
             )
 
-    if not config.get("graphs"):
+    if not config["graphs"]:
         raise click.UsageError(
             "No graphs found in config. Add at least one graph to 'graphs' dictionary."
         )
 
     # Validate image_distro config
     if image_distro := config.get("image_distro"):
-        if image_distro not in Distros.__args__:
+        if image_distro not in ["debian", "wolfi"]:
             raise click.UsageError(
                 f"Invalid image_distro: '{image_distro}'. "
-                "Must be one of 'debian', 'bullseye', or 'bookworm'."
+                "Must be either 'debian' or 'wolfi'."
             )
 
     if pip_installer := config.get("pip_installer"):
@@ -1495,7 +1465,6 @@ def docker_tag(
     base_image: Optional[str] = None,
     api_version: Optional[str] = None,
 ) -> str:
-    api_version = api_version or config.get("api_version")
     base_image = base_image or default_base_image(config)
 
     image_distro = config.get("image_distro")
@@ -1504,6 +1473,9 @@ def docker_tag(
     if config.get("_INTERNAL_docker_tag"):
         return f"{base_image}:{config['_INTERNAL_docker_tag']}"
 
+    if "/langgraph-server" in base_image:
+        return f"{base_image}-py{config['python_version']}"
+
     # Build the standard tag format
     language, version = None, None
     if config.get("node_version") and not config.get("python_version"):
@@ -1516,8 +1488,6 @@ def docker_tag(
     # Prepend API version if provided
     if api_version:
         full_tag = f"{api_version}-{language}{version_distro_tag}"
-    elif "/langgraph-server" in base_image and version_distro_tag not in base_image:
-        return f"{base_image}-{language}{version_distro_tag}"
     else:
         full_tag = version_distro_tag
 

libs/cli/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-cli"
-dynamic = ["version"]
+version = "0.3.6"
 description = "CLI for interacting with LangGraph API"
 authors = []
 requires-python = ">=3.9"
@@ -15,12 +15,11 @@ dependencies = [
     "click>=8.1.7",
     "langgraph-sdk>=0.1.0 ; python_version >= '3.11'",
 ]
-[tool.hatch.version]
-path = "langgraph_cli/__init__.py"
+
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.3,<0.5.0 ; python_version >= '3.11'",
-    "langgraph-runtime-inmem>=0.7 ; python_version >= '3.11'",
+    "langgraph-api>=0.2.67,<0.3.0 ; python_version >= '3.11'",
+    "langgraph-runtime-inmem>=0.6.0 ; python_version >= '3.11'",
     "python-dotenv>=0.8.0",
 ]
 

libs/cli/schemas/schema.json

@@ -15,8 +15,7 @@
               "description": "Optional. Python version in 'major.minor' format (e.g. '3.11').\nMust be at least 3.11 or greater for this deployment to function properly.\n",
               "enum": [
                 "3.11",
-                "3.12",
-                "3.13"
+                "3.12"
               ]
             },
             "pip_config_file": {
@@ -41,17 +40,6 @@
               ],
               "description": "Optional. Internal use only.\n"
             },
-            "api_version": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "description": "Optional. Which semantic version of the LangGraph API server to use.\n\nDefaults to latest. Check the\nfor more information.\n"
-            },
             "auth": {
               "anyOf": [
                 {
@@ -134,9 +122,8 @@
             "image_distro": {
               "anyOf": [
                 {
+                  "type": "string",
                   "enum": [
-                    "bookworm",
-                    "bullseye",
                     "debian",
                     "wolfi"
                   ]
@@ -145,7 +132,7 @@
                   "type": "null"
                 }
               ],
-              "description": "Optional. Linux distribution for the base image.\n\nMust be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.\nIf omitted, defaults to 'debian' ('latest').\n"
+              "description": "Optional. Linux distribution for the base image.\n\nMust be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.\n"
             },
             "keep_pkg_tools": {
               "anyOf": [
@@ -234,17 +221,6 @@
               ],
               "description": "Optional. Internal use only.\n"
             },
-            "api_version": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "description": "Optional. Which semantic version of the LangGraph API server to use.\n\nDefaults to latest. Check the\nfor more information.\n"
-            },
             "auth": {
               "anyOf": [
                 {
@@ -337,7 +313,7 @@
                   "type": "null"
                 }
               ],
-              "description": "Optional. Linux distribution for the base image.\n\nMust be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.\nIf omitted, defaults to 'debian' ('latest').\n"
+              "description": "Optional. Linux distribution for the base image.\n\nMust be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.\n"
             },
             "keep_pkg_tools": {
               "anyOf": [

libs/cli/schemas/schema.v0.json

@@ -15,8 +15,7 @@
               "description": "Optional. Python version in 'major.minor' format (e.g. '3.11').\nMust be at least 3.11 or greater for this deployment to function properly.\n",
               "enum": [
                 "3.11",
-                "3.12",
-                "3.13"
+                "3.12"
               ]
             },
             "pip_config_file": {
@@ -41,17 +40,6 @@
               ],
               "description": "Optional. Internal use only.\n"
             },
-            "api_version": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "description": "Optional. Which semantic version of the LangGraph API server to use.\n\nDefaults to latest. Check the\nfor more information.\n"
-            },
             "auth": {
               "anyOf": [
                 {
@@ -134,9 +122,8 @@
             "image_distro": {
               "anyOf": [
                 {
+                  "type": "string",
                   "enum": [
-                    "bookworm",
-                    "bullseye",
                     "debian",
                     "wolfi"
                   ]
@@ -145,7 +132,7 @@
                   "type": "null"
                 }
               ],
-              "description": "Optional. Linux distribution for the base image.\n\nMust be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.\nIf omitted, defaults to 'debian' ('latest').\n"
+              "description": "Optional. Linux distribution for the base image.\n\nMust be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.\n"
             },
             "keep_pkg_tools": {
               "anyOf": [
@@ -234,17 +221,6 @@
               ],
               "description": "Optional. Internal use only.\n"
             },
-            "api_version": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "description": "Optional. Which semantic version of the LangGraph API server to use.\n\nDefaults to latest. Check the\nfor more information.\n"
-            },
             "auth": {
               "anyOf": [
                 {
@@ -337,7 +313,7 @@
                   "type": "null"
                 }
               ],
-              "description": "Optional. Linux distribution for the base image.\n\nMust be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.\nIf omitted, defaults to 'debian' ('latest').\n"
+              "description": "Optional. Linux distribution for the base image.\n\nMust be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.\n"
             },
             "keep_pkg_tools": {
               "anyOf": [

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

@@ -381,9 +381,7 @@ def test_dockerfile_command_with_base_image() -> None:
         assert save_path.exists()
         with open(save_path) as f:
             dockerfile = f.read()
-            assert re.match("FROM langchain/langgraph-server:0.2-py3.*", dockerfile), (
-                "\n".join(dockerfile.splitlines()[:3])
-            )
+            assert re.match("FROM langchain/langgraph-server:0.2-py3.*", dockerfile)
 
 
 def test_dockerfile_command_with_docker_compose() -> None:

libs/cli/tests/unit_tests/test_config.py

@@ -38,6 +38,7 @@ def test_validate_config():
     }
     actual_config = validate_config(expected_config)
     expected_config = {
+        "_INTERNAL_docker_tag": None,
         "base_image": None,
         "python_version": "3.11",
         "node_version": None,
@@ -60,6 +61,7 @@ def test_validate_config():
     # full config
     env = ".env"
     expected_config = {
+        "_INTERNAL_docker_tag": None,
         "base_image": None,
         "python_version": "3.12",
         "node_version": None,
@@ -188,6 +190,7 @@ def test_validate_config_image_distro():
             }
         )
     assert "Invalid image_distro: 'ubuntu'" in str(exc_info.value)
+    assert "Must be either 'debian' or 'wolfi'" in str(exc_info.value)
 
     with pytest.raises(click.UsageError) as exc_info:
         validate_config(
@@ -1336,22 +1339,19 @@ def test_docker_tag_different_node_versions_with_distro():
         assert tag == expected_tag, f"Failed for Node.js {node_version}"
 
 
-@pytest.mark.parametrize("in_config", [False, True])
-def test_docker_tag_with_api_version(in_config: bool):
+def test_docker_tag_with_api_version():
     """Test docker_tag function with api_version parameter."""
 
     # Test 1: Python config with api_version and default distro
-    version = "0.2.74"
     config = validate_config(
         {
             "python_version": "3.11",
             "dependencies": ["."],
             "graphs": {"agent": "./agent.py:graph"},
-            "api_version": version if in_config else None,
         }
     )
-    tag = docker_tag(config, api_version=version if not in_config else None)
-    assert tag == f"langchain/langgraph-api:{version}-py3.11"
+    tag = docker_tag(config, api_version="0.2.74")
+    assert tag == "langchain/langgraph-api:0.2.74-py3.11"
 
     # Test 2: Python config with api_version and wolfi distro
     config = validate_config(
@@ -1360,22 +1360,20 @@ def test_docker_tag_with_api_version(in_config: bool):
             "dependencies": ["."],
             "graphs": {"agent": "./agent.py:graph"},
             "image_distro": "wolfi",
-            "api_version": version if in_config else None,
         }
     )
-    tag = docker_tag(config, api_version=version if not in_config else None)
-    assert tag == f"langchain/langgraph-api:{version}-py3.12-wolfi"
+    tag = docker_tag(config, api_version="0.2.74")
+    assert tag == "langchain/langgraph-api:0.2.74-py3.12-wolfi"
 
     # Test 3: Node.js config with api_version and default distro
     config = validate_config(
         {
             "node_version": "20",
             "graphs": {"agent": "./agent.js:graph"},
-            "api_version": version if in_config else None,
         }
     )
-    tag = docker_tag(config, api_version=version if not in_config else None)
-    assert tag == f"langchain/langgraphjs-api:{version}-node20"
+    tag = docker_tag(config, api_version="0.2.74")
+    assert tag == "langchain/langgraphjs-api:0.2.74-node20"
 
     # Test 4: Node.js config with api_version and wolfi distro
     config = validate_config(
@@ -1383,11 +1381,10 @@ def test_docker_tag_with_api_version(in_config: bool):
             "node_version": "20",
             "graphs": {"agent": "./agent.js:graph"},
             "image_distro": "wolfi",
-            "api_version": version if in_config else None,
         }
     )
-    tag = docker_tag(config, api_version=version if not in_config else None)
-    assert tag == f"langchain/langgraphjs-api:{version}-node20-wolfi"
+    tag = docker_tag(config, api_version="0.2.74")
+    assert tag == "langchain/langgraphjs-api:0.2.74-node20-wolfi"
 
     # Test 5: Custom base image with api_version
     config = validate_config(
@@ -1396,15 +1393,10 @@ def test_docker_tag_with_api_version(in_config: bool):
             "dependencies": ["."],
             "graphs": {"agent": "./agent.py:graph"},
             "base_image": "my-registry/custom-image",
-            "api_version": version if in_config else None,
         }
     )
-    tag = docker_tag(
-        config,
-        base_image="my-registry/custom-image",
-        api_version=version if not in_config else None,
-    )
-    assert tag == f"my-registry/custom-image:{version}-py3.11"
+    tag = docker_tag(config, base_image="my-registry/custom-image", api_version="1.0.0")
+    assert tag == "my-registry/custom-image:1.0.0-py3.11"
 
     # Test 6: api_version with different Python versions
     for python_version in ["3.11", "3.12", "3.13"]:
@@ -1413,11 +1405,10 @@ def test_docker_tag_with_api_version(in_config: bool):
                 "python_version": python_version,
                 "dependencies": ["."],
                 "graphs": {"agent": "./agent.py:graph"},
-                "api_version": version if in_config else None,
             }
         )
-        tag = docker_tag(config, api_version=version if not in_config else None)
-        assert tag == f"langchain/langgraph-api:{version}-py{python_version}"
+        tag = docker_tag(config, api_version="0.2.74")
+        assert tag == f"langchain/langgraph-api:0.2.74-py{python_version}"
 
     # Test 7: Without api_version should work as before
     config = validate_config(
@@ -1437,11 +1428,10 @@ def test_docker_tag_with_api_version(in_config: bool):
             "node_version": "20",
             "dependencies": ["."],
             "graphs": {"python": "./agent.py:graph", "js": "./agent.js:graph"},
-            "api_version": version if in_config else None,
         }
     )
-    tag = docker_tag(config, api_version=version if not in_config else None)
-    assert tag == f"langchain/langgraph-api:{version}-py3.11"
+    tag = docker_tag(config, api_version="0.2.74")
+    assert tag == "langchain/langgraph-api:0.2.74-py3.11"
 
     # Test 9: api_version with _INTERNAL_docker_tag should ignore api_version
     config = validate_config(
@@ -1461,15 +1451,12 @@ def test_docker_tag_with_api_version(in_config: bool):
             "python_version": "3.11",
             "dependencies": ["."],
             "graphs": {"agent": "./agent.py:graph"},
-            "api_version": version if in_config else None,
         }
     )
     tag = docker_tag(
-        config,
-        base_image="langchain/langgraph-server",
-        api_version=version if not in_config else None,
+        config, base_image="langchain/langgraph-server:0.2", api_version="0.2.74"
     )
-    assert tag == f"langchain/langgraph-server:{version}-py3.11"
+    assert tag == "langchain/langgraph-server:0.2-py3.11"
 
 
 def test_config_to_docker_with_api_version():

libs/cli/uv.lock

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libs/langgraph/Makefile

@@ -37,11 +37,11 @@ coverage:
 		--cov-report xml \
 		--cov-report term-missing:skip-covered
 
-start-services:
-	docker compose -f tests/compose-postgres.yml -f tests/compose-redis.yml up -V --force-recreate --wait --remove-orphans
+start-postgres:
+	docker compose -f tests/compose-postgres.yml up -V --force-recreate --wait --remove-orphans
 
-stop-services:
-	docker compose -f tests/compose-postgres.yml -f tests/compose-redis.yml down -v
+stop-postgres:
+	docker compose -f tests/compose-postgres.yml down -v
 
 start-dev-server:
 	LOG_LEVEL=warning uv run langgraph dev --config tests/example_app/langgraph.json --no-browser & echo "$$!" > .devserver.pid
@@ -60,11 +60,11 @@ NO_DOCKER ?= $(sh command -v docker >/dev/null 2>&1 && echo "false" || echo "tru
 
 test:
 	if [ "$(NO_DOCKER)" = "false" ]; then \
-		make start-services &&\
+		make start-postgres &&\
 		make start-dev-server &&\
 		uv run pytest $(TEST); \
 		EXIT_CODE=$$?; \
-		make stop-services; \
+		make stop-postgres; \
 		make stop-dev-server; \
 		exit $$EXIT_CODE; \
 	else \
@@ -74,11 +74,11 @@ test:
 	fi
 
 test_parallel:
-	make start-services &&\
+	make start-postgres &&\
 	make start-dev-server &&\
 	uv run pytest -n auto --dist worksteal $(TEST); \
 	EXIT_CODE=$$?; \
-	make stop-services; \
+	make stop-postgres; \
 	make stop-dev-server; \
 	exit $$EXIT_CODE
 
@@ -93,11 +93,11 @@ MAXFAIL_ARGS := $(if $(MAXFAIL),--maxfail $(MAXFAIL),)
 XDIST_ARGS := $(if $(WORKERS),-x $(XDIST_ARGS),)
 
 test_watch:
-	make start-services &&\
+	make start-postgres &&\
 	make start-dev-server &&\
 	uv run ptw . -- --ff -vv $(XDIST_ARGS) $(MAXFAIL_ARGS) $(TEST); \
 	EXIT_CODE=$$?; \
-	make stop-services; \
+	make stop-postgres; \
 	make stop-dev-server; \
 	exit $$EXIT_CODE
 

libs/langgraph/langgraph/graph/_branch.py

@@ -41,16 +41,16 @@ _Writer = Callable[
 
 
 def _get_branch_path_input_schema(
-    path: Callable[..., Hashable | Sequence[Hashable]]
-    | Callable[..., Awaitable[Hashable | Sequence[Hashable]]]
-    | Runnable[Any, Hashable | Sequence[Hashable]],
+    path: Callable[..., Hashable | list[Hashable]]
+    | Callable[..., Awaitable[Hashable | list[Hashable]]]
+    | Runnable[Any, Hashable | list[Hashable]],
 ) -> type[Any] | None:
     input = None
     # detect input schema annotation in the branch callable
     try:
         callable_: (
-            Callable[..., Hashable | Sequence[Hashable]]
-            | Callable[..., Awaitable[Hashable | Sequence[Hashable]]]
+            Callable[..., Hashable | list[Hashable]]
+            | Callable[..., Awaitable[Hashable | list[Hashable]]]
             | None
         ) = None
         if isinstance(path, (RunnableCallable, RunnableLambda)):

libs/langgraph/langgraph/graph/message.py

@@ -22,6 +22,7 @@ from langchain_core.messages import (
     convert_to_messages,
     message_chunk_to_message,
 )
+from langchain_core.messages.utils import convert_to_messages_v1
 from typing_extensions import TypedDict, deprecated
 
 from langgraph._internal._constants import CONF, CONFIG_KEY_SEND, NS_SEP
@@ -64,6 +65,7 @@ def add_messages(
     right: Messages,
     *,
     format: Literal["langchain-openai"] | None = None,
+    message_version: Literal["v0", "v1"] = "v0",
 ) -> Messages:
     """Merges two lists of messages, updating existing messages by ID.
 
@@ -83,6 +85,8 @@ def add_messages(
             !!! important "Requirement"
 
                 Must have ``langchain-core>=0.3.11`` installed to use this feature.
+        message_version: The version of the message to return. If "v0" then messages will be returned as is.
+        If "v1" then messages will be returned as members of MessageV1.
 
     Returns:
         A new list of messages with the messages from `right` merged into `left`.
@@ -174,6 +178,7 @@ def add_messages(
         ```
 
     """
+
     remove_all_idx = None
     # coerce to list
     if not isinstance(left, list):
@@ -231,6 +236,9 @@ def add_messages(
     else:
         pass
 
+    if message_version == "v1":
+        merged = convert_to_messages_v1(merged)
+
     return merged
 
 

libs/langgraph/langgraph/graph/state.py

@@ -607,9 +607,9 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
     def add_conditional_edges(
         self,
         source: str,
-        path: Callable[..., Hashable | Sequence[Hashable]]
-        | Callable[..., Awaitable[Hashable | Sequence[Hashable]]]
-        | Runnable[Any, Hashable | Sequence[Hashable]],
+        path: Callable[..., Hashable | list[Hashable]]
+        | Callable[..., Awaitable[Hashable | list[Hashable]]]
+        | Runnable[Any, Hashable | list[Hashable]],
         path_map: dict[Hashable, str] | list[str] | None = None,
     ) -> Self:
         """Add a conditional edge from the starting node to any number of destination nodes.
@@ -710,9 +710,9 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
 
     def set_conditional_entry_point(
         self,
-        path: Callable[..., Hashable | Sequence[Hashable]]
-        | Callable[..., Awaitable[Hashable | Sequence[Hashable]]]
-        | Runnable[Any, Hashable | Sequence[Hashable]],
+        path: Callable[..., Hashable | list[Hashable]]
+        | Callable[..., Awaitable[Hashable | list[Hashable]]]
+        | Runnable[Any, Hashable | list[Hashable]],
         path_map: dict[Hashable, str] | list[str] | None = None,
     ) -> Self:
         """Sets a conditional entry point in the graph.

libs/langgraph/langgraph/graph/ui.py

@@ -3,7 +3,8 @@ from __future__ import annotations
 from typing import Any, Literal, Union, cast
 from uuid import uuid4
 
-from langchain_core.messages import AnyMessage
+from langchain_core.messages import AnyMessage as MessageV0
+from langchain_core.v1.messages import MessageV1 as MessageV1
 from typing_extensions import TypedDict
 
 from langgraph.config import get_config, get_stream_writer
@@ -64,7 +65,7 @@ def push_ui_message(
     *,
     id: str | None = None,
     metadata: dict[str, Any] | None = None,
-    message: AnyMessage | None = None,
+    message: MessageV0 | MessageV1 | None = None,
     state_key: str | None = "ui",
     merge: bool = False,
 ) -> UIMessage:

libs/langgraph/langgraph/pregel/_checkpoint.py

@@ -29,7 +29,6 @@ def create_checkpoint(
     step: int,
     *,
     id: str | None = None,
-    updated_channels: set[str] | None = None,
 ) -> Checkpoint:
     """Create a checkpoint for the given channels."""
     ts = datetime.now(timezone.utc).isoformat()
@@ -50,7 +49,6 @@ def create_checkpoint(
         channel_values=values,
         channel_versions=checkpoint["channel_versions"],
         versions_seen=checkpoint["versions_seen"],
-        updated_channels=None if updated_channels is None else sorted(updated_channels),
     )
 
 
@@ -83,5 +81,4 @@ def copy_checkpoint(checkpoint: Checkpoint) -> Checkpoint:
         channel_values=checkpoint["channel_values"].copy(),
         channel_versions=checkpoint["channel_versions"].copy(),
         versions_seen={k: v.copy() for k, v in checkpoint["versions_seen"].items()},
-        updated_channels=checkpoint.get("updated_channels", None),
     )

libs/langgraph/langgraph/pregel/_loop.py

@@ -568,9 +568,7 @@ class PregelLoop:
             if task := tasks.get(tid):
                 task.writes.append((k, v))
 
-    def _first(
-        self, *, input_keys: str | Sequence[str], updated_channels: set[str] | None
-    ) -> set[str] | None:
+    def _first(self, *, input_keys: str | Sequence[str]) -> set[str] | None:
         # resuming from previous checkpoint requires
         # - finding a previous checkpoint
         # - receiving None input (outer graph) or RESUMING flag (subgraph)
@@ -587,6 +585,8 @@ class PregelLoop:
                 ),
             )
         )
+        # this can be set only when there are input_writes
+        updated_channels: set[str] | None = None
 
         # map command to writes
         if isinstance(self.input, Command):
@@ -614,15 +614,13 @@ class PregelLoop:
         if null_writes := [
             w[1:] for w in self.checkpoint_pending_writes if w[0] == NULL_TASK_ID
         ]:
-            null_updated_channels = apply_writes(
+            apply_writes(
                 self.checkpoint,
                 self.channels,
                 [PregelTaskWrites((), INPUT, null_writes, [])],
                 self.checkpointer_get_next_version,
                 self.trigger_to_nodes,
             )
-            if updated_channels is not None:
-                updated_channels.update(null_updated_channels)
         # proceed past previous checkpoint
         if is_resuming:
             self.checkpoint["versions_seen"].setdefault(INTERRUPT, {})
@@ -650,7 +648,6 @@ class PregelLoop:
                 store=None,
                 checkpointer=None,
                 manager=None,
-                updated_channels=updated_channels,
             )
             # apply input writes
             updated_channels = apply_writes(
@@ -664,7 +661,6 @@ class PregelLoop:
                 self.trigger_to_nodes,
             )
             # save input checkpoint
-            self.updated_channels = updated_channels
             self._put_checkpoint({"source": "input"})
         elif CONFIG_KEY_RESUMING not in configurable:
             raise EmptyInputError(f"Received no input for {input_keys}")
@@ -697,7 +693,6 @@ class PregelLoop:
             self.channels if do_checkpoint else None,
             self.step,
             id=self.checkpoint["id"] if exiting else None,
-            updated_channels=self.updated_channels,
         )
         # bail if no checkpointer
         if do_checkpoint and self._checkpointer_put_after_previous is not None:
@@ -1041,12 +1036,7 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
         self.step = self.checkpoint_metadata["step"] + 1
         self.stop = self.step + self.config["recursion_limit"] + 1
         self.checkpoint_previous_versions = self.checkpoint["channel_versions"].copy()
-        self.updated_channels = self._first(
-            input_keys=self.input_keys,
-            updated_channels=set(self.checkpoint.get("updated_channels"))  # type: ignore[arg-type]
-            if self.checkpoint.get("updated_channels")
-            else None,
-        )
+        self.updated_channels = self._first(input_keys=self.input_keys)
 
         return self
 
@@ -1222,12 +1212,7 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
         self.step = self.checkpoint_metadata["step"] + 1
         self.stop = self.step + self.config["recursion_limit"] + 1
         self.checkpoint_previous_versions = self.checkpoint["channel_versions"].copy()
-        self.updated_channels = self._first(
-            input_keys=self.input_keys,
-            updated_channels=set(self.checkpoint.get("updated_channels"))  # type: ignore[arg-type]
-            if self.checkpoint.get("updated_channels")
-            else None,
-        )
+        self.updated_channels = self._first(input_keys=self.input_keys)
 
         return self
 

libs/langgraph/langgraph/pregel/_messages.py

@@ -29,51 +29,16 @@ Meta = tuple[tuple[str, ...], dict[str, Any]]
 
 class StreamMessagesHandler(BaseCallbackHandler, _StreamingCallbackHandler):
     """A callback handler that implements stream_mode=messages.
-
-    Collects messages from:
-    (1) chat model stream events; and
-    (2) node outputs.
-    """
+    Collects messages from (1) chat model stream events and (2) node outputs."""
 
     run_inline = True
-    """We want this callback to run in the main thread to avoid order/locking issues."""
+    """We want this callback to run in the main thread, to avoid order/locking issues."""
 
-    def __init__(
-        self,
-        stream: Callable[[StreamChunk], None],
-        subgraphs: bool,
-        *,
-        parent_ns: tuple[str, ...] | None = None,
-    ) -> None:
-        """Configure the handler to stream messages from LLMs and nodes.
-
-        Args:
-            stream: A callable that takes a StreamChunk and emits it.
-            subgraphs: Whether to emit messages from subgraphs.
-            parent_ns: The namespace where the handler was created.
-                We keep track of this namespace to allow calls to subgraphs that
-                were explicitly requested as a stream with `messages` mode
-                configured.
-
-        Example:
-            parent_ns is used to handle scenarios where the subgraph is explicitly
-            streamed with `stream_mode="messages"`.
-
-            ```python
-            def parent_graph_node():
-                # This node is in the parent graph.
-                async for event in some_subgraph(..., stream_mode="messages"):
-                    do something with event # <-- these events will be emitted
-                return ...
-
-            parent_graph.invoke(subgraphs=False)
-            ```
-        """
+    def __init__(self, stream: Callable[[StreamChunk], None], subgraphs: bool):
         self.stream = stream
         self.subgraphs = subgraphs
         self.metadata: dict[UUID, Meta] = {}
         self.seen: set[int | str] = set()
-        self.parent_ns = parent_ns
 
     def _emit(self, meta: Meta, message: BaseMessage, *, dedupe: bool = False) -> None:
         if dedupe and message.id in self.seen:
@@ -135,7 +100,7 @@ class StreamMessagesHandler(BaseCallbackHandler, _StreamingCallbackHandler):
             ns = tuple(cast(str, metadata["langgraph_checkpoint_ns"]).split(NS_SEP))[
                 :-1
             ]
-            if not self.subgraphs and len(ns) > 0 and ns != self.parent_ns:
+            if not self.subgraphs and len(ns) > 0:
                 return
             if tags:
                 if filtered_tags := [t for t in tags if not t.startswith("seq:step")]:

libs/langgraph/langgraph/pregel/main.py

@@ -11,7 +11,7 @@ from collections.abc import AsyncIterator, Iterator, Mapping, Sequence
 from dataclasses import is_dataclass
 from functools import partial
 from inspect import isclass
-from typing import Any, Callable, Generic, Optional, Union, cast, get_type_hints
+from typing import Any, Callable, Generic, Union, cast, get_type_hints
 from uuid import UUID, uuid5
 
 from langchain_core.globals import get_debug
@@ -2534,13 +2534,8 @@ class Pregel(
                 config[CONF][CONFIG_KEY_CHECKPOINT_NS] = recast_checkpoint_ns(ns)
             # set up messages stream mode
             if "messages" in stream_modes:
-                ns_ = cast(Optional[str], config[CONF].get(CONFIG_KEY_CHECKPOINT_NS))
                 run_manager.inheritable_handlers.append(
-                    StreamMessagesHandler(
-                        stream.put,
-                        subgraphs,
-                        parent_ns=tuple(ns_.split(NS_SEP)) if ns_ else None,
-                    )
+                    StreamMessagesHandler(stream.put, subgraphs)
                 )
 
             # set up custom stream mode
@@ -2819,14 +2814,8 @@ class Pregel(
                 config[CONF][CONFIG_KEY_CHECKPOINT_NS] = recast_checkpoint_ns(ns)
             # set up messages stream mode
             if "messages" in stream_modes:
-                # namespace can be None in a root level graph?
-                ns_ = cast(Optional[str], config[CONF].get(CONFIG_KEY_CHECKPOINT_NS))
                 run_manager.inheritable_handlers.append(
-                    StreamMessagesHandler(
-                        stream_put,
-                        subgraphs,
-                        parent_ns=tuple(ns_.split(NS_SEP)) if ns_ else None,
-                    )
+                    StreamMessagesHandler(stream_put, subgraphs)
                 )
 
             # set up custom stream mode

libs/langgraph/langgraph/pregel/remote.py

@@ -25,17 +25,9 @@ from langgraph_sdk.client import (
     get_client,
     get_sync_client,
 )
-from langgraph_sdk.schema import (
-    Checkpoint,
-    QueryParamTypes,
-    ThreadState,
-)
-from langgraph_sdk.schema import (
-    Command as CommandSDK,
-)
-from langgraph_sdk.schema import (
-    StreamMode as StreamModeSDK,
-)
+from langgraph_sdk.schema import Checkpoint, ThreadState
+from langgraph_sdk.schema import Command as CommandSDK
+from langgraph_sdk.schema import StreamMode as StreamModeSDK
 from typing_extensions import Self
 
 from langgraph._internal._config import merge_configs
@@ -216,8 +208,6 @@ class RemoteGraph(PregelProtocol):
         config: RunnableConfig | None = None,
         *,
         xray: int | bool = False,
-        headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
     ) -> DrawableGraph:
         """Get graph by graph name.
 
@@ -236,8 +226,6 @@ class RemoteGraph(PregelProtocol):
         graph = sync_client.assistants.get_graph(
             assistant_id=self.assistant_id,
             xray=xray,
-            headers=headers,
-            params=params,
         )
         return DrawableGraph(
             nodes=self._get_drawable_nodes(graph),
@@ -249,8 +237,6 @@ class RemoteGraph(PregelProtocol):
         config: RunnableConfig | None = None,
         *,
         xray: int | bool = False,
-        headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
     ) -> DrawableGraph:
         """Get graph by graph name.
 
@@ -269,8 +255,6 @@ class RemoteGraph(PregelProtocol):
         graph = await client.assistants.get_graph(
             assistant_id=self.assistant_id,
             xray=xray,
-            headers=headers,
-            params=params,
         )
         return DrawableGraph(
             nodes=self._get_drawable_nodes(graph),
@@ -392,12 +376,7 @@ class RemoteGraph(PregelProtocol):
         return sanitized
 
     def get_state(
-        self,
-        config: RunnableConfig,
-        *,
-        subgraphs: bool = False,
-        headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
+        self, config: RunnableConfig, *, subgraphs: bool = False
     ) -> StateSnapshot:
         """Get the state of a thread.
 
@@ -409,8 +388,6 @@ class RemoteGraph(PregelProtocol):
             config: A `RunnableConfig` that includes `thread_id` in the
                 `configurable` field.
             subgraphs: Include subgraphs in the state.
-            headers: Optional custom headers to include with the request.
-            params: Optional query parameters to include with the request.
 
         Returns:
             The latest state of the thread.
@@ -422,18 +399,11 @@ class RemoteGraph(PregelProtocol):
             thread_id=merged_config["configurable"]["thread_id"],
             checkpoint=self._get_checkpoint(merged_config),
             subgraphs=subgraphs,
-            headers=headers,
-            params=params,
         )
         return self._create_state_snapshot(state)
 
     async def aget_state(
-        self,
-        config: RunnableConfig,
-        *,
-        subgraphs: bool = False,
-        headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
+        self, config: RunnableConfig, *, subgraphs: bool = False
     ) -> StateSnapshot:
         """Get the state of a thread.
 
@@ -445,8 +415,6 @@ class RemoteGraph(PregelProtocol):
             config: A `RunnableConfig` that includes `thread_id` in the
                 `configurable` field.
             subgraphs: Include subgraphs in the state.
-            headers: Optional custom headers to include with the request.
-            params: Optional query parameters to include with the request.
 
         Returns:
             The latest state of the thread.
@@ -458,8 +426,6 @@ class RemoteGraph(PregelProtocol):
             thread_id=merged_config["configurable"]["thread_id"],
             checkpoint=self._get_checkpoint(merged_config),
             subgraphs=subgraphs,
-            headers=headers,
-            params=params,
         )
         return self._create_state_snapshot(state)
 
@@ -470,8 +436,6 @@ class RemoteGraph(PregelProtocol):
         filter: dict[str, Any] | None = None,
         before: RunnableConfig | None = None,
         limit: int | None = None,
-        headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
     ) -> Iterator[StateSnapshot]:
         """Get the state history of a thread.
 
@@ -496,8 +460,6 @@ class RemoteGraph(PregelProtocol):
             before=self._get_checkpoint(before),
             metadata=filter,
             checkpoint=self._get_checkpoint(merged_config),
-            headers=headers,
-            params=params,
         )
         for state in states:
             yield self._create_state_snapshot(state)
@@ -509,8 +471,6 @@ class RemoteGraph(PregelProtocol):
         filter: dict[str, Any] | None = None,
         before: RunnableConfig | None = None,
         limit: int | None = None,
-        headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
     ) -> AsyncIterator[StateSnapshot]:
         """Get the state history of a thread.
 
@@ -522,8 +482,6 @@ class RemoteGraph(PregelProtocol):
             filter: Metadata to filter on.
             before: A `RunnableConfig` that includes checkpoint metadata.
             limit: Max number of states to return.
-            headers: Optional custom headers to include with the request.
-            params: Optional query parameters to include with the request.
 
         Returns:
             States of the thread.
@@ -537,8 +495,6 @@ class RemoteGraph(PregelProtocol):
             before=self._get_checkpoint(before),
             metadata=filter,
             checkpoint=self._get_checkpoint(merged_config),
-            headers=headers,
-            params=params,
         )
         for state in states:
             yield self._create_state_snapshot(state)
@@ -562,9 +518,6 @@ class RemoteGraph(PregelProtocol):
         config: RunnableConfig,
         values: dict[str, Any] | Any | None,
         as_node: str | None = None,
-        *,
-        headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
     ) -> RunnableConfig:
         """Update the state of a thread.
 
@@ -587,8 +540,6 @@ class RemoteGraph(PregelProtocol):
             values=values,
             as_node=as_node,
             checkpoint=self._get_checkpoint(merged_config),
-            headers=headers,
-            params=params,
         )
         return self._get_config(response["checkpoint"])
 
@@ -597,9 +548,6 @@ class RemoteGraph(PregelProtocol):
         config: RunnableConfig,
         values: dict[str, Any] | Any | None,
         as_node: str | None = None,
-        *,
-        headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
     ) -> RunnableConfig:
         """Update the state of a thread.
 
@@ -622,8 +570,6 @@ class RemoteGraph(PregelProtocol):
             values=values,
             as_node=as_node,
             checkpoint=self._get_checkpoint(merged_config),
-            headers=headers,
-            params=params,
         )
         return self._get_config(response["checkpoint"])
 
@@ -688,7 +634,6 @@ class RemoteGraph(PregelProtocol):
         interrupt_after: All | Sequence[str] | None = None,
         subgraphs: bool = False,
         headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
         **kwargs: Any,
     ) -> Iterator[dict[str, Any] | Any]:
         """Create a run and stream the results.
@@ -733,10 +678,9 @@ class RemoteGraph(PregelProtocol):
             interrupt_after=interrupt_after,
             stream_subgraphs=subgraphs or stream is not None,
             if_not_exists="create",
-            headers=(
-                _merge_tracing_headers(headers) if self.distributed_tracing else headers
-            ),
-            params=params,
+            headers=_merge_tracing_headers(headers)
+            if self.distributed_tracing
+            else headers,
             **kwargs,
         ):
             # split mode and ns
@@ -797,7 +741,6 @@ class RemoteGraph(PregelProtocol):
         interrupt_after: All | Sequence[str] | None = None,
         subgraphs: bool = False,
         headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
         **kwargs: Any,
     ) -> AsyncIterator[dict[str, Any] | Any]:
         """Create a run and stream the results.
@@ -842,10 +785,9 @@ class RemoteGraph(PregelProtocol):
             interrupt_after=interrupt_after,
             stream_subgraphs=subgraphs or stream is not None,
             if_not_exists="create",
-            headers=(
-                _merge_tracing_headers(headers) if self.distributed_tracing else headers
-            ),
-            params=params,
+            headers=_merge_tracing_headers(headers)
+            if self.distributed_tracing
+            else headers,
             **kwargs,
         ):
             # split mode and ns
@@ -920,7 +862,6 @@ class RemoteGraph(PregelProtocol):
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
         **kwargs: Any,
     ) -> dict[str, Any] | Any:
         """Create a run, wait until it finishes and return the final state.
@@ -943,7 +884,6 @@ class RemoteGraph(PregelProtocol):
             interrupt_after=interrupt_after,
             headers=headers,
             stream_mode="values",
-            params=params,
             **kwargs,
         ):
             pass
@@ -960,7 +900,6 @@ class RemoteGraph(PregelProtocol):
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         headers: dict[str, str] | None = None,
-        params: QueryParamTypes | None = None,
         **kwargs: Any,
     ) -> dict[str, Any] | Any:
         """Create a run, wait until it finishes and return the final state.
@@ -983,7 +922,6 @@ class RemoteGraph(PregelProtocol):
             interrupt_after=interrupt_after,
             headers=headers,
             stream_mode="values",
-            params=params,
             **kwargs,
         ):
             pass
@@ -996,11 +934,11 @@ class RemoteGraph(PregelProtocol):
 def _merge_tracing_headers(headers: dict[str, str] | None) -> dict[str, str] | None:
     if rt := ls.get_current_run_tree():
         tracing_headers = rt.to_headers()
+        baggage = tracing_headers.pop("baggage")
         if headers:
             if "baggage" in headers:
-                tracing_headers["baggage"] = (
-                    f"{headers['baggage']},{tracing_headers['baggage']}"
-                )
+                baggage = headers["baggage"] + "," + baggage
+            tracing_headers["baggage"] = baggage
             headers.update(tracing_headers)
         else:
             headers = tracing_headers

libs/langgraph/langgraph/types.py

@@ -33,13 +33,7 @@ if TYPE_CHECKING:
     from langgraph.pregel.protocol import PregelProtocol
 
 
-try:
-    from langchain_core.messages.tool import ToolOutputMixin
-except ImportError:
-
-    class ToolOutputMixin:  # type: ignore[no-redef]
-        pass
-
+from langchain_core.messages.tool import ToolOutputMixin
 
 __all__ = (
     "All",
@@ -507,7 +501,6 @@ def interrupt(value: Any) -> Any:
     # find previous resume values
     if scratchpad.resume:
         if idx < len(scratchpad.resume):
-            conf[CONFIG_KEY_SEND]([(RESUME, scratchpad.resume)])
             return scratchpad.resume[idx]
     # find current resume value
     v = scratchpad.get_null_resume(True)

libs/langgraph/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "0.6.6"
+version = "0.6.3"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.9"
@@ -12,9 +12,9 @@ readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
-    "langchain-core>=0.1",
+    "langchain-core>=0.1,<1.0.0",
     "langgraph-checkpoint>=2.1.0,<3.0.0",
-    "langgraph-sdk>=0.2.2,<0.3.0",
+    "langgraph-sdk>=0.2.0,<0.3.0",
     "langgraph-prebuilt>=0.6.0,<0.7.0",
     "xxhash>=3.5.0",
     "pydantic>=2.7.4",
@@ -49,7 +49,6 @@ dev = [
     "types-requests",
     "pycryptodome",
     "langgraph-cli[inmem]",
-    "redis",
 ]
 
 [tool.uv]

libs/langgraph/testing/.env.example

@@ -0,0 +1,4 @@
+# To separate your traces from other application
+LANGSMITH_PROJECT=new-agent
+
+# Add API keys for connecting to LLM providers, data sources, and other integrations here

libs/langgraph/testing/.github/workflows/integration-tests.yml

@@ -0,0 +1,42 @@
+# This workflow will run integration tests for the current project once per day
+
+name: Integration Tests
+
+on:
+  schedule:
+    - cron: "37 14 * * *" # Run at 7:37 AM Pacific Time (14:37 UTC) every day
+  workflow_dispatch: # Allows triggering the workflow manually in GitHub UI
+
+# If another scheduled run starts while this workflow is still running,
+# cancel the earlier run in favor of the next run.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  integration-tests:
+    name: Integration Tests
+    strategy:
+      matrix:
+        os: [ubuntu-latest]
+        python-version: ["3.11", "3.12"]
+    runs-on: ${{ matrix.os }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          curl -LsSf https://astral.sh/uv/install.sh | sh
+          uv venv
+          uv pip install -r pyproject.toml
+          uv pip install -U pytest-asyncio
+      - name: Run integration tests
+        env:
+          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
+          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
+          LANGSMITH_TRACING: true
+        run: |
+          uv run pytest tests/integration_tests

libs/langgraph/testing/.github/workflows/unit-tests.yml

@@ -0,0 +1,57 @@
+# This workflow will run unit tests for the current project
+
+name: CI
+
+on:
+  push:
+    branches: ["main"]
+  pull_request:
+  workflow_dispatch: # Allows triggering the workflow manually in GitHub UI
+
+# If another push to the same PR or branch happens while this workflow is still running,
+# cancel the earlier run in favor of the next run.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  unit-tests:
+    name: Unit Tests
+    strategy:
+      matrix:
+        os: [ubuntu-latest]
+        python-version: ["3.11", "3.12"]
+    runs-on: ${{ matrix.os }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          curl -LsSf https://astral.sh/uv/install.sh | sh
+          uv venv
+          uv pip install -r pyproject.toml
+      - name: Lint with ruff
+        run: |
+          uv pip install ruff
+          uv run ruff check .
+      - name: Lint with mypy
+        run: |
+          uv pip install mypy
+          uv run mypy --strict src/
+      - name: Check README spelling
+        uses: codespell-project/actions-codespell@v2
+        with:
+          ignore_words_file: .codespellignore
+          path: README.md
+      - name: Check code spelling
+        uses: codespell-project/actions-codespell@v2
+        with:
+          ignore_words_file: .codespellignore
+          path: src/
+      - name: Run tests with pytest
+        run: |
+          uv pip install pytest
+          uv run pytest tests/unit_tests

libs/langgraph/testing/.gitignore

@@ -0,0 +1,164 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+uv.lock
+.langgraph_api/

libs/langgraph/testing/LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024 LangChain
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

libs/langgraph/testing/Makefile

@@ -0,0 +1,67 @@
+.PHONY: all format lint test tests test_watch integration_tests docker_tests help extended_tests
+
+# Default target executed when no arguments are given to make.
+all: help
+
+# Define a variable for the test file path.
+TEST_FILE ?= tests/unit_tests/
+
+test:
+	python -m pytest $(TEST_FILE)
+
+integration_tests:
+	python -m pytest tests/integration_tests 
+
+test_watch:
+	python -m ptw --snapshot-update --now . -- -vv tests/unit_tests
+
+test_profile:
+	python -m pytest -vv tests/unit_tests/ --profile-svg
+
+extended_tests:
+	python -m pytest --only-extended $(TEST_FILE)
+
+
+######################
+# LINTING AND FORMATTING
+######################
+
+# Define a variable for Python and notebook files.
+PYTHON_FILES=src/
+MYPY_CACHE=.mypy_cache
+lint format: PYTHON_FILES=.
+lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --diff-filter=d main | grep -E '\.py$$|\.ipynb$$')
+lint_package: PYTHON_FILES=src
+lint_tests: PYTHON_FILES=tests
+lint_tests: MYPY_CACHE=.mypy_cache_test
+
+lint lint_diff lint_package lint_tests:
+	python -m ruff check .
+	[ "$(PYTHON_FILES)" = "" ] || python -m ruff format $(PYTHON_FILES) --diff
+	[ "$(PYTHON_FILES)" = "" ] || python -m ruff check --select I $(PYTHON_FILES)
+	[ "$(PYTHON_FILES)" = "" ] || python -m mypy --strict $(PYTHON_FILES)
+	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE) && python -m mypy --strict $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+
+format format_diff:
+	ruff format $(PYTHON_FILES)
+	ruff check --select I --fix $(PYTHON_FILES)
+
+spell_check:
+	codespell --toml pyproject.toml
+
+spell_fix:
+	codespell --toml pyproject.toml -w
+
+######################
+# HELP
+######################
+
+help:
+	@echo '----'
+	@echo 'format                       - run code formatters'
+	@echo 'lint                         - run linters'
+	@echo 'test                         - run unit tests'
+	@echo 'tests                        - run unit tests'
+	@echo 'test TEST_FILE=<test_file>   - run all tests in file'
+	@echo 'test_watch                   - run unit tests in watch mode'
+

libs/langgraph/testing/README.md

@@ -0,0 +1,80 @@
+# New LangGraph Project
+
+[![CI](https://github.com/langchain-ai/new-langgraph-project/actions/workflows/unit-tests.yml/badge.svg)](https://github.com/langchain-ai/new-langgraph-project/actions/workflows/unit-tests.yml)
+[![Integration Tests](https://github.com/langchain-ai/new-langgraph-project/actions/workflows/integration-tests.yml/badge.svg)](https://github.com/langchain-ai/new-langgraph-project/actions/workflows/integration-tests.yml)
+
+This template demonstrates a simple application implemented using [LangGraph](https://github.com/langchain-ai/langgraph), designed for showing how to get started with [LangGraph Server](https://langchain-ai.github.io/langgraph/concepts/langgraph_server/#langgraph-server) and using [LangGraph Studio](https://langchain-ai.github.io/langgraph/concepts/langgraph_studio/), a visual debugging IDE.
+
+<div align="center">
+  <img src="./static/studio_ui.png" alt="Graph view in LangGraph studio UI" width="75%" />
+</div>
+
+The core logic defined in `src/agent/graph.py`, showcases an single-step application that responds with a fixed string and the configuration provided.
+
+You can extend this graph to orchestrate more complex agentic workflows that can be visualized and debugged in LangGraph Studio.
+
+## Getting Started
+
+<!--
+Setup instruction auto-generated by `langgraph template lock`. DO NOT EDIT MANUALLY.
+-->
+
+<!--
+End setup instructions
+-->
+
+1. Install dependencies, along with the [LangGraph CLI](https://langchain-ai.github.io/langgraph/concepts/langgraph_cli/), which will be used to run the server.
+
+```bash
+cd path/to/your/app
+pip install -e . "langgraph-cli[inmem]"
+```
+
+2. (Optional) Customize the code and project as needed. Create a `.env` file if you need to use secrets.
+
+```bash
+cp .env.example .env
+```
+
+If you want to enable LangSmith tracing, add your LangSmith API key to the `.env` file.
+
+```text
+# .env
+LANGSMITH_API_KEY=lsv2...
+```
+
+3. Start the LangGraph Server.
+
+```shell
+langgraph dev
+```
+
+For more information on getting started with LangGraph Server, [see here](https://langchain-ai.github.io/langgraph/tutorials/langgraph-platform/local-server/).
+
+## How to customize
+
+1. **Define configurable parameters**: Modify the `Configuration` class in the `graph.py` file to expose the arguments you want to configure. For example, in a chatbot application you may want to define a dynamic system prompt or LLM to use. For more information on configurations in LangGraph, [see here](https://langchain-ai.github.io/langgraph/concepts/low_level/?h=configuration#configuration).
+
+2. **Extend the graph**: The core logic of the application is defined in [graph.py](./src/agent/graph.py). You can modify this file to add new nodes, edges, or change the flow of information.
+
+## Development
+
+While iterating on your graph in LangGraph Studio, you can edit past state and rerun your app from previous states to debug specific nodes. Local changes will be automatically applied via hot reload.
+
+Follow-up requests extend the same thread. You can create an entirely new thread, clearing previous history, using the `+` button in the top right.
+
+For more advanced features and examples, refer to the [LangGraph documentation](https://langchain-ai.github.io/langgraph/). These resources can help you adapt this template for your specific use case and build more sophisticated conversational agents.
+
+LangGraph Studio also integrates with [LangSmith](https://smith.langchain.com/) for more in-depth tracing and collaboration with teammates, allowing you to analyze and optimize your chatbot's performance.
+
+<!--
+Configuration auto-generated by `langgraph template lock`. DO NOT EDIT MANUALLY.
+{
+  "config_schemas": {
+    "agent": {
+      "type": "object",
+      "properties": {}
+    }
+  }
+}
+-->

libs/langgraph/testing/pyproject.toml

@@ -0,0 +1,65 @@
+[project]
+name = "agent"
+version = "0.0.1"
+description = "Starter template for making a new agent LangGraph."
+authors = [
+    { name = "William Fu-Hinthorn", email = "13333726+hinthornw@users.noreply.github.com" },
+]
+readme = "README.md"
+license = { text = "MIT" }
+requires-python = ">=3.9"
+dependencies = [
+    "langgraph>=0.2.6",
+    "python-dotenv>=1.0.1",
+]
+
+
+[project.optional-dependencies]
+dev = ["mypy>=1.11.1", "ruff>=0.6.1"]
+
+[build-system]
+requires = ["setuptools>=73.0.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools]
+packages = ["langgraph.templates.agent", "agent"]
+[tool.setuptools.package-dir]
+"langgraph.templates.agent" = "src/agent"
+"agent" = "src/agent"
+
+
+[tool.setuptools.package-data]
+"*" = ["py.typed"]
+
+[tool.ruff]
+lint.select = [
+    "E",    # pycodestyle
+    "F",    # pyflakes
+    "I",    # isort
+    "D",    # pydocstyle
+    "D401", # First line should be in imperative mood
+    "T201",
+    "UP",
+]
+lint.ignore = [
+    "UP006",
+    "UP007",
+    # We actually do want to import from typing_extensions
+    "UP035",
+    # Relax the convention by _not_ requiring documentation for every function parameter.
+    "D417",
+    "E501",
+]
+[tool.ruff.lint.per-file-ignores]
+"tests/*" = ["D", "UP"]
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[dependency-groups]
+dev = [
+    "anyio>=4.7.0",
+    "langgraph-cli[inmem]>=0.2.8",
+    "mypy>=1.13.0",
+    "pytest>=8.3.5",
+    "ruff>=0.8.2",
+]

libs/langgraph/testing/src/agent/__init__.py

@@ -0,0 +1,8 @@
+"""New LangGraph Agent.
+
+This module defines a custom graph.
+"""
+
+from agent.graph import graph
+
+__all__ = ["graph"]

libs/langgraph/testing/src/agent/graph.py

@@ -0,0 +1,54 @@
+"""LangGraph single-node graph template.
+
+Returns a predefined response. Replace logic and configuration as needed.
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Any, Dict, TypedDict
+
+from langchain_core.runnables import RunnableConfig
+from langgraph.graph import StateGraph
+
+
+class Configuration(TypedDict):
+    """Configurable parameters for the agent.
+
+    Set these when creating assistants OR when invoking the graph.
+    See: https://langchain-ai.github.io/langgraph/cloud/how-tos/configuration_cloud/
+    """
+
+    my_configurable_param: str
+
+
+@dataclass
+class State:
+    """Input state for the agent.
+
+    Defines the initial structure of incoming data.
+    See: https://langchain-ai.github.io/langgraph/concepts/low_level/#state
+    """
+
+    changeme: str = "example"
+
+
+async def call_model(state: State, config: RunnableConfig) -> Dict[str, Any]:
+    """Process input and returns output.
+
+    Can use runtime configuration to alter behavior.
+    """
+    configuration = config["configurable"]
+    return {
+        "changeme": "output from call_model. "
+        f"Configured with {configuration.get('my_configurable_param')}"
+    }
+
+
+# Define the graph
+graph = (
+    StateGraph(State, config_schema=Configuration)
+    .add_node(call_model)
+    .add_edge("__start__", "call_model")
+    .compile(name="New Graph")
+)

libs/langgraph/testing/tests/conftest.py

@@ -0,0 +1,6 @@
+import pytest
+
+
+@pytest.fixture(scope="session")
+def anyio_backend():
+    return "asyncio"

libs/langgraph/testing/tests/integration_tests/__init__.py

@@ -0,0 +1 @@
+"""Define any integration tests you want in this directory."""

libs/langgraph/testing/tests/integration_tests/test_graph.py

@@ -0,0 +1,12 @@
+import pytest
+
+from agent import graph
+
+pytestmark = pytest.mark.anyio
+
+
+@pytest.mark.langsmith
+async def test_agent_simple_passthrough() -> None:
+    inputs = {"changeme": "some_val"}
+    res = await graph.ainvoke(inputs)
+    assert res is not None

libs/langgraph/testing/tests/unit_tests/__init__.py

@@ -0,0 +1 @@
+"""Define any unit tests you may want in this directory."""

libs/langgraph/testing/tests/unit_tests/test_configuration.py

@@ -0,0 +1,9 @@
+from langgraph.pregel import Pregel
+
+from agent.graph import graph
+
+
+def test_placeholder() -> None:
+    # TODO: You can add actual unit tests
+    # for your graph and other logic here.
+    assert isinstance(graph, Pregel)

libs/langgraph/tests/compose-redis.yml

@@ -1,16 +0,0 @@
-name: langgraph-tests
-services:
-  redis-test:
-    image: redis:7-alpine
-    ports:
-      - "6379:6379"
-    command: redis-server --maxmemory 256mb --maxmemory-policy allkeys-lru
-    healthcheck:
-      test: redis-cli ping
-      start_period: 10s
-      timeout: 1s
-      retries: 5
-      interval: 5s
-      start_interval: 1s
-    tmpfs:
-      - /data  # Use tmpfs for faster testing

libs/langgraph/tests/conftest.py

@@ -3,12 +3,10 @@ from collections.abc import AsyncIterator, Iterator
 from uuid import UUID
 
 import pytest
-import redis
 from pytest_mock import MockerFixture
 
 from langgraph.cache.base import BaseCache
 from langgraph.cache.memory import InMemoryCache
-from langgraph.cache.redis import RedisCache
 from langgraph.cache.sqlite import SqliteCache
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.store.base import BaseStore
@@ -57,34 +55,12 @@ def durability(request: pytest.FixtureRequest) -> Durability:
     return request.param
 
 
-@pytest.fixture(
-    scope="function",
-    params=["sqlite", "memory"] if NO_DOCKER else ["sqlite", "memory", "redis"],
-)
+@pytest.fixture(scope="function", params=["sqlite", "memory"])
 def cache(request: pytest.FixtureRequest) -> Iterator[BaseCache]:
     if request.param == "sqlite":
         yield SqliteCache(path=":memory:")
     elif request.param == "memory":
         yield InMemoryCache()
-    elif request.param == "redis":
-        # Get worker ID for parallel test isolation
-        worker_id = getattr(request.config, "workerinput", {}).get("workerid", "master")
-
-        redis_client = redis.Redis(
-            host="localhost", port=6379, db=0, decode_responses=False
-        )
-        # Use worker-specific prefix to avoid cache pollution between parallel tests
-        cache = RedisCache(redis_client, prefix=f"test:cache:{worker_id}:")
-        yield cache
-
-        try:
-            # Only clear keys with our specific prefix
-            pattern = f"test:cache:{worker_id}:*"
-            keys = redis_client.keys(pattern)
-            if keys:
-                redis_client.delete(*keys)
-        except Exception:
-            pass
     else:
         raise ValueError(f"Unknown cache type: {request.param}")
 

libs/langgraph/tests/test_checkpoint_migration.py

@@ -330,7 +330,6 @@ SAVED_CHECKPOINTS = {
                     "docs": ["doc1", "doc2", "doc3", "doc4"],
                     "answer": "doc1,doc2,doc3,doc4",
                 },
-                "updated_channels": None,
             },
             metadata={
                 "source": "loop",
@@ -391,7 +390,6 @@ SAVED_CHECKPOINTS = {
                     "docs": ["doc1", "doc2", "doc3", "doc4"],
                     "branch:to:qa": None,
                 },
-                "updated_channels": None,
             },
             metadata={
                 "source": "loop",
@@ -467,7 +465,6 @@ SAVED_CHECKPOINTS = {
                     "branch:to:retriever_one": None,
                     "docs": ["doc3", "doc4"],
                 },
-                "updated_channels": None,
             },
             metadata={
                 "source": "loop",
@@ -519,7 +516,6 @@ SAVED_CHECKPOINTS = {
                     "branch:to:analyzer_one": None,
                     "branch:to:retriever_two": None,
                 },
-                "updated_channels": None,
             },
             metadata={
                 "source": "loop",
@@ -574,7 +570,6 @@ SAVED_CHECKPOINTS = {
                     "query": "what is weather in sf",
                     "branch:to:rewrite_query": None,
                 },
-                "updated_channels": None,
             },
             metadata={
                 "source": "loop",
@@ -623,7 +618,6 @@ SAVED_CHECKPOINTS = {
                 },
                 "versions_seen": {"__input__": {}},
                 "channel_values": {"__start__": {"query": "what is weather in sf"}},
-                "updated_channels": None,
             },
             metadata={
                 "source": "input",

libs/langgraph/tests/test_messages_state.py

@@ -20,7 +20,7 @@ from langgraph.graph.message import REMOVE_ALL_MESSAGES, MessagesState, push_mes
 from langgraph.graph.state import StateGraph
 from tests.messages import _AnyIdHumanMessage
 
-_, CORE_MINOR, CORE_PATCH = (int(v) for v in langchain_core.__version__.split("."))
+_, CORE_MINOR, CORE_PATCH = (int(v) for v in langchain_core.__version__.split(".")[:3])
 
 
 def test_add_single_message():

libs/langgraph/tests/test_pregel.py

@@ -27,7 +27,7 @@ from langsmith import traceable
 from pydantic import BaseModel, ConfigDict, Field, ValidationError
 from pytest_mock import MockerFixture
 from syrupy import SnapshotAssertion
-from typing_extensions import NotRequired, TypedDict
+from typing_extensions import TypedDict
 
 from langgraph._internal._constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL
 from langgraph.cache.base import BaseCache
@@ -968,7 +968,6 @@ def test_pending_writes_resume(
                 "branch:to:two": AnyVersion(),
             },
             "channel_values": {"value": 6},
-            "updated_channels": ["value"],
         },
         metadata={
             "parents": {},
@@ -1016,7 +1015,6 @@ def test_pending_writes_resume(
                 "branch:to:one": None,
                 "branch:to:two": None,
             },
-            "updated_channels": ["branch:to:one", "branch:to:two", "value"],
         },
         metadata={
             "parents": {},
@@ -1068,7 +1066,6 @@ def test_pending_writes_resume(
                 "__start__": AnyVersion(),
             },
             "channel_values": {"__start__": {"value": 1}},
-            "updated_channels": ["__start__"],
         },
         metadata={
             "parents": {},
@@ -4805,10 +4802,7 @@ def test_interrupt_subgraph(sync_checkpointer: BaseCheckpointSaver):
     assert graph.invoke(Command(resume="bar"), thread1)
 
 
-@pytest.mark.parametrize("resume_style", ["null", "map"])
-def test_interrupt_multiple(
-    sync_checkpointer: BaseCheckpointSaver, resume_style: Literal["null", "map"]
-):
+def test_interrupt_multiple(sync_checkpointer: BaseCheckpointSaver):
     class State(TypedDict):
         my_key: Annotated[str, operator.add]
 
@@ -4824,8 +4818,7 @@ def test_interrupt_multiple(
     graph = builder.compile(checkpointer=sync_checkpointer)
     thread1 = {"configurable": {"thread_id": "1"}}
 
-    result = [e for e in graph.stream({"my_key": "DE", "market": "DE"}, thread1)]
-    assert result == [
+    assert [e for e in graph.stream({"my_key": "DE", "market": "DE"}, thread1)] == [
         {
             "__interrupt__": (
                 Interrupt(
@@ -4836,19 +4829,12 @@ def test_interrupt_multiple(
         }
     ]
 
-    result = [
+    assert [
         event
         for event in graph.stream(
-            Command(
-                resume="answer 1"
-                if resume_style == "null"
-                else {result[0]["__interrupt__"][0].id: "answer 1"},
-                update={"my_key": " foofoo "},
-            ),
-            thread1,
+            Command(resume="answer 1", update={"my_key": " foofoo "}), thread1
         )
-    ]
-    assert result == [
+    ] == [
         {
             "__interrupt__": (
                 Interrupt(
@@ -4862,13 +4848,7 @@ def test_interrupt_multiple(
     assert [
         event
         for event in graph.stream(
-            Command(
-                resume="answer 2"
-                if resume_style == "null"
-                else {result[0]["__interrupt__"][0].id: "answer 2"}
-            ),
-            thread1,
-            stream_mode="values",
+            Command(resume="answer 2"), thread1, stream_mode="values"
         )
     ] == [
         {"my_key": "DE foofoo "},
@@ -8283,53 +8263,3 @@ def test_fork_and_update_task_results(sync_checkpointer: BaseCheckpointSaver) ->
             ],
         ],
     ]
-
-
-def test_subgraph_streaming_sync() -> None:
-    """Test subgraph streaming when used as a node in sync version"""
-
-    # Create a fake chat model that returns a simple response
-    model = GenericFakeChatModel(messages=iter(["The weather is sunny today."]))
-
-    # Create a subgraph that uses the fake chat model
-    def call_model_node(state: MessagesState, config: RunnableConfig) -> MessagesState:
-        """Node that calls the model with the last message."""
-        messages = state["messages"]
-        last_message = messages[-1].content if messages else ""
-        response = model.invoke([("user", last_message)], config)
-        return {"messages": [response]}
-
-    # Build the subgraph
-    subgraph = StateGraph(MessagesState)
-    subgraph.add_node("call_model", call_model_node)
-    subgraph.add_edge(START, "call_model")
-    compiled_subgraph = subgraph.compile()
-
-    class SomeCustomState(TypedDict):
-        last_chunk: NotRequired[str]
-        num_chunks: NotRequired[int]
-
-    # Will invoke a subgraph as a function
-    def parent_node(state: SomeCustomState, config: RunnableConfig) -> dict:
-        """Node that runs the subgraph."""
-        msgs = {"messages": [("user", "What is the weather in Tokyo?")]}
-        events = []
-        for event in compiled_subgraph.stream(msgs, config, stream_mode="messages"):
-            events.append(event)
-        ai_msg_chunks = [ai_msg_chunk for ai_msg_chunk, _ in events]
-        return {
-            "last_chunk": ai_msg_chunks[-1],
-            "num_chunks": len(ai_msg_chunks),
-        }
-
-    # Build the main workflow
-    workflow = StateGraph(SomeCustomState)
-    workflow.add_node("subgraph", parent_node)
-    workflow.add_edge(START, "subgraph")
-    compiled_workflow = workflow.compile()
-
-    # Test the basic functionality
-    result = compiled_workflow.invoke({})
-
-    assert result["last_chunk"].content == "today."
-    assert result["num_chunks"] == 9

libs/langgraph/tests/test_pregel_async.py

@@ -26,7 +26,7 @@ from langchain_core.utils.aiter import aclosing
 from pydantic import BaseModel, ConfigDict, Field, ValidationError
 from pytest_mock import MockerFixture
 from syrupy import SnapshotAssertion
-from typing_extensions import NotRequired, TypedDict
+from typing_extensions import TypedDict
 
 from langgraph._internal._constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL
 from langgraph.cache.base import BaseCache
@@ -1908,7 +1908,6 @@ async def test_pending_writes_resume(
                 "branch:to:two": AnyVersion(),
             },
             "channel_values": {"value": 6},
-            "updated_channels": ["value"],
         },
         metadata={
             "parents": {},
@@ -1956,7 +1955,6 @@ async def test_pending_writes_resume(
                 "branch:to:one": None,
                 "branch:to:two": None,
             },
-            "updated_channels": ["branch:to:one", "branch:to:two", "value"],
         },
         metadata={
             "parents": {},
@@ -2004,7 +2002,6 @@ async def test_pending_writes_resume(
                 "__start__": AnyVersion(),
             },
             "channel_values": {"__start__": {"value": 1}},
-            "updated_channels": ["__start__"],
         },
         metadata={
             "parents": {},
@@ -9053,57 +9050,3 @@ async def test_fork_and_update_task_results(
             ],
         ],
     ]
-
-
-async def test_subgraph_streaming_async() -> None:
-    """Test subgraph streaming when used as a node in async version"""
-
-    # Create a fake chat model that returns a simple response
-    model = GenericFakeChatModel(messages=iter(["The weather is sunny today."]))
-
-    # Create a subgraph that uses the fake chat model
-    async def call_model_node(
-        state: MessagesState, config: RunnableConfig
-    ) -> MessagesState:
-        """Node that calls the model with the last message."""
-        messages = state["messages"]
-        last_message = messages[-1].content if messages else ""
-        response = await model.ainvoke([("user", last_message)], config)
-        return {"messages": [response]}
-
-    # Build the subgraph
-    subgraph = StateGraph(MessagesState)
-    subgraph.add_node("call_model", call_model_node)
-    subgraph.add_edge(START, "call_model")
-    compiled_subgraph = subgraph.compile()
-
-    class SomeCustomState(TypedDict):
-        last_chunk: NotRequired[str]
-        num_chunks: NotRequired[int]
-
-    # Will invoke a subgraph as a function
-    async def parent_node(state: SomeCustomState, config: RunnableConfig) -> dict:
-        """Node that runs the subgraph."""
-        msgs = {"messages": [("user", "What is the weather in Tokyo?")]}
-        events = []
-        async for event in compiled_subgraph.astream(
-            msgs, config, stream_mode="messages"
-        ):
-            events.append(event)
-        ai_msg_chunks = [ai_msg_chunk for ai_msg_chunk, _ in events]
-        return {
-            "last_chunk": ai_msg_chunks[-1],
-            "num_chunks": len(ai_msg_chunks),
-        }
-
-    # Build the main workflow
-    workflow = StateGraph(SomeCustomState)
-    workflow.add_node("subgraph", parent_node)
-    workflow.add_edge(START, "subgraph")
-    compiled_workflow = workflow.compile()
-
-    # Test the basic functionality
-    result = await compiled_workflow.ainvoke({})
-
-    assert result["last_chunk"].content == "today."
-    assert result["num_chunks"] == 9

libs/langgraph/tests/test_remote_graph.py

@@ -1,6 +1,6 @@
 import re
 import sys
-from typing import Annotated, Optional, Union
+from typing import Annotated, Union
 from unittest.mock import AsyncMock, MagicMock
 
 import langsmith as ls
@@ -1183,10 +1183,7 @@ async def test_remote_graph_stream_messages_tuple(
 @pytest.mark.anyio
 @pytest.mark.parametrize("distributed_tracing", [False, True])
 @pytest.mark.parametrize("stream", [False, True])
-@pytest.mark.parametrize("headers", [None, {"foo": "bar"}])
-async def test_include_headers(
-    distributed_tracing: bool, stream: bool, headers: Optional[dict[str, str]]
-):
+async def test_include_headers(distributed_tracing: bool, stream: bool):
     mock_async_client = MagicMock()
     async_iter = MagicMock()
     return_value = [
@@ -1216,7 +1213,7 @@ async def test_include_headers(
                 async for _ in remote_pregel.astream(
                     {"input": {"messages": [{"type": "human", "content": "hello"}]}},
                     config,
-                    headers=headers,
+                    headers={"foo": "bar"},
                 ):
                     pass
 
@@ -1224,14 +1221,12 @@ async def test_include_headers(
                 await remote_pregel.ainvoke(
                     {"input": {"messages": [{"type": "human", "content": "hello"}]}},
                     config,
-                    headers=headers,
+                    headers={"foo": "bar"},
                 )
-    expected = headers.copy() if headers else None
+    expected = {"foo": "bar"}
     if distributed_tracing:
-        if expected is None:
-            expected = {}
         expected["langsmith-trace"] = AnyStr()
-        expected["baggage"] = AnyStr("langsmith-metadata=")
+        expected["baggage"] = AnyStr()
 
     assert astream_mock.call_args.kwargs["headers"] == expected
     stream_mock.assert_not_called()
@@ -1242,7 +1237,7 @@ async def test_include_headers(
                 for _ in remote_pregel.stream(
                     {"input": {"messages": [{"type": "human", "content": "hello"}]}},
                     config,
-                    headers=headers,
+                    headers={"foo": "bar"},
                 ):
                     pass
 
@@ -1250,6 +1245,6 @@ async def test_include_headers(
                 remote_pregel.invoke(
                     {"input": {"messages": [{"type": "human", "content": "hello"}]}},
                     config,
-                    headers=headers,
+                    headers={"foo": "bar"},
                 )
     assert stream_mock.call_args.kwargs["headers"] == expected

libs/prebuilt/Makefile

@@ -7,11 +7,11 @@ all: help
 # TESTING AND COVERAGE
 ######################
 
-start-services:
-	docker compose -f tests/compose-postgres.yml -f tests/compose-redis.yml up -V --force-recreate --wait --remove-orphans
+start-postgres:
+	docker compose -f tests/compose-postgres.yml up -V --force-recreate --wait --remove-orphans
 
-stop-services:
-	docker compose -f tests/compose-postgres.yml -f tests/compose-redis.yml down -v
+stop-postgres:
+	docker compose -f tests/compose-postgres.yml down -v
 
 TEST ?= .
 
@@ -19,15 +19,15 @@ test-fast:
 	LANGGRAPH_TEST_FAST=1 uv run pytest $(TEST)
 
 test:
-	make start-services && LANGGRAPH_TEST_FAST=0 uv run pytest $(TEST); \
+	make start-postgres && LANGGRAPH_TEST_FAST=0 uv run pytest $(TEST); \
 	EXIT_CODE=$$?; \
-	make stop-services; \
+	make stop-postgres; \
 	exit $$EXIT_CODE
 
 test_watch:
-	make start-services && LANGGRAPH_TEST_FAST=0 uv run ptw $(TEST); \
+	make start-postgres && LANGGRAPH_TEST_FAST=0 uv run ptw $(TEST); \
 	EXIT_CODE=$$?; \
-	make stop-services; \
+	make stop-postgres; \
 	exit $$EXIT_CODE
 
 ######################

libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py

@@ -15,16 +15,26 @@ from typing import (
 from warnings import warn
 
 from langchain_core.language_models import (
-    BaseChatModel,
+    BaseChatModel as BaseChatModelV0,
+)
+from langchain_core.language_models import (
     LanguageModelInput,
     LanguageModelLike,
 )
 from langchain_core.messages import (
-    AIMessage,
-    AnyMessage,
-    BaseMessage,
-    SystemMessage,
-    ToolMessage,
+    AIMessage as AIMessageV0,
+)
+from langchain_core.messages import (
+    AnyMessage as MessageV0,
+)
+from langchain_core.messages import (
+    BaseMessage as BaseMessageV0,
+)
+from langchain_core.messages import (
+    SystemMessage as SystemMessageV0,
+)
+from langchain_core.messages import (
+    ToolMessage as ToolMessageV0,
 )
 from langchain_core.runnables import (
     Runnable,
@@ -33,6 +43,19 @@ from langchain_core.runnables import (
     RunnableSequence,
 )
 from langchain_core.tools import BaseTool
+from langchain_core.v1.chat_models import BaseChatModel as BaseChatModelV1
+from langchain_core.v1.messages import (
+    AIMessage as AIMessageV1,
+)
+from langchain_core.v1.messages import (
+    MessageV1,
+)
+from langchain_core.v1.messages import (
+    SystemMessage as SystemMessageV1,
+)
+from langchain_core.v1.messages import (
+    ToolMessage as ToolMessageV1,
+)
 from pydantic import BaseModel
 from typing_extensions import Annotated, NotRequired, TypedDict
 
@@ -59,10 +82,20 @@ F = TypeVar("F", bound=Callable[..., Any])
 # This simply involves a list of messages
 # We want steps to return messages to append to the list
 # So we annotate the messages attribute with `add_messages` reducer
+
+
 class AgentState(TypedDict):
     """The state of the agent."""
 
-    messages: Annotated[Sequence[BaseMessage], add_messages]
+    messages: Annotated[Sequence[MessageV0], add_messages]
+
+    remaining_steps: NotRequired[RemainingSteps]
+
+
+class AgentStateV1(TypedDict):
+    """The state of the agent."""
+
+    messages: Annotated[Sequence[MessageV1], add_messages(message_version="v1")]
 
     remaining_steps: NotRequired[RemainingSteps]
 
@@ -70,7 +103,7 @@ class AgentState(TypedDict):
 class AgentStatePydantic(BaseModel):
     """The state of the agent."""
 
-    messages: Annotated[Sequence[BaseMessage], add_messages]
+    messages: Annotated[Sequence[Union[BaseMessageV0, MessageV1]], add_messages]
 
     remaining_steps: RemainingSteps = 25
 
@@ -93,7 +126,8 @@ StateSchemaType = Type[StateSchema]
 PROMPT_RUNNABLE_NAME = "Prompt"
 
 Prompt = Union[
-    SystemMessage,
+    SystemMessageV0,
+    SystemMessageV1,
     str,
     Callable[[StateSchema], LanguageModelInput],
     Runnable[StateSchema, LanguageModelInput],
@@ -108,19 +142,25 @@ def _get_state_value(state: StateSchema, key: str, default: Any = None) -> Any:
     )
 
 
-def _get_prompt_runnable(prompt: Optional[Prompt]) -> Runnable:
+def _get_prompt_runnable(
+    prompt: Optional[Prompt], message_version: Literal["v0", "v1"]
+) -> Runnable:
     prompt_runnable: Runnable
     if prompt is None:
         prompt_runnable = RunnableCallable(
             lambda state: _get_state_value(state, "messages"), name=PROMPT_RUNNABLE_NAME
         )
     elif isinstance(prompt, str):
-        _system_message: BaseMessage = SystemMessage(content=prompt)
+        _system_message: Union[SystemMessageV0, SystemMessageV1]
+        if message_version == "v0":
+            _system_message = SystemMessageV0(content=prompt)
+        else:
+            _system_message = SystemMessageV1(content=prompt)
         prompt_runnable = RunnableCallable(
             lambda state: [_system_message] + _get_state_value(state, "messages"),
             name=PROMPT_RUNNABLE_NAME,
         )
-    elif isinstance(prompt, SystemMessage):
+    elif isinstance(prompt, (SystemMessageV0, SystemMessageV1)):
         prompt_runnable = RunnableCallable(
             lambda state: [prompt] + _get_state_value(state, "messages"),
             name=PROMPT_RUNNABLE_NAME,
@@ -152,7 +192,7 @@ def _should_bind_tools(
             (
                 step
                 for step in model.steps
-                if isinstance(step, (RunnableBinding, BaseChatModel))
+                if isinstance(step, (RunnableBinding, BaseChatModelV0))
             ),
             model,
         )
@@ -191,14 +231,14 @@ def _should_bind_tools(
     return False
 
 
-def _get_model(model: LanguageModelLike) -> BaseChatModel:
+def _get_model(model: LanguageModelLike) -> Union[BaseChatModelV0, BaseChatModelV1]:
     """Get the underlying model from a RunnableBinding or return the model itself."""
     if isinstance(model, RunnableSequence):
         model = next(
             (
                 step
                 for step in model.steps
-                if isinstance(step, (RunnableBinding, BaseChatModel))
+                if isinstance(step, (RunnableBinding, BaseChatModelV0))
             ),
             model,
         )
@@ -206,7 +246,7 @@ def _get_model(model: LanguageModelLike) -> BaseChatModel:
     if isinstance(model, RunnableBinding):
         model = model.bound
 
-    if not isinstance(model, BaseChatModel):
+    if not isinstance(model, (BaseChatModelV0, BaseChatModelV1)):
         raise TypeError(
             f"Expected `model` to be a ChatModel or RunnableBinding (e.g. model.bind_tools(...)), got {type(model)}"
         )
@@ -215,17 +255,19 @@ def _get_model(model: LanguageModelLike) -> BaseChatModel:
 
 
 def _validate_chat_history(
-    messages: Sequence[BaseMessage],
+    messages: Sequence[Union[BaseMessageV0, MessageV1]],
 ) -> None:
     """Validate that all tool calls in AIMessages have a corresponding ToolMessage."""
     all_tool_calls = [
         tool_call
         for message in messages
-        if isinstance(message, AIMessage)
+        if isinstance(message, (AIMessageV0, AIMessageV1))
         for tool_call in message.tool_calls
     ]
     tool_call_ids_with_results = {
-        message.tool_call_id for message in messages if isinstance(message, ToolMessage)
+        message.tool_call_id
+        for message in messages
+        if isinstance(message, (ToolMessageV0, ToolMessageV1))
     }
     tool_calls_without_results = [
         tool_call
@@ -249,14 +291,21 @@ def create_react_agent(
     model: Union[
         str,
         LanguageModelLike,
-        Callable[[StateSchema, Runtime[ContextT]], BaseChatModel],
-        Callable[[StateSchema, Runtime[ContextT]], Awaitable[BaseChatModel]],
+        BaseChatModelV1,
         Callable[
-            [StateSchema, Runtime[ContextT]], Runnable[LanguageModelInput, BaseMessage]
+            [StateSchema, Runtime[ContextT]], Union[BaseChatModelV0, BaseChatModelV1]
         ],
         Callable[
             [StateSchema, Runtime[ContextT]],
-            Awaitable[Runnable[LanguageModelInput, BaseMessage]],
+            Awaitable[Union[BaseChatModelV0, BaseChatModelV1]],
+        ],
+        Callable[
+            [StateSchema, Runtime[ContextT]],
+            Runnable[LanguageModelInput, Union[BaseMessageV0, MessageV1]],
+        ],
+        Callable[
+            [StateSchema, Runtime[ContextT]],
+            Awaitable[Runnable[LanguageModelInput, Union[BaseMessageV0, MessageV1]]],
         ],
     ],
     tools: Union[Sequence[Union[BaseTool, Callable, dict[str, Any]]], ToolNode],
@@ -276,6 +325,7 @@ def create_react_agent(
     debug: bool = False,
     version: Literal["v1", "v2"] = "v2",
     name: Optional[str] = None,
+    message_version: Optional[Literal["v0", "v1"]] = None,
     **deprecated_kwargs: Any,
 ) -> CompiledStateGraph:
     """Creates an agent graph that calls tools in a loop until a stopping condition is met.
@@ -414,6 +464,7 @@ def create_react_agent(
         name: An optional name for the CompiledStateGraph.
             This name will be automatically used when adding ReAct agent graph to another graph as a subgraph node -
             particularly useful for building multi-agent systems.
+        message_version: Version of the message format to use (v0 or v1 langchain).
 
     !!! warning "`config_schema` Deprecated"
         The `config_schema` parameter is deprecated in v0.6.0 and support will be removed in v2.0.0.
@@ -473,16 +524,23 @@ def create_react_agent(
         if context_schema is None:
             context_schema = config_schema
 
-    if len(deprecated_kwargs) > 0:
-        raise TypeError(
-            f"create_react_agent() got unexpected keyword arguments: {deprecated_kwargs}"
-        )
-
     if version not in ("v1", "v2"):
         raise ValueError(
             f"Invalid version {version}. Supported versions are 'v1' and 'v2'."
         )
 
+    if message_version is None:
+        if isinstance(model, BaseChatModelV1):
+            message_version = "v1"
+        else:
+            message_version = "v0"
+
+    message_constructor: Union[type[AIMessageV0], type[AIMessageV1]]
+    if message_version == "v0":
+        message_constructor = AIMessageV0
+    else:
+        message_constructor = AIMessageV1
+
     if state_schema is not None:
         required_keys = {"messages", "remaining_steps"}
         if response_format is not None:
@@ -493,11 +551,14 @@ def create_react_agent(
             raise ValueError(f"Missing required key(s) {missing_keys} in state_schema")
 
     if state_schema is None:
-        state_schema = (
-            AgentStateWithStructuredResponse
-            if response_format is not None
-            else AgentState
-        )
+        if message_version == "v1":
+            state_schema = AgentStateV1
+        else:
+            state_schema = (
+                AgentStateWithStructuredResponse
+                if response_format is not None
+                else AgentState
+            )
 
     llm_builtin_tools: list[dict] = []
     if isinstance(tools, ToolNode):
@@ -505,7 +566,10 @@ def create_react_agent(
         tool_node = tools
     else:
         llm_builtin_tools = [t for t in tools if isinstance(t, dict)]
-        tool_node = ToolNode([t for t in tools if not isinstance(t, dict)])
+        tool_node = ToolNode(
+            [t for t in tools if not isinstance(t, dict)],
+            message_version=message_version,
+        )
         tool_classes = list(tool_node.tools_by_name.values())
 
     is_dynamic_model = not isinstance(model, (str, Runnable)) and callable(model)
@@ -525,17 +589,19 @@ def create_react_agent(
                     "use '<provider>:<model>' string syntax for `model` parameter."
                 )
 
-            model = cast(BaseChatModel, init_chat_model(model))
+            model = init_chat_model(model, message_version=message_version)
 
         if (
             _should_bind_tools(model, tool_classes, num_builtin=len(llm_builtin_tools))  # type: ignore[arg-type]
             and len(tool_classes + llm_builtin_tools) > 0
         ):
-            model = cast(BaseChatModel, model).bind_tools(
+            model = cast(Union[BaseChatModelV0, BaseChatModelV1], model).bind_tools(  # type: ignore[assignment]
                 tool_classes + llm_builtin_tools  # type: ignore[operator]
             )
 
-        static_model: Optional[Runnable] = _get_prompt_runnable(prompt) | model  # type: ignore[operator]
+        static_model: Optional[Runnable] = (
+            _get_prompt_runnable(prompt, message_version) | model  # type: ignore[operator]
+        )
     else:
         # For dynamic models, we'll create the runnable at runtime
         static_model = None
@@ -549,7 +615,7 @@ def create_react_agent(
     ) -> LanguageModelLike:
         """Resolve the model to use, handling both static and dynamic models."""
         if is_dynamic_model:
-            return _get_prompt_runnable(prompt) | model(state, runtime)  # type: ignore[operator]
+            return _get_prompt_runnable(prompt, message_version) | model(state, runtime)  # type: ignore[operator]
         else:
             return static_model
 
@@ -559,17 +625,21 @@ def create_react_agent(
         """Async resolve the model to use, handling both static and dynamic models."""
         if is_async_dynamic_model:
             resolved_model = await model(state, runtime)  # type: ignore[misc,operator]
-            return _get_prompt_runnable(prompt) | resolved_model
+            return _get_prompt_runnable(prompt, message_version) | resolved_model
         elif is_dynamic_model:
-            return _get_prompt_runnable(prompt) | model(state, runtime)  # type: ignore[operator]
+            return _get_prompt_runnable(prompt, message_version) | model(state, runtime)  # type: ignore[operator]
         else:
             return static_model
 
-    def _are_more_steps_needed(state: StateSchema, response: BaseMessage) -> bool:
-        has_tool_calls = isinstance(response, AIMessage) and response.tool_calls
+    def _are_more_steps_needed(
+        state: StateSchema, response: Union[AIMessageV0, AIMessageV1]
+    ) -> bool:
+        has_tool_calls = (
+            isinstance(response, (AIMessageV0, AIMessageV1)) and response.tool_calls
+        )
         all_tools_return_direct = (
             all(call["name"] in should_return_direct for call in response.tool_calls)
-            if isinstance(response, AIMessage)
+            if isinstance(response, (AIMessageV0, AIMessageV1))
             else False
         )
         remaining_steps = _get_state_value(state, "remaining_steps", None)
@@ -622,9 +692,12 @@ def create_react_agent(
         if is_dynamic_model:
             # Resolve dynamic model at runtime and apply prompt
             dynamic_model = _resolve_model(state, runtime)
-            response = cast(AIMessage, dynamic_model.invoke(model_input, config))  # type: ignore[arg-type]
+            response = dynamic_model.invoke(model_input, config)  # type: ignore[arg-type]
         else:
-            response = cast(AIMessage, static_model.invoke(model_input, config))  # type: ignore[union-attr]
+            response = static_model.invoke(model_input, config)  # type: ignore[union-attr]
+
+        # Type assertion to help mypy understand the response type
+        assert isinstance(response, (AIMessageV0, AIMessageV1))
 
         # add agent name to the AIMessage
         response.name = name
@@ -632,7 +705,7 @@ def create_react_agent(
         if _are_more_steps_needed(state, response):
             return {
                 "messages": [
-                    AIMessage(
+                    message_constructor(
                         id=response.id,
                         content="Sorry, need more steps to process this request.",
                     )
@@ -650,16 +723,24 @@ def create_react_agent(
             # Resolve dynamic model at runtime and apply prompt
             # (supports both sync and async)
             dynamic_model = await _aresolve_model(state, runtime)
-            response = cast(AIMessage, await dynamic_model.ainvoke(model_input, config))  # type: ignore[arg-type]
+            response = await dynamic_model.ainvoke(model_input, config)  # type: ignore[arg-type]
         else:
-            response = cast(AIMessage, await static_model.ainvoke(model_input, config))  # type: ignore[union-attr]
+            response = await static_model.ainvoke(model_input, config)  # type: ignore[union-attr]
+
+        if message_version == "v0":
+            response = cast(AIMessageV0, response)
+        else:
+            response = cast(AIMessageV1, response)
+
+        # Type assertion to help mypy understand the response type
+        assert isinstance(response, (AIMessageV0, AIMessageV1))
 
         # add agent name to the AIMessage
         response.name = name
         if _are_more_steps_needed(state, response):
             return {
                 "messages": [
-                    AIMessage(
+                    message_constructor(
                         id=response.id,
                         content="Sorry, need more steps to process this request.",
                     )
@@ -675,15 +756,27 @@ def create_react_agent(
             # For Pydantic schemas
             from pydantic import create_model
 
-            input_schema = create_model(
-                "CallModelInputSchema",
-                llm_input_messages=(list[AnyMessage], ...),
-                __base__=state_schema,
-            )
+            if message_version == "v0":
+                input_schema = create_model(
+                    "CallModelInputSchema",
+                    llm_input_messages=(list[MessageV0], ...),
+                    __base__=state_schema,
+                )
+            else:
+                input_schema = create_model(
+                    "CallModelInputSchema",
+                    llm_input_messages=(list[MessageV1], ...),
+                    __base__=state_schema,
+                )
         else:
-            # For TypedDict schemas
-            class CallModelInputSchema(state_schema):  # type: ignore
-                llm_input_messages: list[AnyMessage]
+            if message_version == "v0":
+
+                class CallModelInputSchema(state_schema):  # type: ignore
+                    llm_input_messages: list[MessageV0]
+            else:
+
+                class CallModelInputSchema(state_schema):  # type: ignore
+                    llm_input_messages: list[MessageV1]
 
             input_schema = CallModelInputSchema
     else:
@@ -703,7 +796,10 @@ def create_react_agent(
         structured_response_schema = response_format
         if isinstance(response_format, tuple):
             system_prompt, structured_response_schema = response_format
-            messages = [SystemMessage(content=system_prompt)] + list(messages)
+            if message_version == "v0":
+                messages = [SystemMessageV0(content=system_prompt)] + list(messages)
+            else:
+                messages = [SystemMessageV1(content=system_prompt)] + list(messages)
 
         resolved_model = _resolve_model(state, runtime)
         model_with_structured_output = _get_model(
@@ -721,7 +817,10 @@ def create_react_agent(
         structured_response_schema = response_format
         if isinstance(response_format, tuple):
             system_prompt, structured_response_schema = response_format
-            messages = [SystemMessage(content=system_prompt)] + list(messages)
+            if message_version == "v0":
+                messages = [SystemMessageV0(content=system_prompt)] + list(messages)
+            else:
+                messages = [SystemMessageV1(content=system_prompt)] + list(messages)
 
         resolved_model = await _aresolve_model(state, runtime)
         model_with_structured_output = _get_model(
@@ -780,7 +879,10 @@ def create_react_agent(
         messages = _get_state_value(state, "messages")
         last_message = messages[-1]
         # If there is no function call, then we finish
-        if not isinstance(last_message, AIMessage) or not last_message.tool_calls:
+        if (
+            not isinstance(last_message, (AIMessageV0, AIMessageV1))
+            or not last_message.tool_calls
+        ):
             if post_model_hook is not None:
                 return "post_model_hook"
             elif response_format is not None:
@@ -869,10 +971,14 @@ def create_react_agent(
 
             messages = _get_state_value(state, "messages")
             tool_messages = [
-                m.tool_call_id for m in messages if isinstance(m, ToolMessage)
+                m.tool_call_id
+                for m in messages
+                if isinstance(m, (ToolMessageV0, ToolMessageV1))
             ]
             last_ai_message = next(
-                m for m in reversed(messages) if isinstance(m, AIMessage)
+                m
+                for m in reversed(messages)
+                if isinstance(m, (AIMessageV0, AIMessageV1))
             )
             pending_tool_calls = [
                 c for c in last_ai_message.tool_calls if c["id"] not in tool_messages
@@ -884,7 +990,7 @@ def create_react_agent(
                     for call in pending_tool_calls
                 ]
                 return [Send("tools", [tool_call]) for tool_call in pending_tool_calls]
-            elif isinstance(messages[-1], ToolMessage):
+            elif isinstance(messages[-1], (ToolMessageV0, ToolMessageV1)):
                 return entrypoint
             elif response_format is not None:
                 return "generate_structured_response"
@@ -893,26 +999,26 @@ def create_react_agent(
 
         workflow.add_conditional_edges(
             "post_model_hook",
-            post_model_hook_router,
+            post_model_hook_router,  # type: ignore[arg-type]
             path_map=post_model_hook_paths,
         )
 
     workflow.add_conditional_edges(
         "agent",
-        should_continue,
+        should_continue,  # type: ignore[arg-type]
         path_map=agent_paths,
     )
 
     def route_tool_responses(state: StateSchema) -> str:
         for m in reversed(_get_state_value(state, "messages")):
-            if not isinstance(m, ToolMessage):
+            if not isinstance(m, (ToolMessageV0, ToolMessageV1)):
                 break
             if m.name in should_return_direct:
                 return END
 
         # handle a case of parallel tool calls where
         # the tool w/ `return_direct` was executed in a different `Send`
-        if isinstance(m, AIMessage) and m.tool_calls:
+        if isinstance(m, (AIMessageV0, AIMessageV1)) and m.tool_calls:
             if any(call["name"] in should_return_direct for call in m.tool_calls):
                 return END
 

libs/prebuilt/langgraph/prebuilt/tool_node.py

@@ -50,12 +50,26 @@ from typing import (
 )
 
 from langchain_core.messages import (
-    AIMessage,
-    AnyMessage,
-    RemoveMessage,
-    ToolCall,
-    ToolMessage,
-    convert_to_messages,
+    AIMessage as AIMessageV0,
+)
+from langchain_core.messages import (
+    AIMessage as AIMessageV1,
+)
+from langchain_core.messages import (
+    AnyMessage as MessageV0,
+)
+from langchain_core.messages import (
+    RemoveMessage as RemoveMessageV0,
+)
+from langchain_core.messages import (
+    ToolMessage as ToolMessageV0,
+)
+from langchain_core.messages.tool import ToolCall
+from langchain_core.messages.utils import (
+    convert_to_messages as convert_to_messages_v0,
+)
+from langchain_core.messages.utils import (
+    convert_to_messages_v1,
 )
 from langchain_core.runnables import RunnableConfig
 from langchain_core.runnables.config import (
@@ -68,6 +82,12 @@ from langchain_core.tools.base import (
     TOOL_MESSAGE_BLOCK_TYPES,
     get_all_basemodel_annotations,
 )
+from langchain_core.v1.messages import (
+    MessageV1,
+)
+from langchain_core.v1.messages import (
+    ToolMessage as ToolMessageV1,
+)
 from pydantic import BaseModel
 from typing_extensions import Annotated, get_args, get_origin
 
@@ -326,6 +346,7 @@ class ToolNode(RunnableCallable):
             bool, str, Callable[..., str], tuple[type[Exception], ...]
         ] = True,
         messages_key: str = "messages",
+        message_version: Literal["v0", "v1"] = "v0",
     ) -> None:
         """Initialize the ToolNode with the provided tools and configuration.
 
@@ -342,6 +363,7 @@ class ToolNode(RunnableCallable):
         self.tool_to_store_arg: dict[str, Optional[str]] = {}
         self.handle_tool_errors = handle_tool_errors
         self.messages_key = messages_key
+        self.message_version = message_version
         for tool_ in tools:
             if not isinstance(tool_, BaseTool):
                 tool_ = create_tool(tool_)
@@ -352,7 +374,7 @@ class ToolNode(RunnableCallable):
     def _func(
         self,
         input: Union[
-            list[AnyMessage],
+            list[Union[MessageV0, MessageV1]],
             dict[str, Any],
             BaseModel,
         ],
@@ -373,7 +395,7 @@ class ToolNode(RunnableCallable):
     async def _afunc(
         self,
         input: Union[
-            list[AnyMessage],
+            list[Union[MessageV0, MessageV1]],
             dict[str, Any],
             BaseModel,
         ],
@@ -390,9 +412,15 @@ class ToolNode(RunnableCallable):
 
     def _combine_tool_outputs(
         self,
-        outputs: list[ToolMessage],
+        outputs: list[Union[ToolMessageV0, ToolMessageV1, Command]],
         input_type: Literal["list", "dict", "tool_calls"],
-    ) -> list[Union[Command, list[ToolMessage], dict[str, list[ToolMessage]]]]:
+    ) -> list[
+        Union[
+            Command,
+            list[Union[ToolMessageV0, ToolMessageV1]],
+            dict[str, list[Union[ToolMessageV0, ToolMessageV1]]],
+        ]
+    ]:
         # preserve existing behavior for non-command tool outputs for backwards
         # compatibility
         if not any(isinstance(output, Command) for output in outputs):
@@ -402,7 +430,9 @@ class ToolNode(RunnableCallable):
         # LangGraph will automatically handle list of Command and non-command node
         # updates
         combined_outputs: list[
-            Command | list[ToolMessage] | dict[str, list[ToolMessage]]
+            Command
+            | list[Union[ToolMessageV0, ToolMessageV1]]
+            | dict[str, list[Union[ToolMessageV0, ToolMessageV1]]]
         ] = []
 
         # combine all parent commands with goto into a single parent command
@@ -437,7 +467,7 @@ class ToolNode(RunnableCallable):
         call: ToolCall,
         input_type: Literal["list", "dict", "tool_calls"],
         config: RunnableConfig,
-    ) -> ToolMessage:
+    ) -> Union[ToolMessageV0, ToolMessageV1, Command]:
         """Run a single tool call synchronously."""
         if invalid_tool_message := self._validate_tool_call(call):
             return invalid_tool_message
@@ -469,20 +499,30 @@ class ToolNode(RunnableCallable):
             # Handled
             else:
                 content = _handle_tool_error(e, flag=self.handle_tool_errors)
-            return ToolMessage(
-                content=content,
-                name=call["name"],
-                tool_call_id=call["id"],
-                status="error",
-            )
+            if self.message_version == "v0":
+                return ToolMessageV0(
+                    content=content,
+                    name=call["name"],
+                    tool_call_id=call["id"],
+                    status="error",
+                )
+            else:
+                return ToolMessageV1(
+                    content=content,
+                    name=call["name"],
+                    tool_call_id=cast(str, call["id"]),
+                    status="error",
+                )
 
         if isinstance(response, Command):
             return self._validate_tool_command(response, call, input_type)
-        elif isinstance(response, ToolMessage):
+        elif isinstance(response, ToolMessageV0):
             response.content = cast(
                 Union[str, list], msg_content_output(response.content)
             )
             return response
+        elif isinstance(response, ToolMessageV1):
+            return response
         else:
             raise TypeError(
                 f"Tool {call['name']} returned unexpected type: {type(response)}"
@@ -493,7 +533,7 @@ class ToolNode(RunnableCallable):
         call: ToolCall,
         input_type: Literal["list", "dict", "tool_calls"],
         config: RunnableConfig,
-    ) -> ToolMessage:
+    ) -> Union[ToolMessageV0, ToolMessageV1, Command]:
         """Run a single tool call asynchronously."""
         if invalid_tool_message := self._validate_tool_call(call):
             return invalid_tool_message
@@ -527,20 +567,30 @@ class ToolNode(RunnableCallable):
             else:
                 content = _handle_tool_error(e, flag=self.handle_tool_errors)
 
-            return ToolMessage(
-                content=content,
-                name=call["name"],
-                tool_call_id=call["id"],
-                status="error",
-            )
+            if self.message_version == "v0":
+                return ToolMessageV0(
+                    content=content,
+                    name=call["name"],
+                    tool_call_id=call["id"],
+                    status="error",
+                )
+            else:
+                return ToolMessageV1(
+                    content=content,
+                    name=call["name"],
+                    tool_call_id=cast(str, call["id"]),
+                    status="error",
+                )
 
         if isinstance(response, Command):
             return self._validate_tool_command(response, call, input_type)
-        elif isinstance(response, ToolMessage):
+        elif isinstance(response, ToolMessageV0):
             response.content = cast(
                 Union[str, list], msg_content_output(response.content)
             )
             return response
+        elif isinstance(response, ToolMessageV1):
+            return response
         else:
             raise TypeError(
                 f"Tool {call['name']} returned unexpected type: {type(response)}"
@@ -549,7 +599,7 @@ class ToolNode(RunnableCallable):
     def _parse_input(
         self,
         input: Union[
-            list[AnyMessage],
+            list[Union[MessageV0, MessageV1]],
             dict[str, Any],
             BaseModel,
         ],
@@ -574,7 +624,9 @@ class ToolNode(RunnableCallable):
 
         try:
             latest_ai_message = next(
-                m for m in reversed(messages) if isinstance(m, AIMessage)
+                m
+                for m in reversed(messages)
+                if isinstance(m, (AIMessageV0, AIMessageV1))
             )
         except StopIteration:
             raise ValueError("No AIMessage found in input")
@@ -585,15 +637,29 @@ class ToolNode(RunnableCallable):
         ]
         return tool_calls, input_type
 
-    def _validate_tool_call(self, call: ToolCall) -> Optional[ToolMessage]:
+    def _validate_tool_call(
+        self, call: ToolCall
+    ) -> Optional[Union[ToolMessageV0, ToolMessageV1]]:
         if (requested_tool := call["name"]) not in self.tools_by_name:
             content = INVALID_TOOL_NAME_ERROR_TEMPLATE.format(
                 requested_tool=requested_tool,
                 available_tools=", ".join(self.tools_by_name.keys()),
             )
-            return ToolMessage(
-                content, name=requested_tool, tool_call_id=call["id"], status="error"
-            )
+
+            if self.message_version == "v0":
+                return ToolMessageV0(
+                    content=content,
+                    name=requested_tool,
+                    tool_call_id=call["id"],
+                    status="error",
+                )
+            else:
+                return ToolMessageV1(
+                    content=content,
+                    name=requested_tool,
+                    tool_call_id=cast(str, call["id"]),
+                    status="error",
+                )
         else:
             return None
 
@@ -601,7 +667,7 @@ class ToolNode(RunnableCallable):
         self,
         tool_call: ToolCall,
         input: Union[
-            list[AnyMessage],
+            list[Union[MessageV0, MessageV1]],
             dict[str, Any],
             BaseModel,
         ],
@@ -665,7 +731,7 @@ class ToolNode(RunnableCallable):
         self,
         tool_call: ToolCall,
         input: Union[
-            list[AnyMessage],
+            list[Union[MessageV0, MessageV1]],
             dict[str, Any],
             BaseModel,
         ],
@@ -738,20 +804,23 @@ class ToolNode(RunnableCallable):
                 )
 
             updated_command = deepcopy(command)
-            messages_update = updated_command.update
+            messages_update = updated_command.update or []
         else:
             return command
 
         # convert to message objects if updates are in a dict format
-        messages_update = convert_to_messages(messages_update)
+        if self.message_version == "v0":
+            messages_update = convert_to_messages_v0(messages_update)
+        else:
+            messages_update = convert_to_messages_v1(messages_update)
 
         # no validation needed if all messages are being removed
-        if messages_update == [RemoveMessage(id=REMOVE_ALL_MESSAGES)]:
+        if messages_update == [RemoveMessageV0(id=REMOVE_ALL_MESSAGES)]:
             return updated_command
 
         has_matching_tool_message = False
         for message in messages_update:
-            if not isinstance(message, ToolMessage):
+            if not isinstance(message, (ToolMessageV0, ToolMessageV1)):
                 continue
 
             if message.tool_call_id == call["id"]:
@@ -775,7 +844,7 @@ class ToolNode(RunnableCallable):
 
 
 def tools_condition(
-    state: Union[list[AnyMessage], dict[str, Any], BaseModel],
+    state: Union[list[Union[MessageV0, MessageV1]], dict[str, Any], BaseModel],
     messages_key: str = "messages",
 ) -> Literal["tools", "__end__"]:
     """Conditional routing function for tool-calling workflows.
@@ -846,7 +915,7 @@ def tools_condition(
         ai_message = messages[-1]
     else:
         raise ValueError(f"No messages found in input state to tool_edge: {state}")
-    if hasattr(ai_message, "tool_calls") and len(ai_message.tool_calls) > 0:
+    if (tool_calls := getattr(ai_message, "tool_calls", [])) and len(tool_calls) > 0:
         return "tools"
     return "__end__"
 

libs/prebuilt/langgraph/prebuilt/tool_validator.py

@@ -9,6 +9,7 @@ from typing import (
     Any,
     Callable,
     Dict,
+    Literal,
     Optional,
     Sequence,
     Tuple,
@@ -18,17 +19,30 @@ from typing import (
 )
 
 from langchain_core.messages import (
-    AIMessage,
-    AnyMessage,
-    ToolCall,
-    ToolMessage,
+    AIMessage as AIMessageV0,
 )
+from langchain_core.messages import (
+    AnyMessage as MessageV0,
+)
+from langchain_core.messages import (
+    ToolMessage as ToolMessageV0,
+)
+from langchain_core.messages.tool import ToolCall
 from langchain_core.runnables import (
     RunnableConfig,
 )
 from langchain_core.runnables.config import get_executor_for_config
 from langchain_core.tools import BaseTool, create_schema_from_function
 from langchain_core.utils.pydantic import is_basemodel_subclass
+from langchain_core.v1.messages import (
+    AIMessage as AIMessageV1,
+)
+from langchain_core.v1.messages import (
+    MessageV1,
+)
+from langchain_core.v1.messages import (
+    ToolMessage as ToolMessageV1,
+)
 from pydantic import BaseModel, ValidationError
 from pydantic.v1 import BaseModel as BaseModelV1
 from pydantic.v1 import ValidationError as ValidationErrorV1
@@ -68,6 +82,7 @@ class ValidationNode(RunnableCallable):
             exception repr and a message to respond after fixing validation errors.
         name: The name of the node.
         tags: A list of tags to add to the node.
+        message_version: Version of the message format to use (v0 or v1 langchain).
 
     Returns:
         (Union[Dict[str, List[ToolMessage]], Sequence[ToolMessage]]): A list of ToolMessages with the validated content or error messages.
@@ -134,6 +149,7 @@ class ValidationNode(RunnableCallable):
         ] = None,
         name: str = "validation",
         tags: Optional[list[str]] = None,
+        message_version: Literal["v0", "v1"] = "v0",
     ) -> None:
         super().__init__(self._func, None, name=name, tags=tags, trace=False)
         self._format_error = format_error or _default_format_error
@@ -163,10 +179,11 @@ class ValidationNode(RunnableCallable):
                 raise ValueError(
                     f"Unsupported input to ValidationNode. Expected BaseModel, tool or function. Got: {type(schema)}."
                 )
+        self.message_version = message_version
 
     def _get_message(
-        self, input: Union[list[AnyMessage], dict[str, Any]]
-    ) -> Tuple[str, AIMessage]:
+        self, input: Union[list[Union[MessageV0, MessageV1]], dict[str, Any]]
+    ) -> Tuple[str, Union[AIMessageV0, AIMessageV1]]:
         """Extract the last AIMessage from the input."""
         if isinstance(input, list):
             output_type = "list"
@@ -175,18 +192,19 @@ class ValidationNode(RunnableCallable):
             output_type = "dict"
         else:
             raise ValueError("No message found in input")
-        message: AnyMessage = messages[-1]
-        if not isinstance(message, AIMessage):
+        if not isinstance((message := messages[-1]), (AIMessageV0, AIMessageV1)):
             raise ValueError("Last message is not an AIMessage")
         return output_type, message
 
     def _func(
-        self, input: Union[list[AnyMessage], dict[str, Any]], config: RunnableConfig
+        self,
+        input: Union[list[Union[MessageV0, MessageV1]], dict[str, Any]],
+        config: RunnableConfig,
     ) -> Any:
         """Validate and run tool calls synchronously."""
         output_type, message = self._get_message(input)
 
-        def run_one(call: ToolCall) -> ToolMessage:
+        def run_one(call: ToolCall) -> Union[ToolMessageV0, ToolMessageV1]:
             schema = self.schemas_by_name[call["name"]]
             try:
                 if issubclass(schema, BaseModel):
@@ -199,18 +217,34 @@ class ValidationNode(RunnableCallable):
                     raise ValueError(
                         f"Unsupported schema type: {type(schema)}. Expected BaseModel or BaseModelV1."
                     )
-                return ToolMessage(
-                    content=content,
-                    name=call["name"],
-                    tool_call_id=cast(str, call["id"]),
-                )
+
+                if self.message_version == "v0":
+                    return ToolMessageV0(
+                        content=content,
+                        name=call["name"],
+                        tool_call_id=cast(str, call["id"]),
+                        additional_kwargs={"is_error": False},
+                    )
+                else:
+                    return ToolMessageV1(
+                        content=content,
+                        name=call["name"],
+                        tool_call_id=cast(str, call["id"]),
+                    )
             except (ValidationError, ValidationErrorV1) as e:
-                return ToolMessage(
-                    content=self._format_error(e, call, schema),
-                    name=call["name"],
-                    tool_call_id=cast(str, call["id"]),
-                    additional_kwargs={"is_error": True},
-                )
+                if self.message_version == "v0":
+                    return ToolMessageV0(
+                        content=self._format_error(e, call, schema),
+                        name=call["name"],
+                        tool_call_id=cast(str, call["id"]),
+                        additional_kwargs={"is_error": True},
+                    )
+                else:
+                    return ToolMessageV1(
+                        content=self._format_error(e, call, schema),
+                        name=call["name"],
+                        tool_call_id=cast(str, call["id"]),
+                    )
 
         with get_executor_for_config(config) as executor:
             outputs = [*executor.map(run_one, message.tool_calls)]

libs/prebuilt/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-prebuilt"
-version = "0.6.4"
+version = "0.6.3"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 authors = []
 requires-python = ">=3.9"
@@ -13,7 +13,7 @@ license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
     "langgraph-checkpoint>=2.1.0,<3.0.0",
-    "langchain-core>=0.3.67",
+    "langchain-core==0.4.0.dev0",
 ]
 
 [project.urls]
@@ -37,6 +37,7 @@ dev = [
 
 [tool.uv]
 default-groups = ['dev']
+prerelease = "allow"
 
 [tool.uv.sources]
 langgraph = { path = "../langgraph", editable = true }

libs/prebuilt/tests/compose-redis.yml

@@ -1,16 +0,0 @@
-name: langgraph-tests-redis
-services:
-  redis-test:
-    image: redis:7-alpine
-    ports:
-      - "6379:6379"
-    command: redis-server --maxmemory 256mb --maxmemory-policy allkeys-lru
-    healthcheck:
-      test: redis-cli ping
-      start_period: 10s
-      timeout: 1s
-      retries: 5
-      interval: 5s
-      start_interval: 1s
-    tmpfs:
-      - /data  # Use tmpfs for faster testing

libs/prebuilt/tests/test_deprecation.py

@@ -31,11 +31,3 @@ def test_config_schema_deprecation() -> None:
         match="`get_config_jsonschema` is deprecated. Use `get_context_jsonschema` instead.",
     ):
         assert agent.get_config_jsonschema() is not None
-
-
-def test_extra_kwargs_deprecation() -> None:
-    with pytest.raises(
-        TypeError,
-        match="create_react_agent\(\) got unexpected keyword arguments: \{'extra': 'extra'\}",
-    ):
-        create_react_agent(FakeToolCallingModel(), [], extra="extra")

libs/prebuilt/tests/test_react_agent.py

@@ -24,7 +24,7 @@ from langchain_core.messages import (
     ToolCall,
     ToolMessage,
 )
-from langchain_core.runnables import RunnableConfig, RunnableLambda
+from langchain_core.runnables import RunnableLambda
 from langchain_core.tools import InjectedToolCallId, ToolException
 from langchain_core.tools import tool as dec_tool
 from pydantic import BaseModel, Field
@@ -1236,190 +1236,6 @@ def test_tool_node_stream_writer() -> None:
     ]
 
 
-@pytest.mark.parametrize("version", REACT_TOOL_CALL_VERSIONS)
-def test_react_agent_subgraph_streaming_sync(version: Literal["v1", "v2"]) -> None:
-    """Test React agent streaming when used as a subgraph node sync version"""
-
-    @dec_tool
-    def get_weather(city: str) -> str:
-        """Get the weather of a city."""
-        return f"The weather of {city} is sunny."
-
-    # Create a React agent
-    model = FakeToolCallingModel(
-        tool_calls=[
-            [{"args": {"city": "Tokyo"}, "id": "1", "name": "get_weather"}],
-            [],
-        ]
-    )
-
-    agent = create_react_agent(
-        model,
-        tools=[get_weather],
-        prompt="You are a helpful travel assistant.",
-        version=version,
-    )
-
-    # Create a subgraph that uses the React agent as a node
-    def react_agent_node(state: MessagesState, config: RunnableConfig) -> MessagesState:
-        """Node that runs the React agent and collects streaming output."""
-        collected_content = ""
-
-        # Stream the agent output and collect content
-        for msg_chunk, msg_metadata in agent.stream(
-            {"messages": [("user", state["messages"][-1].content)]},
-            config,
-            stream_mode="messages",
-        ):
-            if hasattr(msg_chunk, "content") and msg_chunk.content:
-                collected_content += msg_chunk.content
-
-        return {"messages": [("assistant", collected_content)]}
-
-    # Create the main workflow with the React agent as a subgraph node
-    workflow = StateGraph(MessagesState)
-    workflow.add_node("react_agent", react_agent_node)
-    workflow.add_edge(START, "react_agent")
-    workflow.add_edge("react_agent", "__end__")
-    compiled_workflow = workflow.compile()
-
-    # Test the streaming functionality
-    result = compiled_workflow.invoke(
-        {"messages": [("user", "What is the weather in Tokyo?")]}
-    )
-
-    # Verify the result contains expected structure
-    assert len(result["messages"]) == 2
-    assert result["messages"][0].content == "What is the weather in Tokyo?"
-    assert "assistant" in str(result["messages"][1])
-
-    # Test streaming with subgraphs = True
-    result = compiled_workflow.invoke(
-        {"messages": [("user", "What is the weather in Tokyo?")]},
-        subgraphs=True,
-    )
-    assert len(result["messages"]) == 2
-
-    events = []
-    for event in compiled_workflow.stream(
-        {"messages": [("user", "What is the weather in Tokyo?")]},
-        stream_mode="messages",
-        subgraphs=False,
-    ):
-        events.append(event)
-
-    assert len(events) == 0
-
-    events = []
-    for event in compiled_workflow.stream(
-        {"messages": [("user", "What is the weather in Tokyo?")]},
-        stream_mode="messages",
-        subgraphs=True,
-    ):
-        events.append(event)
-
-    assert len(events) == 3
-    namespace, (msg, metadata) = events[0]
-    # FakeToolCallingModel returns a single AIMessage with tool calls
-    # The content of the AIMessage reflects the input message
-    assert msg.content.startswith("You are a helpful travel assistant")
-    namespace, (msg, metadata) = events[1]  # ToolMessage
-    assert msg.content.startswith("The weather of Tokyo is sunny.")
-
-
-@pytest.mark.parametrize("version", REACT_TOOL_CALL_VERSIONS)
-async def test_react_agent_subgraph_streaming(version: Literal["v1", "v2"]) -> None:
-    """Test React agent streaming when used as a subgraph node."""
-
-    @dec_tool
-    def get_weather(city: str) -> str:
-        """Get the weather of a city."""
-        return f"The weather of {city} is sunny."
-
-    # Create a React agent
-    model = FakeToolCallingModel(
-        tool_calls=[
-            [{"args": {"city": "Tokyo"}, "id": "1", "name": "get_weather"}],
-            [],
-        ]
-    )
-
-    agent = create_react_agent(
-        model,
-        tools=[get_weather],
-        prompt="You are a helpful travel assistant.",
-        version=version,
-    )
-
-    # Create a subgraph that uses the React agent as a node
-    async def react_agent_node(
-        state: MessagesState, config: RunnableConfig
-    ) -> MessagesState:
-        """Node that runs the React agent and collects streaming output."""
-        collected_content = ""
-
-        # Stream the agent output and collect content
-        async for msg_chunk, msg_metadata in agent.astream(
-            {"messages": [("user", state["messages"][-1].content)]},
-            config,
-            stream_mode="messages",
-        ):
-            if hasattr(msg_chunk, "content") and msg_chunk.content:
-                collected_content += msg_chunk.content
-
-        return {"messages": [("assistant", collected_content)]}
-
-    # Create the main workflow with the React agent as a subgraph node
-    workflow = StateGraph(MessagesState)
-    workflow.add_node("react_agent", react_agent_node)
-    workflow.add_edge(START, "react_agent")
-    workflow.add_edge("react_agent", "__end__")
-    compiled_workflow = workflow.compile()
-
-    # Test the streaming functionality
-    result = await compiled_workflow.ainvoke(
-        {"messages": [("user", "What is the weather in Tokyo?")]}
-    )
-
-    # Verify the result contains expected structure
-    assert len(result["messages"]) == 2
-    assert result["messages"][0].content == "What is the weather in Tokyo?"
-    assert "assistant" in str(result["messages"][1])
-
-    # Test streaming with subgraphs = True
-    result = await compiled_workflow.ainvoke(
-        {"messages": [("user", "What is the weather in Tokyo?")]},
-        subgraphs=True,
-    )
-    assert len(result["messages"]) == 2
-
-    events = []
-    async for event in compiled_workflow.astream(
-        {"messages": [("user", "What is the weather in Tokyo?")]},
-        stream_mode="messages",
-        subgraphs=False,
-    ):
-        events.append(event)
-
-    assert len(events) == 0
-
-    events = []
-    async for event in compiled_workflow.astream(
-        {"messages": [("user", "What is the weather in Tokyo?")]},
-        stream_mode="messages",
-        subgraphs=True,
-    ):
-        events.append(event)
-
-    assert len(events) == 3
-    namespace, (msg, metadata) = events[0]
-    # FakeToolCallingModel returns a single AIMessage with tool calls
-    # The content of the AIMessage reflects the input message
-    assert msg.content.startswith("You are a helpful travel assistant")
-    namespace, (msg, metadata) = events[1]  # ToolMessage
-    assert msg.content.startswith("The weather of Tokyo is sunny.")
-
-
 @pytest.mark.parametrize("version", REACT_TOOL_CALL_VERSIONS)
 def test_tool_node_node_interrupt(
     sync_checkpointer: BaseCheckpointSaver, version: str

libs/prebuilt/uv.lock

@@ -1,6 +1,13 @@
 version = 1
 revision = 2
 requires-python = ">=3.9"
+resolution-markers = [
+    "python_full_version >= '3.10'",
+    "python_full_version < '3.10'",
+]
+
+[options]
+prerelease-mode = "allow"
 
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 name = "aiosqlite"
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 source = { registry = "https://pypi.org/simple" }
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 [[package]]
 name = "sqlite-vec"
-version = "0.1.6"
+version = "0.1.7a2"
 source = { registry = "https://pypi.org/simple" }
 wheels = [
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-    { url = "https://files.pythonhosted.org/packages/a7/57/05604e509a129b22e303758bfa062c19afb020557d5e19b008c64016704e/sqlite_vec-0.1.6-py3-none-macosx_11_0_arm64.whl", hash = "sha256:fdca35f7ee3243668a055255d4dee4dea7eed5a06da8cad409f89facf4595361", size = 165242, upload-time = "2024-11-20T16:40:31.206Z" },
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 [[package]]

libs/sdk-py/Makefile

@@ -1,7 +1,7 @@
-.PHONY: lint format test
+.PHONY: lint format
 
 test:
-	uv run pytest tests
+	echo "No tests to run"
 
 ######################
 # LINTING AND FORMATTING
@@ -17,7 +17,7 @@ lint lint_diff:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	uvx ty check .
+	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE) || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
 
 format format_diff:
 	uv run ruff check --select I --fix $(PYTHON_FILES)

libs/sdk-py/langgraph_sdk/__init__.py

@@ -1,6 +1,11 @@
 from langgraph_sdk.auth import Auth
 from langgraph_sdk.client import get_client, get_sync_client
 
-__version__ = "0.2.3"
+try:
+    from importlib import metadata
+
+    __version__ = metadata.version(__package__)
+except metadata.PackageNotFoundError:
+    __version__ = "unknown"
 
 __all__ = ["Auth", "get_client", "get_sync_client"]

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

@@ -385,8 +385,6 @@ class _ResourceOn(typing.Generic[VCreate, VRead, VUpdate, VDelete, VSearch]):
                 _register_handler(self.auth, self.resource, "*", handler),
             )
 
-        # Accept keyword-only parameters for future filtering behavior; referenced to satisfy linters.
-        _ = resources, actions
         return decorator
 
 
@@ -703,7 +701,7 @@ def _validate_handler(fn: Callable[..., typing.Any]) -> None:
     """
     if not inspect.iscoroutinefunction(fn):
         raise ValueError(
-            f"Auth handler '{getattr(fn, '__name__', fn)}' must be an async function. "
+            f"Auth handler '{fn.__name__}' must be an async function. "
             "Add 'async' before 'def' to make it asynchronous and ensure"
             " any IO operations are non-blocking."
         )
@@ -711,20 +709,18 @@ def _validate_handler(fn: Callable[..., typing.Any]) -> None:
     sig = inspect.signature(fn)
     if "ctx" not in sig.parameters:
         raise ValueError(
-            f"Auth handler '{getattr(fn, '__name__', fn)}' must have a 'ctx: AuthContext' parameter. "
+            f"Auth handler '{fn.__name__}' must have a 'ctx: AuthContext' parameter. "
             "Update the function signature to include this required parameter."
         )
     if "value" not in sig.parameters:
         raise ValueError(
-            f"Auth handler '{getattr(fn, '__name__', fn)}' must have a 'value' parameter. "
+            f"Auth handler '{fn.__name__}' must have a 'value' parameter. "
             " The value contains the mutable data being sent to the endpoint."
             "Update the function signature to include this required parameter."
         )
 
 
-def is_studio_user(
-    user: types.MinimalUser | types.BaseUser | types.MinimalUserDict,
-) -> bool:
+def is_studio_user(user: types.MinimalUser | types.User | types.UserDict) -> bool:
     return (
         isinstance(user, types.StudioUser)
         or isinstance(user, dict)

libs/sdk-py/langgraph_sdk/schema.py

@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from collections.abc import Mapping, Sequence
+from collections.abc import Sequence
 from datetime import datetime
 from typing import (
     Any,
@@ -10,7 +10,6 @@ from typing import (
     NamedTuple,
     Optional,
     TypedDict,
-    Union,
 )
 
 from typing_extensions import TypeAlias
@@ -349,72 +348,6 @@ class Cron(TypedDict):
     """The metadata of the cron."""
 
 
-# Select field aliases for client-side typing of `select` parameters.
-# These mirror the server's allowed field sets.
-
-AssistantSelectField = Literal[
-    "assistant_id",
-    "graph_id",
-    "name",
-    "description",
-    "config",
-    "context",
-    "created_at",
-    "updated_at",
-    "metadata",
-    "version",
-]
-
-ThreadSelectField = Literal[
-    "thread_id",
-    "created_at",
-    "updated_at",
-    "metadata",
-    "config",
-    "context",
-    "status",
-    "values",
-    "interrupts",
-]
-
-RunSelectField = Literal[
-    "run_id",
-    "thread_id",
-    "assistant_id",
-    "created_at",
-    "updated_at",
-    "status",
-    "metadata",
-    "kwargs",
-    "multitask_strategy",
-]
-
-CronSelectField = Literal[
-    "cron_id",
-    "assistant_id",
-    "thread_id",
-    "end_time",
-    "schedule",
-    "created_at",
-    "updated_at",
-    "user_id",
-    "payload",
-    "next_run_date",
-    "metadata",
-    "now",
-]
-
-PrimitiveData = Optional[Union[str, int, float, bool]]
-
-QueryParamTypes = Union[
-    Mapping[str, Union[PrimitiveData, Sequence[PrimitiveData]]],
-    list[tuple[str, PrimitiveData]],
-    tuple[tuple[str, PrimitiveData], ...],
-    str,
-    bytes,
-]
-
-
 class RunCreate(TypedDict):
     """Defines the parameters for initiating a background run."""
 

libs/sdk-py/langgraph_sdk/sse.py

@@ -95,7 +95,7 @@ class SSEDecoder:
 
             sse = StreamPart(
                 event=self._event,
-                data=orjson.loads(self._data) if self._data else None,  # type: ignore[invalid-argument-type]
+                data=orjson.loads(self._data) if self._data else None,
             )
 
             # NOTE: as per the SSE spec, do not reset last_event_id.

libs/sdk-py/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-sdk"
-dynamic = ["version"]
+version = "0.2.0"
 description = "SDK for interacting with LangGraph API"
 authors = []
 requires-python = ">=3.9"
@@ -16,9 +16,6 @@ dependencies = [
     "orjson>=3.10.1",
 ]
 
-[tool.hatch.version]
-path = "langgraph_sdk/__init__.py"
-
 [project.urls]
 Repository = "https://www.github.com/langchain-ai/langgraph"
 
@@ -50,6 +47,5 @@ lint.select = [
   "UP", # pyupgrade
   "B",  # flake8-bugbear
   "I",  # isort
-  "ARG", # flake8-unused-arguments
 ]
 lint.ignore = ["E501", "B008"]

libs/sdk-py/tests/test_api_parity.py

@@ -1,120 +0,0 @@
-from __future__ import annotations
-
-import inspect
-import re
-
-import pytest
-
-from langgraph_sdk.client import (
-    AssistantsClient,
-    CronClient,
-    RunsClient,
-    StoreClient,
-    SyncAssistantsClient,
-    SyncCronClient,
-    SyncRunsClient,
-    SyncStoreClient,
-    SyncThreadsClient,
-    ThreadsClient,
-)
-
-
-def _public_methods(cls) -> dict[str, object]:
-    methods: dict[str, object] = {}
-    # Use the raw class dict to avoid runtime wrappers from plugins/decorators
-    for name, member in cls.__dict__.items():
-        if name.startswith("_"):
-            continue
-        if inspect.isfunction(member):
-            methods[name] = member
-    return methods
-
-
-def _strip_self(sig: inspect.Signature) -> inspect.Signature:
-    params = list(sig.parameters.values())
-    if params and params[0].name == "self":
-        params = params[1:]
-    return sig.replace(parameters=params)
-
-
-def _normalize_return_annotation(ann: object) -> str:
-    s = str(ann)
-    s = re.sub(r"\s+", "", s)
-    s = s.replace("typing.", "").replace("collections.abc.", "")
-    s = re.sub(r"AsyncGenerator\[([^,\]]+)(?:,[^\]]*)?\]", r"Iterator[\1]", s)
-    s = re.sub(r"Generator\[([^,\]]+)(?:,[^\]]*)?\]", r"Iterator[\1]", s)
-    s = re.sub(r"AsyncIterator\[(.+)\]", r"Iterator[\1]", s)
-    s = re.sub(r"AsyncIterable\[(.+)\]", r"Iterable[\1]", s)
-    return s
-
-
-@pytest.mark.parametrize(
-    "async_cls,sync_cls",
-    [
-        (AssistantsClient, SyncAssistantsClient),
-        (ThreadsClient, SyncThreadsClient),
-        (RunsClient, SyncRunsClient),
-        (CronClient, SyncCronClient),
-        (StoreClient, SyncStoreClient),
-    ],
-)
-def test_sync_api_matches_async(async_cls, sync_cls):
-    async_methods = _public_methods(async_cls)
-    sync_methods = _public_methods(sync_cls)
-
-    # Method name parity
-    assert set(sync_methods.keys()) == set(async_methods.keys()), (
-        f"Method sets differ: async-only={set(async_methods) - set(sync_methods)}, sync-only={set(sync_methods) - set(async_methods)}"
-    )
-
-    for name, async_fn in async_methods.items():
-        sync_fn = sync_methods[name]
-
-        # Use inspect.signature for parameter names (robust across versions)
-        async_sig = _strip_self(inspect.signature(async_fn))
-        sync_sig = _strip_self(inspect.signature(sync_fn))
-
-        a_names = list(async_sig.parameters.keys())
-        s_names = list(sync_sig.parameters.keys())
-
-        assert set(a_names) == set(s_names), (
-            f"Parameter names differ for {async_cls.__name__}.{name}: "
-            f"async={a_names}, sync={s_names}"
-        )
-
-        # Compare default presence and parameter kinds (with some tolerance)
-        a_params = async_sig.parameters
-        s_params = sync_sig.parameters
-
-        def kinds_compatible(
-            akind: inspect._ParameterKind, skind: inspect._ParameterKind
-        ) -> bool:
-            if akind == skind:
-                return True
-            return {
-                inspect.Parameter.KEYWORD_ONLY,
-                inspect.Parameter.POSITIONAL_OR_KEYWORD,
-            } == {akind, skind}
-
-        for pname in set(a_names) & set(s_names):
-            apar = a_params[pname]
-            spar = s_params[pname]
-            assert kinds_compatible(apar.kind, spar.kind), (
-                f"Parameter kind mismatch for {async_cls.__name__}.{name}.{pname}: "
-                f"async={apar.kind}, sync={spar.kind}"
-            )
-            assert (apar.default is inspect._empty) == (
-                spar.default is inspect._empty
-            ), (
-                f"Default presence mismatch for {async_cls.__name__}.{name}.{pname}: "
-                f"async_has_default={apar.default is not inspect._empty}, "
-                f"sync_has_default={spar.default is not inspect._empty}"
-            )
-
-        # Return annotations must match or be iterator-equivalent
-        a_ret = _normalize_return_annotation(async_sig.return_annotation)
-        s_ret = _normalize_return_annotation(sync_sig.return_annotation)
-        assert a_ret == s_ret, (
-            f"Return annotation mismatch for {async_cls.__name__}.{name}: "
-            f"async={a_ret}, sync={s_ret}"
-        )

libs/sdk-py/tests/test_select_fields_sync.py

@@ -1,76 +0,0 @@
-import functools
-import json
-import os
-from pathlib import Path
-from typing import get_args
-
-from langgraph_sdk.schema import (
-    AssistantSelectField,
-    CronSelectField,
-    RunSelectField,
-    ThreadSelectField,
-)
-
-current_dir = os.path.dirname(os.path.abspath(__file__))
-
-
-@functools.cache
-def _load_spec() -> dict:
-    with (
-        Path(current_dir).parents[2]
-        / "docs"
-        / "docs"
-        / "cloud"
-        / "reference"
-        / "api"
-        / "openapi.json"
-    ).open() as f:
-        return json.load(f)
-
-
-def _enum_from_request_select(spec: dict, path: str, method: str) -> set[str]:
-    schema = spec["paths"][path][method]["requestBody"]["content"]["application/json"][
-        "schema"
-    ]
-    if "properties" in schema:
-        props = schema["properties"]
-    elif "$ref" in schema:
-        component = spec
-        index = schema["$ref"].split("/")[1:]
-        for part in index:
-            component = component[part]
-        props = component["properties"]
-    else:
-        raise ValueError(f"Unknown schema: {schema}")
-    sel = props["select"]
-    return set(sel["items"]["enum"])
-
-
-def _enum_from_query_select(spec: dict, path: str, method: str) -> set[str]:
-    params = spec["paths"][path][method]["parameters"]
-    sel = next(p for p in params if p["name"] == "select")
-    return set(sel["schema"]["items"]["enum"])
-
-
-def test_assistants_select_enum_matches_sdk():
-    spec = _load_spec()
-    expected = set(get_args(AssistantSelectField))
-    assert _enum_from_request_select(spec, "/assistants/search", "post") == expected
-
-
-def test_threads_select_enum_matches_sdk():
-    spec = _load_spec()
-    expected = set(get_args(ThreadSelectField))
-    assert _enum_from_request_select(spec, "/threads/search", "post") == expected
-
-
-def test_runs_select_enum_matches_sdk():
-    spec = _load_spec()
-    expected = set(get_args(RunSelectField))
-    assert _enum_from_query_select(spec, "/threads/{thread_id}/runs", "get") == expected
-
-
-def test_crons_select_enum_matches_sdk():
-    spec = _load_spec()
-    expected = set(get_args(CronSelectField))
-    assert _enum_from_request_select(spec, "/runs/crons/search", "post") == expected

libs/sdk-py/uv.lock

@@ -128,6 +128,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-sdk"
+version = "0.2.0"
 source = { editable = "." }
 dependencies = [
     { name = "httpx" },
@@ -224,92 +225,92 @@ wheels = [
 
 [[package]]
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-version = "3.11.2"
+version = "3.11.1"
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