fix

still need to add v0.3 redirects

.github/CODEOWNERS

@@ -1,3 +1,3 @@
 /.github/   @baskaryan @ccurme @eyurtsev
 /libs/core/ @eyurtsev
-/libs/partners/ @ccurme @mdrxy
+/libs/packages.yml   @ccurme

.github/ISSUE_TEMPLATE/bug-report.yml

@@ -15,7 +15,7 @@ body:
 
         * [LangChain Forum](https://forum.langchain.com/),
         * [LangChain documentation with the integrated search](https://docs.langchain.com/oss/python/langchain/overview),
-        * [API Reference](https://reference.langchain.com/python/),
+        * [API Reference](https://python.langchain.com/api_reference/),
         * [LangChain ChatBot](https://chat.langchain.com/)
         * [GitHub search](https://github.com/langchain-ai/langchain),
   - type: checkboxes

.github/ISSUE_TEMPLATE/feature-request.yml

@@ -15,7 +15,7 @@ body:
 
         * [LangChain Forum](https://forum.langchain.com/),
         * [LangChain documentation with the integrated search](https://docs.langchain.com/oss/python/langchain/overview),
-        * [API Reference](https://reference.langchain.com/python/),
+        * [API Reference](https://python.langchain.com/api_reference/),
         * [LangChain ChatBot](https://chat.langchain.com/)
         * [GitHub search](https://github.com/langchain-ai/langchain),
   - type: checkboxes

.github/PULL_REQUEST_TEMPLATE.md

@@ -10,7 +10,8 @@ Thank you for contributing to LangChain! Follow these steps to mark your pull re
   - Allowed `{TYPE}` values:
     - feat, fix, docs, style, refactor, perf, test, build, ci, chore, revert, release
   - Allowed `{SCOPE}` values (optional):
-    - core, cli, langchain, standard-tests, text-splitters, docs, anthropic, chroma, deepseek, exa, fireworks, groq, huggingface, mistralai, nomic, ollama, openai, perplexity, prompty, qdrant, xai, infra
+    - core, cli, langchain, standard-tests, docs, anthropic, chroma, deepseek, exa, fireworks, groq, huggingface, mistralai, nomic, ollama, openai, perplexity, prompty, qdrant, xai
+  - *Note:* the `{DESCRIPTION}` must not start with an uppercase letter.
   - Once you've written the title, please delete this checklist item; do not include it in the PR.
 
 - [ ] **PR message**: ***Delete this entire checklist*** and replace with
@@ -18,11 +19,15 @@ Thank you for contributing to LangChain! Follow these steps to mark your pull re
   - **Issue:** the issue # it fixes, if applicable (e.g. Fixes #123)
   - **Dependencies:** any dependencies required for this change
 
-- [ ] **Lint and test**: Run `make format`, `make lint` and `make test` from the root of the package(s) you've modified. **We will not consider a PR unless these three are passing in CI.** See [contribution guidelines](https://docs.langchain.com/oss/python/contributing) for more.
+- [ ] **Add tests and docs**: If you're adding a new integration, you must include:
+  1. A test for the integration, preferably unit tests that do not rely on network access,
+  2. An example notebook showing its use. It lives in `docs/docs/integrations` directory.
+
+- [ ] **Lint and test**: Run `make format`, `make lint` and `make test` from the root of the package(s) you've modified. **We will not consider a PR unless these three are passing in CI.** See [contribution guidelines](https://python.langchain.com/docs/contributing/) for more.
 
 Additional guidelines:
 
 - Most PRs should not touch more than one package.
-- Please do not add dependencies to `pyproject.toml` files (even optional ones) unless they are **required** for unit tests. Likewise, please do not update the `uv.lock` files unless you are adding a required dependency.
+- Please do not add dependencies to `pyproject.toml` files (even optional ones) unless they are **required** for unit tests.
 - Changes should be backwards compatible.
 - Make sure optional dependencies are imported within a function.

.github/actions/people/Dockerfile

@@ -0,0 +1,7 @@
+FROM python:3.9
+
+RUN pip install httpx PyGithub "pydantic==2.0.2" pydantic-settings "pyyaml>=5.3.1,<6.0.0"
+
+COPY ./app /app
+
+CMD ["python", "/app/main.py"]

.github/actions/people/action.yml

@@ -0,0 +1,13 @@
+# Adapted from https://github.com/tiangolo/fastapi/blob/master/.github/actions/people/action.yml
+# TODO: fix this, migrate to new docs repo?
+
+name: "Generate LangChain People"
+description: "Generate the data for the LangChain People page"
+author: "Jacob Lee <jacob@langchain.dev>"
+inputs:
+  token:
+    description: "User token, to read the GitHub API. Can be passed in using {{ secrets.LANGCHAIN_PEOPLE_GITHUB_TOKEN }}"
+    required: true
+runs:
+  using: "docker"
+  image: "Dockerfile"

.github/actions/people/app/main.py

@@ -0,0 +1,646 @@
+# Adapted from https://github.com/tiangolo/fastapi/blob/master/.github/actions/people/app/main.py
+
+import logging
+import subprocess
+import sys
+from collections import Counter
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
+from typing import Any, Container, Dict, List, Set, Union
+
+import httpx
+import yaml
+from github import Github
+from pydantic import BaseModel, SecretStr
+from pydantic_settings import BaseSettings
+
+github_graphql_url = "https://api.github.com/graphql"
+questions_category_id = "DIC_kwDOIPDwls4CS6Ve"
+
+# discussions_query = """
+# query Q($after: String, $category_id: ID) {
+#   repository(name: "langchain", owner: "langchain-ai") {
+#     discussions(first: 100, after: $after, categoryId: $category_id) {
+#       edges {
+#         cursor
+#         node {
+#           number
+#           author {
+#             login
+#             avatarUrl
+#             url
+#           }
+#           title
+#           createdAt
+#           comments(first: 100) {
+#             nodes {
+#               createdAt
+#               author {
+#                 login
+#                 avatarUrl
+#                 url
+#               }
+#               isAnswer
+#               replies(first: 10) {
+#                 nodes {
+#                   createdAt
+#                   author {
+#                     login
+#                     avatarUrl
+#                     url
+#                   }
+#                 }
+#               }
+#             }
+#           }
+#         }
+#       }
+#     }
+#   }
+# }
+# """
+
+# issues_query = """
+# query Q($after: String) {
+#   repository(name: "langchain", owner: "langchain-ai") {
+#     issues(first: 100, after: $after) {
+#       edges {
+#         cursor
+#         node {
+#           number
+#           author {
+#             login
+#             avatarUrl
+#             url
+#           }
+#           title
+#           createdAt
+#           state
+#           comments(first: 100) {
+#             nodes {
+#               createdAt
+#               author {
+#                 login
+#                 avatarUrl
+#                 url
+#               }
+#             }
+#           }
+#         }
+#       }
+#     }
+#   }
+# }
+# """
+
+prs_query = """
+query Q($after: String) {
+  repository(name: "langchain", owner: "langchain-ai") {
+    pullRequests(first: 100, after: $after, states: MERGED) {
+      edges {
+        cursor
+        node {
+          changedFiles
+          additions
+          deletions
+          number
+          labels(first: 100) {
+            nodes {
+              name
+            }
+          }
+          author {
+            login
+            avatarUrl
+            url
+            ... on User {
+              twitterUsername
+            }
+          }
+          title
+          createdAt
+          state
+          reviews(first:100) {
+            nodes {
+              author {
+                login
+                avatarUrl
+                url
+                ... on User {
+                  twitterUsername
+                }
+              }
+              state
+            }
+          }
+        }
+      }
+    }
+  }
+}
+"""
+
+
+class Author(BaseModel):
+    login: str
+    avatarUrl: str
+    url: str
+    twitterUsername: Union[str, None] = None
+
+
+# Issues and Discussions
+
+
+class CommentsNode(BaseModel):
+    createdAt: datetime
+    author: Union[Author, None] = None
+
+
+class Replies(BaseModel):
+    nodes: List[CommentsNode]
+
+
+class DiscussionsCommentsNode(CommentsNode):
+    replies: Replies
+
+
+class Comments(BaseModel):
+    nodes: List[CommentsNode]
+
+
+class DiscussionsComments(BaseModel):
+    nodes: List[DiscussionsCommentsNode]
+
+
+class IssuesNode(BaseModel):
+    number: int
+    author: Union[Author, None] = None
+    title: str
+    createdAt: datetime
+    state: str
+    comments: Comments
+
+
+class DiscussionsNode(BaseModel):
+    number: int
+    author: Union[Author, None] = None
+    title: str
+    createdAt: datetime
+    comments: DiscussionsComments
+
+
+class IssuesEdge(BaseModel):
+    cursor: str
+    node: IssuesNode
+
+
+class DiscussionsEdge(BaseModel):
+    cursor: str
+    node: DiscussionsNode
+
+
+class Issues(BaseModel):
+    edges: List[IssuesEdge]
+
+
+class Discussions(BaseModel):
+    edges: List[DiscussionsEdge]
+
+
+class IssuesRepository(BaseModel):
+    issues: Issues
+
+
+class DiscussionsRepository(BaseModel):
+    discussions: Discussions
+
+
+class IssuesResponseData(BaseModel):
+    repository: IssuesRepository
+
+
+class DiscussionsResponseData(BaseModel):
+    repository: DiscussionsRepository
+
+
+class IssuesResponse(BaseModel):
+    data: IssuesResponseData
+
+
+class DiscussionsResponse(BaseModel):
+    data: DiscussionsResponseData
+
+
+# PRs
+
+
+class LabelNode(BaseModel):
+    name: str
+
+
+class Labels(BaseModel):
+    nodes: List[LabelNode]
+
+
+class ReviewNode(BaseModel):
+    author: Union[Author, None] = None
+    state: str
+
+
+class Reviews(BaseModel):
+    nodes: List[ReviewNode]
+
+
+class PullRequestNode(BaseModel):
+    number: int
+    labels: Labels
+    author: Union[Author, None] = None
+    changedFiles: int
+    additions: int
+    deletions: int
+    title: str
+    createdAt: datetime
+    state: str
+    reviews: Reviews
+    # comments: Comments
+
+
+class PullRequestEdge(BaseModel):
+    cursor: str
+    node: PullRequestNode
+
+
+class PullRequests(BaseModel):
+    edges: List[PullRequestEdge]
+
+
+class PRsRepository(BaseModel):
+    pullRequests: PullRequests
+
+
+class PRsResponseData(BaseModel):
+    repository: PRsRepository
+
+
+class PRsResponse(BaseModel):
+    data: PRsResponseData
+
+
+class Settings(BaseSettings):
+    input_token: SecretStr
+    github_repository: str
+    httpx_timeout: int = 30
+
+
+def get_graphql_response(
+    *,
+    settings: Settings,
+    query: str,
+    after: Union[str, None] = None,
+    category_id: Union[str, None] = None,
+) -> Dict[str, Any]:
+    headers = {"Authorization": f"token {settings.input_token.get_secret_value()}"}
+    # category_id is only used by one query, but GraphQL allows unused variables, so
+    # keep it here for simplicity
+    variables = {"after": after, "category_id": category_id}
+    response = httpx.post(
+        github_graphql_url,
+        headers=headers,
+        timeout=settings.httpx_timeout,
+        json={"query": query, "variables": variables, "operationName": "Q"},
+    )
+    if response.status_code != 200:
+        logging.error(
+            f"Response was not 200, after: {after}, category_id: {category_id}"
+        )
+        logging.error(response.text)
+        raise RuntimeError(response.text)
+    data = response.json()
+    if "errors" in data:
+        logging.error(f"Errors in response, after: {after}, category_id: {category_id}")
+        logging.error(data["errors"])
+        logging.error(response.text)
+        raise RuntimeError(response.text)
+    return data
+
+
+# def get_graphql_issue_edges(*, settings: Settings, after: Union[str, None] = None):
+#     data = get_graphql_response(settings=settings, query=issues_query, after=after)
+#     graphql_response = IssuesResponse.model_validate(data)
+#     return graphql_response.data.repository.issues.edges
+
+
+# def get_graphql_question_discussion_edges(
+#     *,
+#     settings: Settings,
+#     after: Union[str, None] = None,
+# ):
+#     data = get_graphql_response(
+#         settings=settings,
+#         query=discussions_query,
+#         after=after,
+#         category_id=questions_category_id,
+#     )
+#     graphql_response = DiscussionsResponse.model_validate(data)
+#     return graphql_response.data.repository.discussions.edges
+
+
+def get_graphql_pr_edges(*, settings: Settings, after: Union[str, None] = None):
+    if after is None:
+        print("Querying PRs...")
+    else:
+        print(f"Querying PRs with cursor {after}...")
+    data = get_graphql_response(settings=settings, query=prs_query, after=after)
+    graphql_response = PRsResponse.model_validate(data)
+    return graphql_response.data.repository.pullRequests.edges
+
+
+# def get_issues_experts(settings: Settings):
+#     issue_nodes: List[IssuesNode] = []
+#     issue_edges = get_graphql_issue_edges(settings=settings)
+
+#     while issue_edges:
+#         for edge in issue_edges:
+#             issue_nodes.append(edge.node)
+#         last_edge = issue_edges[-1]
+#         issue_edges = get_graphql_issue_edges(settings=settings, after=last_edge.cursor)
+
+#     commentors = Counter()
+#     last_month_commentors = Counter()
+#     authors: Dict[str, Author] = {}
+
+#     now = datetime.now(tz=timezone.utc)
+#     one_month_ago = now - timedelta(days=30)
+
+#     for issue in issue_nodes:
+#         issue_author_name = None
+#         if issue.author:
+#             authors[issue.author.login] = issue.author
+#             issue_author_name = issue.author.login
+#         issue_commentors = set()
+#         for comment in issue.comments.nodes:
+#             if comment.author:
+#                 authors[comment.author.login] = comment.author
+#                 if comment.author.login != issue_author_name:
+#                     issue_commentors.add(comment.author.login)
+#         for author_name in issue_commentors:
+#             commentors[author_name] += 1
+#             if issue.createdAt > one_month_ago:
+#                 last_month_commentors[author_name] += 1
+
+#     return commentors, last_month_commentors, authors
+
+
+# def get_discussions_experts(settings: Settings):
+#     discussion_nodes: List[DiscussionsNode] = []
+#     discussion_edges = get_graphql_question_discussion_edges(settings=settings)
+
+#     while discussion_edges:
+#         for discussion_edge in discussion_edges:
+#             discussion_nodes.append(discussion_edge.node)
+#         last_edge = discussion_edges[-1]
+#         discussion_edges = get_graphql_question_discussion_edges(
+#             settings=settings, after=last_edge.cursor
+#         )
+
+#     commentors = Counter()
+#     last_month_commentors = Counter()
+#     authors: Dict[str, Author] = {}
+
+#     now = datetime.now(tz=timezone.utc)
+#     one_month_ago = now - timedelta(days=30)
+
+#     for discussion in discussion_nodes:
+#         discussion_author_name = None
+#         if discussion.author:
+#             authors[discussion.author.login] = discussion.author
+#             discussion_author_name = discussion.author.login
+#         discussion_commentors = set()
+#         for comment in discussion.comments.nodes:
+#             if comment.author:
+#                 authors[comment.author.login] = comment.author
+#                 if comment.author.login != discussion_author_name:
+#                     discussion_commentors.add(comment.author.login)
+#             for reply in comment.replies.nodes:
+#                 if reply.author:
+#                     authors[reply.author.login] = reply.author
+#                     if reply.author.login != discussion_author_name:
+#                         discussion_commentors.add(reply.author.login)
+#         for author_name in discussion_commentors:
+#             commentors[author_name] += 1
+#             if discussion.createdAt > one_month_ago:
+#                 last_month_commentors[author_name] += 1
+#     return commentors, last_month_commentors, authors
+
+
+# def get_experts(settings: Settings):
+#     (
+#         discussions_commentors,
+#         discussions_last_month_commentors,
+#         discussions_authors,
+#     ) = get_discussions_experts(settings=settings)
+#     commentors = discussions_commentors
+#     last_month_commentors = discussions_last_month_commentors
+#     authors = {**discussions_authors}
+#     return commentors, last_month_commentors, authors
+
+
+def _logistic(x, k):
+    return x / (x + k)
+
+
+def get_contributors(settings: Settings):
+    pr_nodes: List[PullRequestNode] = []
+    pr_edges = get_graphql_pr_edges(settings=settings)
+
+    while pr_edges:
+        for edge in pr_edges:
+            pr_nodes.append(edge.node)
+        last_edge = pr_edges[-1]
+        pr_edges = get_graphql_pr_edges(settings=settings, after=last_edge.cursor)
+
+    contributors = Counter()
+    contributor_scores = Counter()
+    recent_contributor_scores = Counter()
+    reviewers = Counter()
+    authors: Dict[str, Author] = {}
+
+    for pr in pr_nodes:
+        pr_reviewers: Set[str] = set()
+        for review in pr.reviews.nodes:
+            if review.author:
+                authors[review.author.login] = review.author
+                pr_reviewers.add(review.author.login)
+        for reviewer in pr_reviewers:
+            reviewers[reviewer] += 1
+        if pr.author:
+            authors[pr.author.login] = pr.author
+            contributors[pr.author.login] += 1
+            files_changed = pr.changedFiles
+            lines_changed = pr.additions + pr.deletions
+            score = _logistic(files_changed, 20) + _logistic(lines_changed, 100)
+            contributor_scores[pr.author.login] += score
+            three_months_ago = datetime.now(timezone.utc) - timedelta(days=3 * 30)
+            if pr.createdAt > three_months_ago:
+                recent_contributor_scores[pr.author.login] += score
+    return (
+        contributors,
+        contributor_scores,
+        recent_contributor_scores,
+        reviewers,
+        authors,
+    )
+
+
+def get_top_users(
+    *,
+    counter: Counter,
+    min_count: int,
+    authors: Dict[str, Author],
+    skip_users: Container[str],
+):
+    users = []
+    for commentor, count in counter.most_common():
+        if commentor in skip_users:
+            continue
+        if count >= min_count:
+            author = authors[commentor]
+            users.append(
+                {
+                    "login": commentor,
+                    "count": count,
+                    "avatarUrl": author.avatarUrl,
+                    "twitterUsername": author.twitterUsername,
+                    "url": author.url,
+                }
+            )
+    return users
+
+
+if __name__ == "__main__":
+    logging.basicConfig(level=logging.INFO)
+    settings = Settings()
+    logging.info(f"Using config: {settings.model_dump_json()}")
+    g = Github(settings.input_token.get_secret_value())
+    repo = g.get_repo(settings.github_repository)
+    # question_commentors, question_last_month_commentors, question_authors = get_experts(
+    #     settings=settings
+    # )
+    (
+        contributors,
+        contributor_scores,
+        recent_contributor_scores,
+        reviewers,
+        pr_authors,
+    ) = get_contributors(settings=settings)
+    # authors = {**question_authors, **pr_authors}
+    authors = {**pr_authors}
+    maintainers_logins = {
+        "hwchase17",
+        "agola11",
+        "baskaryan",
+        "hinthornw",
+        "nfcampos",
+        "efriis",
+        "eyurtsev",
+        "rlancemartin",
+        "ccurme",
+        "vbarda",
+    }
+    hidden_logins = {
+        "dev2049",
+        "vowelparrot",
+        "obi1kenobi",
+        "langchain-infra",
+        "jacoblee93",
+        "isahers1",
+        "dqbd",
+        "bracesproul",
+        "akira",
+    }
+    bot_names = {"dosubot", "github-actions", "CodiumAI-Agent"}
+    maintainers = []
+    for login in maintainers_logins:
+        user = authors[login]
+        maintainers.append(
+            {
+                "login": login,
+                "count": contributors[login],  # + question_commentors[login],
+                "avatarUrl": user.avatarUrl,
+                "twitterUsername": user.twitterUsername,
+                "url": user.url,
+            }
+        )
+
+    # min_count_expert = 10
+    # min_count_last_month = 3
+    min_score_contributor = 1
+    min_count_reviewer = 5
+    skip_users = maintainers_logins | bot_names | hidden_logins
+    # experts = get_top_users(
+    #     counter=question_commentors,
+    #     min_count=min_count_expert,
+    #     authors=authors,
+    #     skip_users=skip_users,
+    # )
+    # last_month_active = get_top_users(
+    #     counter=question_last_month_commentors,
+    #     min_count=min_count_last_month,
+    #     authors=authors,
+    #     skip_users=skip_users,
+    # )
+    top_recent_contributors = get_top_users(
+        counter=recent_contributor_scores,
+        min_count=min_score_contributor,
+        authors=authors,
+        skip_users=skip_users,
+    )
+    top_contributors = get_top_users(
+        counter=contributor_scores,
+        min_count=min_score_contributor,
+        authors=authors,
+        skip_users=skip_users,
+    )
+    top_reviewers = get_top_users(
+        counter=reviewers,
+        min_count=min_count_reviewer,
+        authors=authors,
+        skip_users=skip_users,
+    )
+
+    people = {
+        "maintainers": maintainers,
+        # "experts": experts,
+        # "last_month_active": last_month_active,
+        "top_recent_contributors": top_recent_contributors,
+        "top_contributors": top_contributors,
+        "top_reviewers": top_reviewers,
+    }
+    people_path = Path("./docs/data/people.yml")
+    people_old_content = people_path.read_text(encoding="utf-8")
+    new_people_content = yaml.dump(
+        people, sort_keys=False, width=200, allow_unicode=True
+    )
+    if people_old_content == new_people_content:
+        logging.info("The LangChain People data hasn't changed, finishing.")
+        sys.exit(0)
+    people_path.write_text(new_people_content, encoding="utf-8")
+    logging.info("Setting up GitHub Actions git user")
+    subprocess.run(["git", "config", "user.name", "github-actions"], check=True)
+    subprocess.run(
+        ["git", "config", "user.email", "github-actions@github.com"], check=True
+    )
+    branch_name = "langchain/langchain-people"
+    logging.info(f"Creating a new branch {branch_name}")
+    subprocess.run(["git", "checkout", "-B", branch_name], check=True)
+    logging.info("Adding updated file")
+    subprocess.run(["git", "add", str(people_path)], check=True)
+    logging.info("Committing updated file")
+    message = "👥 Update LangChain people data"
+    result = subprocess.run(["git", "commit", "-m", message], check=True)
+    logging.info("Pushing branch")
+    subprocess.run(["git", "push", "origin", branch_name, "-f"], check=True)
+    logging.info("Creating PR")
+    pr = repo.create_pull(title=message, body=message, base="master", head=branch_name)
+    logging.info(f"Created PR: {pr.number}")
+    logging.info("Finished")

.github/copilot-instructions.md

@@ -26,7 +26,7 @@ def get_user(user_id: str, verbose: bool = False) -> User:
 - Check if the function/class is exported in `__init__.py`
 - Look for existing usage patterns in tests and examples
 - Use keyword-only arguments for new parameters: `*, new_param: str = "default"`
-- Mark experimental features clearly with docstring admonitions (using MkDocs Material, like `!!! warning`)
+- Mark experimental features clearly with docstring warnings (using reStructuredText, like `.. warning::`)
 
 🧠 *Ask yourself:* "Would this change break someone's code if they used it last week?"
 
@@ -130,7 +130,7 @@ def load_config(path: str) -> dict:
 
 ### 5. Documentation Standards
 
-**Use Google-style docstrings with Args and Returns sections for all public functions.**
+**Use Google-style docstrings with Args section for all public functions.**
 
 ❌ **Insufficient Documentation:**
 
@@ -149,7 +149,7 @@ def send_email(to: str, msg: str, *, priority: str = "normal") -> bool:
     Args:
         to: The email address of the recipient.
         msg: The message body to send.
-        priority: Email priority level.
+        priority: Email priority level (``'low'``, ``'normal'``, ``'high'``).
 
     Returns:
         True if email was sent successfully, False otherwise.
@@ -166,6 +166,7 @@ def send_email(to: str, msg: str, *, priority: str = "normal") -> bool:
 - Focus on "why" rather than "what" in descriptions
 - Document all parameters, return values, and exceptions
 - Keep descriptions concise but clear
+- Use reStructuredText for docstrings to enable rich formatting
 
 📌 *Tip:* Keep descriptions concise but clear. Only document return values if non-obvious.
 
@@ -203,14 +204,7 @@ class DataProcessor:
         self.email = email_client
 
     def process(self, data: List[dict]) -> ProcessingResult:
-        """Process and store data with notifications.
-
-        Args:
-            data: List of data items to process.
-
-        Returns:
-            ProcessingResult with details of the operation.
-        """
+        """Process and store data with notifications."""
         validated = self._validate_data(data)
         result = self.db.save(validated)
         self._notify_completion(result)
@@ -297,15 +291,16 @@ def search_database(query: str) -> str:
 **Use Conventional Commits format for PR titles:**
 
 - `feat(core): add multi-tenant support`
-- `!fix(cli): resolve flag parsing error` (breaking change uses exclamation mark)
+- `fix(cli): resolve flag parsing error`
 - `docs: update API usage examples`
 - `docs(openai): update API usage examples`
 
 ## Framework-Specific Guidelines
 
-- Follow the existing patterns in `langchain_core` for base abstractions
+- Follow the existing patterns in `langchain-core` for base abstractions
+- Use `langchain_core.callbacks` for execution tracking
 - Implement proper streaming support where applicable
-- Avoid deprecated components
+- Avoid deprecated components like legacy `LLMChain`
 
 ### Partner Integrations
 

.github/pr-file-labeler.yml

@@ -28,11 +28,6 @@ standard-tests:
       - any-glob-to-any-file:
           - "libs/standard-tests/**/*"
 
-text-splitters:
-  - changed-files:
-      - any-glob-to-any-file:
-          - "libs/text-splitters/**/*"
-
 # Partner integrations
 integration:
   - changed-files:
@@ -68,6 +63,7 @@ dependencies:
 documentation:
   - changed-files:
       - any-glob-to-any-file:
+          - "docs/**/*"
           - "**/*.md"
           - "**/*.rst"
           - "**/README*"

.github/scripts/check_diff.py

@@ -50,6 +50,10 @@ IGNORED_PARTNERS = [
     "prompty",
 ]
 
+PY_312_MAX_PACKAGES = [
+    "libs/partners/chroma",  # https://github.com/chroma-core/chroma/issues/4382
+]
+
 
 def all_package_dirs() -> Set[str]:
     return {
@@ -132,11 +136,14 @@ def _get_configs_for_single_dir(job: str, dir_: str) -> List[Dict[str, str]]:
     if job == "codspeed":
         py_versions = ["3.12"]  # 3.13 is not yet supported
     elif dir_ == "libs/core":
-        py_versions = ["3.10", "3.11", "3.12", "3.13"]
+        py_versions = ["3.9", "3.10", "3.11", "3.12", "3.13"]
     # custom logic for specific directories
 
+    elif dir_ in PY_312_MAX_PACKAGES:
+        py_versions = ["3.9", "3.12"]
+
     elif dir_ == "libs/langchain" and job == "extended-tests":
-        py_versions = ["3.10", "3.13"]
+        py_versions = ["3.9", "3.13"]
     elif dir_ == "libs/langchain_v1":
         py_versions = ["3.10", "3.13"]
     elif dir_ in {"libs/cli"}:
@@ -144,9 +151,9 @@ def _get_configs_for_single_dir(job: str, dir_: str) -> List[Dict[str, str]]:
 
     elif dir_ == ".":
         # unable to install with 3.13 because tokenizers doesn't support 3.13 yet
-        py_versions = ["3.10", "3.12"]
+        py_versions = ["3.9", "3.12"]
     else:
-        py_versions = ["3.10", "3.13"]
+        py_versions = ["3.9", "3.13"]
 
     return [{"working-directory": dir_, "python-version": py_v} for py_v in py_versions]
 
@@ -259,9 +266,10 @@ if __name__ == "__main__":
         ):
             # add all LANGCHAIN_DIRS for infra changes
             dirs_to_run["extended-test"].update(LANGCHAIN_DIRS)
+            dirs_to_run["lint"].add(".")
 
         if file.startswith("libs/core"):
-            dirs_to_run["codspeed"].add("libs/core")
+            dirs_to_run["codspeed"].add(f"libs/core")
         if any(file.startswith(dir_) for dir_ in LANGCHAIN_DIRS):
             # add that dir and all dirs after in LANGCHAIN_DIRS
             # for extended testing
@@ -302,21 +310,19 @@ if __name__ == "__main__":
                 dirs_to_run["test"].add(f"libs/partners/{partner_dir}")
                 dirs_to_run["codspeed"].add(f"libs/partners/{partner_dir}")
             # Skip if the directory was deleted or is just a tombstone readme
+        elif file == "libs/packages.yml":
+            continue
         elif file.startswith("libs/"):
-            # Check if this is a root-level file in libs/ (e.g., libs/README.md)
-            file_parts = file.split("/")
-            if len(file_parts) == 2:
-                # Root-level file in libs/, skip it (no tests needed)
-                continue
             raise ValueError(
                 f"Unknown lib: {file}. check_diff.py likely needs "
                 "an update for this new library!"
             )
-        elif file in [
+        elif file.startswith("docs/") or file in [
             "pyproject.toml",
             "uv.lock",
-        ]:  # root uv files
+        ]:  # docs or root uv files
             docs_edited = True
+            dirs_to_run["lint"].add(".")
 
     dependents = dependents_graph()
 
@@ -334,6 +340,9 @@ if __name__ == "__main__":
             "codspeed",
         ]
     }
+    map_job_to_configs["test-doc-imports"] = (
+        [{"python-version": "3.12"}] if docs_edited else []
+    )
 
     for key, value in map_job_to_configs.items():
         json_output = json.dumps(value)

.github/scripts/prep_api_docs_build.py

@@ -0,0 +1,120 @@
+#!/usr/bin/env python
+"""Sync libraries from various repositories into this monorepo.
+
+Moves cloned partner packages into libs/partners structure.
+"""
+
+import os
+import shutil
+from pathlib import Path
+from typing import Any, Dict
+
+import yaml
+
+
+def load_packages_yaml() -> Dict[str, Any]:
+    """Load and parse packages.yml."""
+    with open("langchain/libs/packages.yml", "r") as f:
+        return yaml.safe_load(f)
+
+
+def get_target_dir(package_name: str) -> Path:
+    """Get the target directory for a given package."""
+    package_name_short = package_name.replace("langchain-", "")
+    base_path = Path("langchain/libs")
+    if package_name_short == "experimental":
+        return base_path / "experimental"
+    if package_name_short == "community":
+        return base_path / "community"
+    return base_path / "partners" / package_name_short
+
+
+def clean_target_directories(packages: list) -> None:
+    """Remove old directories that will be replaced."""
+    for package in packages:
+        target_dir = get_target_dir(package["name"])
+        if target_dir.exists():
+            print(f"Removing {target_dir}")
+            shutil.rmtree(target_dir)
+
+
+def move_libraries(packages: list) -> None:
+    """Move libraries from their source locations to the target directories."""
+    for package in packages:
+        repo_name = package["repo"].split("/")[1]
+        source_path = package["path"]
+        target_dir = get_target_dir(package["name"])
+
+        # Handle root path case
+        if source_path == ".":
+            source_dir = repo_name
+        else:
+            source_dir = f"{repo_name}/{source_path}"
+
+        print(f"Moving {source_dir} to {target_dir}")
+
+        # Ensure target directory exists
+        os.makedirs(os.path.dirname(target_dir), exist_ok=True)
+
+        try:
+            # Move the directory
+            shutil.move(source_dir, target_dir)
+        except Exception as e:
+            print(f"Error moving {source_dir} to {target_dir}: {e}")
+
+
+def main():
+    """Orchestrate the library sync process."""
+    try:
+        # Load packages configuration
+        package_yaml = load_packages_yaml()
+
+        # Clean/empty target directories in preparation for moving new ones
+        #
+        # Only for packages in the langchain-ai org or explicitly included via
+        # include_in_api_ref, excluding 'langchain' itself and 'langchain-ai21'
+        clean_target_directories(
+            [
+                p
+                for p in package_yaml["packages"]
+                if (
+                    p["repo"].startswith("langchain-ai/") or p.get("include_in_api_ref")
+                )
+                and p["repo"] != "langchain-ai/langchain"
+                and p["name"]
+                != "langchain-ai21"  # Skip AI21 due to dependency conflicts
+            ]
+        )
+
+        # Move cloned libraries to their new locations, only for packages in the
+        # langchain-ai org or explicitly included via include_in_api_ref,
+        # excluding 'langchain' itself and 'langchain-ai21'
+        move_libraries(
+            [
+                p
+                for p in package_yaml["packages"]
+                if not p.get("disabled", False)
+                and (
+                    p["repo"].startswith("langchain-ai/") or p.get("include_in_api_ref")
+                )
+                and p["repo"] != "langchain-ai/langchain"
+                and p["name"]
+                != "langchain-ai21"  # Skip AI21 due to dependency conflicts
+            ]
+        )
+
+        # Delete partner packages without a pyproject.toml
+        for partner in Path("langchain/libs/partners").iterdir():
+            if partner.is_dir() and not (partner / "pyproject.toml").exists():
+                print(f"Removing {partner} as it does not have a pyproject.toml")
+                shutil.rmtree(partner)
+
+        print("Library sync completed successfully!")
+
+    except Exception as e:
+        print(f"Error during library sync: {e}")
+        raise
+
+
+if __name__ == "__main__":
+    main()

.github/workflows/_integration_test.yml

@@ -0,0 +1,103 @@
+
+# Runs `make integration_tests` on the specified package.
+#
+# Manually triggered via workflow_dispatch for testing with real APIs.
+#
+# Installs integration test dependencies and executes full test suite.
+
+name: '🚀 Integration Tests'
+run-name: 'Test ${{ inputs.working-directory }} on Python ${{ inputs.python-version }}'
+
+on:
+  workflow_dispatch:
+    inputs:
+      working-directory:
+        required: true
+        type: string
+        description: "From which folder this pipeline executes"
+      python-version:
+        required: true
+        type: string
+        description: "Python version to use"
+        default: "3.11"
+
+permissions:
+  contents: read
+
+env:
+  UV_FROZEN: "true"
+
+jobs:
+  build:
+    defaults:
+      run:
+        working-directory: ${{ inputs.working-directory }}
+    runs-on: ubuntu-latest
+    name: 'Python ${{ inputs.python-version }}'
+    steps:
+      - uses: actions/checkout@v5
+
+      - name: '🐍 Set up Python ${{ inputs.python-version }} + UV'
+        uses: "./.github/actions/uv_setup"
+        with:
+          python-version: ${{ inputs.python-version }}
+          cache-suffix: integration-tests-${{ inputs.working-directory }}
+          working-directory: ${{ inputs.working-directory }}
+
+      - name: '📦 Install Integration Dependencies'
+        shell: bash
+        run: uv sync --group test --group test_integration
+
+      - name: '🚀 Run Integration Tests'
+        shell: bash
+        env:
+          AI21_API_KEY: ${{ secrets.AI21_API_KEY }}
+          FIREWORKS_API_KEY: ${{ secrets.FIREWORKS_API_KEY }}
+          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
+          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
+          ANTHROPIC_FILES_API_IMAGE_ID: ${{ secrets.ANTHROPIC_FILES_API_IMAGE_ID }}
+          ANTHROPIC_FILES_API_PDF_ID: ${{ secrets.ANTHROPIC_FILES_API_PDF_ID }}
+          AZURE_OPENAI_API_VERSION: ${{ secrets.AZURE_OPENAI_API_VERSION }}
+          AZURE_OPENAI_API_BASE: ${{ secrets.AZURE_OPENAI_API_BASE }}
+          AZURE_OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY }}
+          AZURE_OPENAI_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_CHAT_DEPLOYMENT_NAME }}
+          AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME }}
+          AZURE_OPENAI_LLM_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LLM_DEPLOYMENT_NAME }}
+          AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME }}
+          MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }}
+          TOGETHER_API_KEY: ${{ secrets.TOGETHER_API_KEY }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }}
+          NVIDIA_API_KEY: ${{ secrets.NVIDIA_API_KEY }}
+          GOOGLE_SEARCH_API_KEY: ${{ secrets.GOOGLE_SEARCH_API_KEY }}
+          GOOGLE_CSE_ID: ${{ secrets.GOOGLE_CSE_ID }}
+          HUGGINGFACEHUB_API_TOKEN: ${{ secrets.HUGGINGFACEHUB_API_TOKEN }}
+          EXA_API_KEY: ${{ secrets.EXA_API_KEY }}
+          NOMIC_API_KEY: ${{ secrets.NOMIC_API_KEY }}
+          WATSONX_APIKEY: ${{ secrets.WATSONX_APIKEY }}
+          WATSONX_PROJECT_ID: ${{ secrets.WATSONX_PROJECT_ID }}
+          ASTRA_DB_API_ENDPOINT: ${{ secrets.ASTRA_DB_API_ENDPOINT }}
+          ASTRA_DB_APPLICATION_TOKEN: ${{ secrets.ASTRA_DB_APPLICATION_TOKEN }}
+          ASTRA_DB_KEYSPACE: ${{ secrets.ASTRA_DB_KEYSPACE }}
+          ES_URL: ${{ secrets.ES_URL }}
+          ES_CLOUD_ID: ${{ secrets.ES_CLOUD_ID }}
+          ES_API_KEY: ${{ secrets.ES_API_KEY }}
+          MONGODB_ATLAS_URI: ${{ secrets.MONGODB_ATLAS_URI }}
+          COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }}
+          UPSTAGE_API_KEY: ${{ secrets.UPSTAGE_API_KEY }}
+          XAI_API_KEY: ${{ secrets.XAI_API_KEY }}
+          PPLX_API_KEY: ${{ secrets.PPLX_API_KEY }}
+        run: |
+          make integration_tests
+
+      - name: 'Ensure testing did not create/modify files'
+        shell: bash
+        run: |
+          set -eu
+
+          STATUS="$(git status)"
+          echo "$STATUS"
+
+          # grep will exit non-zero if the target message isn't found,
+          # and `set -e` above will cause the step to fail.
+          echo "$STATUS" | grep 'nothing to commit, working tree clean'

.github/workflows/_release.yml

@@ -4,8 +4,8 @@
 #
 # Handles version bumping, building, and publishing to PyPI with authentication.
 
-name: "🚀 Package Release"
-run-name: "Release ${{ inputs.working-directory }} ${{ inputs.release-version }}"
+name: '🚀 Package Release'
+run-name: 'Release ${{ inputs.working-directory }} ${{ inputs.release-version }}'
 on:
   workflow_call:
     inputs:
@@ -19,11 +19,11 @@ on:
         required: true
         type: string
         description: "From which folder this pipeline executes"
-        default: "libs/langchain"
+        default: 'libs/langchain'
       release-version:
         required: true
         type: string
-        default: "0.1.0"
+        default: '0.1.0'
         description: "New version of package being released"
       dangerous-nonmaster-release:
         required: false
@@ -36,9 +36,6 @@ env:
   UV_FROZEN: "true"
   UV_NO_SYNC: "true"
 
-permissions:
-  contents: write # Required for creating GitHub releases
-
 jobs:
   # Build the distribution package and extract version info
   # Runs in isolated environment with minimal permissions for security
@@ -46,8 +43,6 @@ jobs:
     if: github.ref == 'refs/heads/master' || inputs.dangerous-nonmaster-release
     environment: Scheduled testing
     runs-on: ubuntu-latest
-    permissions:
-      contents: read
 
     outputs:
       pkg-name: ${{ steps.check-version.outputs.pkg-name }}
@@ -100,8 +95,6 @@ jobs:
     needs:
       - build
     runs-on: ubuntu-latest
-    permissions:
-      contents: read
     outputs:
       release-body: ${{ steps.generate-release-body.outputs.release-body }}
     steps:
@@ -233,8 +226,6 @@ jobs:
       - release-notes
       - test-pypi-publish
     runs-on: ubuntu-latest
-    permissions:
-      contents: read
     timeout-minutes: 20
     steps:
       - uses: actions/checkout@v5
@@ -391,12 +382,10 @@ jobs:
       - test-pypi-publish
       - pre-release-checks
     runs-on: ubuntu-latest
-    permissions:
-      contents: read
     strategy:
       matrix:
         partner: [openai, anthropic]
-      fail-fast: false # Continue testing other partners if one fails
+      fail-fast: false  # Continue testing other partners if one fails
     env:
       ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
       ANTHROPIC_FILES_API_IMAGE_ID: ${{ secrets.ANTHROPIC_FILES_API_IMAGE_ID }}
@@ -442,7 +431,7 @@ jobs:
             git ls-remote --tags origin "langchain-${{ matrix.partner }}*" \
             | awk '{print $2}' \
             | sed 's|refs/tags/||' \
-            | grep -E '[0-9]+\.[0-9]+\.[0-9]+([a-zA-Z]+[0-9]+)?$' \
+            | grep -E '==0\.3\.[0-9]+$' \
             | sort -Vr \
             | head -n 1
           )"

.github/workflows/_test_doc_imports.yml

@@ -0,0 +1,63 @@
+# Validates that all import statements in `.ipynb` notebooks are correct and functional.
+#
+# Called as part of check_diffs.yml.
+#
+# Installs test dependencies and LangChain packages in editable mode and
+# runs check_imports.py.
+
+name: '📑 Documentation Import Testing'
+
+on:
+  workflow_call:
+    inputs:
+      python-version:
+        required: true
+        type: string
+        description: "Python version to use"
+
+permissions:
+  contents: read
+
+env:
+  UV_FROZEN: "true"
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    timeout-minutes: 20
+    name: '🔍 Check Doc Imports (Python ${{ inputs.python-version }})'
+    steps:
+      - name: '📋 Checkout Code'
+        uses: actions/checkout@v5
+
+      - name: '🐍 Set up Python ${{ inputs.python-version }} + UV'
+        uses: "./.github/actions/uv_setup"
+        with:
+          python-version: ${{ inputs.python-version }}
+          cache-suffix: test-doc-imports-${{ inputs.working-directory }}
+          working-directory: ${{ inputs.working-directory }}
+
+      - name: '📦 Install Test Dependencies'
+        shell: bash
+        run: uv sync --group test
+
+      - name: '📦 Install LangChain in Editable Mode'
+        run: |
+          VIRTUAL_ENV=.venv uv pip install langchain-experimental langchain-community -e libs/core libs/langchain
+
+      - name: '🔍 Validate Documentation Import Statements'
+        shell: bash
+        run: |
+          uv run python docs/scripts/check_imports.py
+
+      - name: '🧹 Verify Clean Working Directory'
+        shell: bash
+        run: |
+          set -eu
+
+          STATUS="$(git status)"
+          echo "$STATUS"
+
+          # grep will exit non-zero if the target message isn't found,
+          # and `set -e` above will cause the step to fail.
+          echo "$STATUS" | grep 'nothing to commit, working tree clean'

.github/workflows/api_doc_build.yml

@@ -1,22 +1,24 @@
-# Build the API reference documentation for v0.3 branch.
+# Build the API reference documentation.
 #
-# Manual trigger only.
+# Runs daily. Can also be triggered manually for immediate updates.
 #
 # Built HTML pushed to langchain-ai/langchain-api-docs-html.
 #
 # Looks for langchain-ai org repos in packages.yml and checks them out.
 # Calls prep_api_docs_build.py.
 
-name: "📚 API Docs (v0.3)"
-run-name: "Build & Deploy API Reference (v0.3)"
+name: '📚 API Docs'
+run-name: 'Build & Deploy API Reference'
 
 on:
   workflow_dispatch:
-
+  schedule:
+    - cron:  '0 13 * * *'  # Runs daily at 1PM UTC (9AM EDT/6AM PDT)
 env:
   PYTHON_VERSION: "3.11"
 
 jobs:
+  # Only runs on main repository to prevent unnecessary builds on forks
   build:
     if: github.repository == 'langchain-ai/langchain' || github.event_name != 'schedule'
     runs-on: ubuntu-latest
@@ -25,16 +27,14 @@ jobs:
     steps:
       - uses: actions/checkout@v5
         with:
-          ref: v0.3
           path: langchain
-
       - uses: actions/checkout@v5
         with:
           repository: langchain-ai/langchain-api-docs-html
           path: langchain-api-docs-html
           token: ${{ secrets.TOKEN_GITHUB_API_DOCS_HTML }}
 
-      - name: "📋 Extract Repository List with yq"
+      - name: '📋 Extract Repository List with yq'
         id: get-unsorted-repos
         uses: mikefarah/yq@master
         with:
@@ -55,7 +55,7 @@ jobs:
               | .repo
             ' langchain/libs/packages.yml
 
-      - name: "📋 Parse YAML & Checkout Repositories"
+      - name: '📋 Parse YAML & Checkout Repositories'
         env:
           REPOS_UNSORTED: ${{ steps.get-unsorted-repos.outputs.result }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -81,32 +81,32 @@ jobs:
             git clone --depth 1 https://github.com/$repo.git $REPO_NAME
           done
 
-      - name: "🐍 Setup Python ${{ env.PYTHON_VERSION }}"
+      - name: '🐍 Setup Python ${{ env.PYTHON_VERSION }}'
         uses: actions/setup-python@v6
         id: setup-python
         with:
           python-version: ${{ env.PYTHON_VERSION }}
 
-      - name: "📦 Install Initial Python Dependencies using uv"
+      - name: '📦 Install Initial Python Dependencies using uv'
         working-directory: langchain
         run: |
           python -m pip install -U uv
           python -m uv pip install --upgrade --no-cache-dir pip setuptools pyyaml
 
-      - name: "📦 Organize Library Directories"
+      - name: '📦 Organize Library Directories'
         # Places cloned partner packages into libs/partners structure
         run: python langchain/.github/scripts/prep_api_docs_build.py
 
-      - name: "🧹 Clear Prior Build"
+      - name: '🧹 Clear Prior Build'
         run:
           # Remove artifacts from prior docs build
           rm -rf langchain-api-docs-html/api_reference_build/html
 
-      - name: "📦 Install Documentation Dependencies using uv"
+      - name: '📦 Install Documentation Dependencies using uv'
         working-directory: langchain
         run: |
           # Install all partner packages in editable mode with overrides
-          python -m uv pip install $(ls ./libs/partners | xargs -I {} echo "./libs/partners/{}") --overrides ./docs/vercel_overrides.txt
+          python -m uv pip install $(ls ./libs/partners | xargs -I {} echo "./libs/partners/{}") --overrides ./docs/vercel_overrides.txt --prerelease=allow
 
           # Install core langchain and other main packages
           python -m uv pip install libs/core libs/langchain libs/text-splitters libs/community libs/experimental libs/standard-tests
@@ -114,13 +114,13 @@ jobs:
           # Install Sphinx and related packages for building docs
           python -m uv pip install -r docs/api_reference/requirements.txt
 
-      - name: "🔧 Configure Git Settings"
+      - name: '🔧 Configure Git Settings'
         working-directory: langchain
         run: |
           git config --local user.email "actions@github.com"
           git config --local user.name "Github Actions"
 
-      - name: "📚 Build API Documentation"
+      - name: '📚 Build API Documentation'
         working-directory: langchain
         run: |
           # Generate the API reference RST files
@@ -149,4 +149,4 @@ jobs:
       - uses: EndBug/add-and-commit@v9
         with:
           cwd: langchain-api-docs-html
-          message: "Update API docs build from v0.3 branch"
+          message: 'Update API docs build'

.github/workflows/check-broken-links.yml

@@ -0,0 +1,30 @@
+# Runs broken link checker in /docs on a daily schedule.
+
+name: '🔗 Check Broken Links'
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron:  '0 13 * * *'  # Runs daily at 1PM UTC (9AM EDT/6AM PDT)
+
+permissions:
+  contents: read
+
+jobs:
+  check-links:
+    if: github.repository_owner == 'langchain-ai' || github.event_name != 'schedule'
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v5
+      - name: '🟢 Setup Node.js 18.x'
+        uses: actions/setup-node@v5
+        with:
+          node-version: 18.x
+          cache: "yarn"
+          cache-dependency-path: ./docs/yarn.lock
+      - name: '📦 Install Node Dependencies'
+        run: yarn install --immutable --mode=skip-build
+        working-directory: ./docs
+      - name: '🔍 Scan Documentation for Broken Links'
+        run: yarn check-broken-links
+        working-directory: ./docs

.github/workflows/check_diffs.yml

@@ -6,13 +6,14 @@
 # - Linting (_lint.yml)
 # - Unit Tests (_test.yml)
 # - Pydantic compatibility tests (_test_pydantic.yml)
+# - Documentation import tests (_test_doc_imports.yml)
 # - Integration test compilation checks (_compile_integration_test.yml)
 # - Extended test suites that require additional dependencies
 # - Codspeed benchmarks (if not labeled 'codspeed-ignore')
 #
 # Reports status to GitHub checks and PR status.
 
-name: "🔧 CI"
+name: '🔧 CI'
 
 on:
   push:
@@ -42,20 +43,20 @@ jobs:
   # This job analyzes which files changed and creates a dynamic test matrix
   # to only run tests/lints for the affected packages, improving CI efficiency
   build:
-    name: "Detect Changes & Set Matrix"
+    name: 'Detect Changes & Set Matrix'
     runs-on: ubuntu-latest
     if: ${{ !contains(github.event.pull_request.labels.*.name, 'ci-ignore') }}
     steps:
-      - name: "📋 Checkout Code"
+      - name: '📋 Checkout Code'
         uses: actions/checkout@v5
-      - name: "🐍 Setup Python 3.11"
+      - name: '🐍 Setup Python 3.11'
         uses: actions/setup-python@v6
         with:
-          python-version: "3.11"
-      - name: "📂 Get Changed Files"
+          python-version: '3.11'
+      - name: '📂 Get Changed Files'
         id: files
         uses: Ana06/get-changed-files@v2.3.0
-      - name: "🔍 Analyze Changed Files & Generate Build Matrix"
+      - name: '🔍 Analyze Changed Files & Generate Build Matrix'
         id: set-matrix
         run: |
           python -m pip install packaging requests
@@ -66,11 +67,12 @@ jobs:
       extended-tests: ${{ steps.set-matrix.outputs.extended-tests }}
       compile-integration-tests: ${{ steps.set-matrix.outputs.compile-integration-tests }}
       dependencies: ${{ steps.set-matrix.outputs.dependencies }}
+      test-doc-imports: ${{ steps.set-matrix.outputs.test-doc-imports }}
       test-pydantic: ${{ steps.set-matrix.outputs.test-pydantic }}
       codspeed: ${{ steps.set-matrix.outputs.codspeed }}
   # Run linting only on packages that have changed files
   lint:
-    needs: [build]
+    needs: [ build ]
     if: ${{ needs.build.outputs.lint != '[]' }}
     strategy:
       matrix:
@@ -84,7 +86,7 @@ jobs:
 
   # Run unit tests only on packages that have changed files
   test:
-    needs: [build]
+    needs: [ build ]
     if: ${{ needs.build.outputs.test != '[]' }}
     strategy:
       matrix:
@@ -98,7 +100,7 @@ jobs:
 
   # Test compatibility with different Pydantic versions for affected packages
   test-pydantic:
-    needs: [build]
+    needs: [ build ]
     if: ${{ needs.build.outputs.test-pydantic != '[]' }}
     strategy:
       matrix:
@@ -110,10 +112,22 @@ jobs:
       pydantic-version: ${{ matrix.job-configs.pydantic-version }}
     secrets: inherit
 
+  test-doc-imports:
+    needs: [ build ]
+    if: ${{ needs.build.outputs.test-doc-imports != '[]' }}
+    strategy:
+      matrix:
+        job-configs: ${{ fromJson(needs.build.outputs.test-doc-imports) }}
+      fail-fast: false
+    uses: ./.github/workflows/_test_doc_imports.yml
+    with:
+      python-version: ${{ matrix.job-configs.python-version }}
+    secrets: inherit
+
   # Verify integration tests compile without actually running them (faster feedback)
   compile-integration-tests:
-    name: "Compile Integration Tests"
-    needs: [build]
+    name: 'Compile Integration Tests'
+    needs: [ build ]
     if: ${{ needs.build.outputs.compile-integration-tests != '[]' }}
     strategy:
       matrix:
@@ -127,8 +141,8 @@ jobs:
 
   # Run extended test suites that require additional dependencies
   extended-tests:
-    name: "Extended Tests"
-    needs: [build]
+    name: 'Extended Tests'
+    needs: [ build ]
     if: ${{ needs.build.outputs.extended-tests != '[]' }}
     strategy:
       matrix:
@@ -143,14 +157,14 @@ jobs:
     steps:
       - uses: actions/checkout@v5
 
-      - name: "🐍 Set up Python ${{ matrix.job-configs.python-version }} + UV"
+      - name: '🐍 Set up Python ${{ matrix.job-configs.python-version }} + UV'
         uses: "./.github/actions/uv_setup"
         with:
           python-version: ${{ matrix.job-configs.python-version }}
           cache-suffix: extended-tests-${{ matrix.job-configs.working-directory }}
           working-directory: ${{ matrix.job-configs.working-directory }}
 
-      - name: "📦 Install Dependencies & Run Extended Tests"
+      - name: '📦 Install Dependencies & Run Extended Tests'
         shell: bash
         run: |
           echo "Running extended tests, installing dependencies with uv..."
@@ -159,7 +173,7 @@ jobs:
           VIRTUAL_ENV=.venv uv pip install -r extended_testing_deps.txt
           VIRTUAL_ENV=.venv make extended_tests
 
-      - name: "🧹 Verify Clean Working Directory"
+      - name: '🧹 Verify Clean Working Directory'
         shell: bash
         run: |
           set -eu
@@ -173,8 +187,8 @@ jobs:
 
   # Run codspeed benchmarks only on packages that have changed files
   codspeed:
-    name: "⚡ CodSpeed Benchmarks"
-    needs: [build]
+    name: '⚡ CodSpeed Benchmarks'
+    needs: [ build ]
     if: ${{ needs.build.outputs.codspeed != '[]' && !contains(github.event.pull_request.labels.*.name, 'codspeed-ignore') }}
     runs-on: ubuntu-latest
     strategy:
@@ -185,7 +199,7 @@ jobs:
       - uses: actions/checkout@v5
 
       # We have to use 3.12 as 3.13 is not yet supported
-      - name: "📦 Install UV Package Manager"
+      - name: '📦 Install UV Package Manager'
         uses: astral-sh/setup-uv@v6
         with:
           python-version: "3.12"
@@ -194,11 +208,11 @@ jobs:
         with:
           python-version: "3.12"
 
-      - name: "📦 Install Test Dependencies"
+      - name: '📦 Install Test Dependencies'
         run: uv sync --group test
         working-directory: ${{ matrix.job-configs.working-directory }}
 
-      - name: "⚡ Run Benchmarks: ${{ matrix.job-configs.working-directory }}"
+      - name: '⚡ Run Benchmarks: ${{ matrix.job-configs.working-directory }}'
         uses: CodSpeedHQ/action@v4
         env:
           ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
@@ -235,17 +249,8 @@ jobs:
 
   # Final status check - ensures all required jobs passed before allowing merge
   ci_success:
-    name: "✅ CI Success"
-    needs:
-      [
-        build,
-        lint,
-        test,
-        compile-integration-tests,
-        extended-tests,
-        test-pydantic,
-        codspeed,
-      ]
+    name: '✅ CI Success'
+    needs: [build, lint, test, compile-integration-tests, extended-tests, test-doc-imports, test-pydantic, codspeed]
     if: |
       always()
     runs-on: ubuntu-latest
@@ -254,7 +259,7 @@ jobs:
       RESULTS_JSON: ${{ toJSON(needs.*.result) }}
       EXIT_CODE: ${{!contains(needs.*.result, 'failure') && !contains(needs.*.result, 'cancelled') && '0' || '1'}}
     steps:
-      - name: "🎉 All Checks Passed"
+      - name: '🎉 All Checks Passed'
         run: |
           echo $JOBS_JSON
           echo $RESULTS_JSON

.github/workflows/check_new_docs.yml

@@ -0,0 +1,41 @@
+# For integrations, we run check_templates.py to ensure that new docs use the correct
+# templates based on their type. See the script for more details.
+
+name: '📑 Integration Docs Lint'
+
+on:
+  push:
+    branches: [master]
+  pull_request:
+
+# 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.
+#
+# There's no point in testing an outdated version of the code. GitHub only allows
+# a limited number of job runners to be active at the same time, so it's better to cancel
+# pointless jobs early so that more useful jobs can run sooner.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+permissions:
+  contents: read
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v5
+      - uses: actions/setup-python@v6
+        with:
+          python-version: '3.10'
+      - id: files
+        uses: Ana06/get-changed-files@v2.3.0
+        with:
+          filter: |
+            *.ipynb
+            *.md
+            *.mdx
+      - name: '🔍 Check New Documentation Templates'
+        run: |
+          python docs/scripts/check_templates.py ${{ steps.files.outputs.added }}

.github/workflows/people.yml

@@ -0,0 +1,30 @@
+# Updates the LangChain People data by fetching the latest info from the LangChain Git.
+# TODO: broken/not used
+
+name: '👥 LangChain People'
+run-name: 'Update People Data'
+on:
+  schedule:
+    - cron: "0 14 1 * *"  # Runs at 14:00 UTC on the 1st of every month (10AM EDT/7AM PDT)
+  push:
+    branches: [jacob/people]
+  workflow_dispatch:
+
+jobs:
+  langchain-people:
+    if: github.repository_owner == 'langchain-ai' || github.event_name != 'schedule'
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+    steps:
+      - name: '📋 Dump GitHub Context'
+        env:
+          GITHUB_CONTEXT: ${{ toJson(github) }}
+        run: echo "$GITHUB_CONTEXT"
+      - uses: actions/checkout@v5
+      # Ref: https://github.com/actions/runner/issues/2033
+      - name: '🔧 Fix Git Safe Directory in Container'
+        run: mkdir -p /home/runner/work/_temp/_github_home && printf "[safe]\n\tdirectory = /github/workspace" > /home/runner/work/_temp/_github_home/.gitconfig
+      - uses: ./.github/actions/people
+        with:
+          token: ${{ secrets.LANGCHAIN_PEOPLE_GITHUB_TOKEN }}

.github/workflows/pr_lint.yml

@@ -15,7 +15,7 @@
 # Allowed Types:
 #   * feat       — a new feature (MINOR)
 #   * fix        — a bug fix (PATCH)
-#   * docs       — documentation only changes
+#   * docs       — documentation only changes (either in /docs or code comments)
 #   * style      — formatting, linting, etc.; no code change or typing refactors
 #   * refactor   — code change that neither fixes a bug nor adds a feature
 #   * perf       — code change that improves performance
@@ -35,14 +35,11 @@
 # Rules:
 #   1. The 'Type' must start with a lowercase letter.
 #   2. Breaking changes: append "!" after type/scope (e.g., feat!: drop x support)
-#   3. When releasing (updating the pyproject.toml and uv.lock), the commit message
-#      should be: `release(scope): x.y.z` (e.g., `release(core): 1.2.0` with no
-#      body, footer, or preceeding/proceeding text).
 #
 # Enforces Conventional Commits format for pull request titles to maintain a clear and
 # machine-readable change history.
 
-name: "🏷️ PR Title Lint"
+name: '🏷️ PR Title Lint'
 
 permissions:
   pull-requests: read
@@ -54,10 +51,10 @@ on:
 jobs:
   # Validates that PR title follows Conventional Commits 1.0.0 specification
   lint-pr-title:
-    name: "validate format"
+    name: 'validate format'
     runs-on: ubuntu-latest
     steps:
-      - name: "✅ Validate Conventional Commits Format"
+      - name: '✅ Validate Conventional Commits Format'
         uses: amannn/action-semantic-pull-request@v6
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/run_notebooks.yml

@@ -0,0 +1,79 @@
+# Integration tests for documentation notebooks.
+
+name: '📓 Validate Documentation Notebooks'
+run-name: 'Test notebooks in ${{ inputs.working-directory  }}'
+on:
+  workflow_dispatch:
+    inputs:
+      python_version:
+        description: 'Python version'
+        required: false
+        default: '3.11'
+      working-directory:
+        description: 'Working directory or subset (e.g., docs/docs/tutorials/llm_chain.ipynb or docs/docs/how_to)'
+        required: false
+        default: 'all'
+  schedule:
+    - cron: '0 13 * * *'
+
+permissions:
+  contents: read
+
+env:
+  UV_FROZEN: "true"
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    if: github.repository == 'langchain-ai/langchain' || github.event_name != 'schedule'
+    name: '📑 Test Documentation Notebooks'
+    steps:
+      - uses: actions/checkout@v5
+
+      - name: '🐍 Set up Python + UV'
+        uses: "./.github/actions/uv_setup"
+        with:
+          python-version: ${{ github.event.inputs.python_version || '3.11' }}
+          cache-suffix: run-notebooks-${{ github.event.inputs.working-directory || 'all' }}
+          working-directory: ${{ github.event.inputs.working-directory || '**' }}
+
+      - name: '🔐 Authenticate to Google Cloud'
+        id: 'auth'
+        uses: google-github-actions/auth@v3
+        with:
+          credentials_json: '${{ secrets.GOOGLE_CREDENTIALS }}'
+
+      - name: '🔐 Configure AWS Credentials'
+        uses: aws-actions/configure-aws-credentials@v5
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ secrets.AWS_REGION }}
+
+      - name: '📦 Install Dependencies'
+        run: |
+          uv sync --group dev --group test
+
+      - name: '📦 Pre-download Test Files'
+        run: |
+          uv run python docs/scripts/cache_data.py
+          curl -s https://raw.githubusercontent.com/lerocha/chinook-database/master/ChinookDatabase/DataSources/Chinook_Sqlite.sql | sqlite3 docs/docs/how_to/Chinook.db
+          cp docs/docs/how_to/Chinook.db docs/docs/tutorials/Chinook.db
+
+      - name: '🔧 Prepare Notebooks for CI'
+        run: |
+          uv run python docs/scripts/prepare_notebooks_for_ci.py --comment-install-cells --working-directory ${{ github.event.inputs.working-directory || 'all' }}
+
+      - name: '🚀 Execute Notebooks'
+        env:
+          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
+          FIREWORKS_API_KEY: ${{ secrets.FIREWORKS_API_KEY }}
+          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
+          GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }}
+          MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          TAVILY_API_KEY: ${{ secrets.TAVILY_API_KEY }}
+          TOGETHER_API_KEY: ${{ secrets.TOGETHER_API_KEY }}
+          WORKING_DIRECTORY: ${{ github.event.inputs.working-directory || 'all' }}
+        run: |
+          ./docs/scripts/execute_notebooks.sh $WORKING_DIRECTORY

.github/workflows/scheduled_test.yml

@@ -4,8 +4,8 @@
 #
 # Runs daily. Can also be triggered manually for immediate updates.
 
-name: "⏰ Integration Tests"
-run-name: "Run Integration Tests - ${{ inputs.working-directory-force || 'all libs' }} (Python ${{ inputs.python-version-force || '3.10, 3.13' }})"
+name: '⏰ Scheduled Integration Tests'
+run-name: "Run Integration Tests - ${{ inputs.working-directory-force || 'all libs' }} (Python ${{ inputs.python-version-force || '3.9, 3.11' }})"
 
 on:
   workflow_dispatch:
@@ -15,9 +15,9 @@ on:
         description: "From which folder this pipeline executes - defaults to all in matrix - example value: libs/partners/anthropic"
       python-version-force:
         type: string
-        description: "Python version to use - defaults to 3.10 and 3.13 in matrix - example value: 3.11"
+        description: "Python version to use - defaults to 3.9 and 3.11 in matrix - example value: 3.9"
   schedule:
-    - cron: "0 13 * * *" # Runs daily at 1PM UTC (9AM EDT/6AM PDT)
+    - cron:  '0 13 * * *'  # Runs daily at 1PM UTC (9AM EDT/6AM PDT)
 
 permissions:
   contents: read
@@ -34,11 +34,11 @@ jobs:
   compute-matrix:
     if: github.repository_owner == 'langchain-ai' || github.event_name != 'schedule'
     runs-on: ubuntu-latest
-    name: "📋 Compute Test Matrix"
+    name: '📋 Compute Test Matrix'
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - name: "🔢 Generate Python & Library Matrix"
+      - name: '🔢 Generate Python & Library Matrix'
         id: set-matrix
         env:
           DEFAULT_LIBS: ${{ env.DEFAULT_LIBS }}
@@ -46,9 +46,9 @@ jobs:
           PYTHON_VERSION_FORCE: ${{ github.event.inputs.python-version-force || '' }}
         run: |
           # echo "matrix=..." where matrix is a json formatted str with keys python-version and working-directory
-          # python-version should default to 3.10 and 3.13, but is overridden to [PYTHON_VERSION_FORCE] if set
+          # python-version should default to 3.9 and 3.11, but is overridden to [PYTHON_VERSION_FORCE] if set
           # working-directory should default to DEFAULT_LIBS, but is overridden to [WORKING_DIRECTORY_FORCE] if set
-          python_version='["3.10", "3.13"]'
+          python_version='["3.9", "3.11"]'
           working_directory="$DEFAULT_LIBS"
           if [ -n "$PYTHON_VERSION_FORCE" ]; then
             python_version="[\"$PYTHON_VERSION_FORCE\"]"
@@ -63,7 +63,7 @@ jobs:
   # Tests are run with Poetry or UV depending on the library's setup
   build:
     if: github.repository_owner == 'langchain-ai' || github.event_name != 'schedule'
-    name: "🐍 Python ${{ matrix.python-version }}: ${{ matrix.working-directory }}"
+    name: '🐍 Python ${{ matrix.python-version }}: ${{ matrix.working-directory }}'
     runs-on: ubuntu-latest
     needs: [compute-matrix]
     timeout-minutes: 30
@@ -86,7 +86,7 @@ jobs:
           repository: langchain-ai/langchain-aws
           path: langchain-aws
 
-      - name: "📦 Organize External Libraries"
+      - name: '📦 Organize External Libraries'
         run: |
           rm -rf \
             langchain/libs/partners/google-genai \
@@ -95,7 +95,7 @@ jobs:
           mv langchain-google/libs/vertexai langchain/libs/partners/google-vertexai
           mv langchain-aws/libs/aws langchain/libs/partners/aws
 
-      - name: "🐍 Set up Python ${{ matrix.python-version }} + Poetry"
+      - name: '🐍 Set up Python ${{ matrix.python-version }} + Poetry'
         if: contains(env.POETRY_LIBS, matrix.working-directory)
         uses: "./langchain/.github/actions/poetry_setup"
         with:
@@ -104,48 +104,45 @@ jobs:
           working-directory: langchain/${{ matrix.working-directory }}
           cache-key: scheduled
 
-      - name: "🐍 Set up Python ${{ matrix.python-version }} + UV"
+      - name: '🐍 Set up Python ${{ matrix.python-version }} + UV'
         if: "!contains(env.POETRY_LIBS, matrix.working-directory)"
         uses: "./langchain/.github/actions/uv_setup"
         with:
           python-version: ${{ matrix.python-version }}
 
-      - name: "🔐 Authenticate to Google Cloud"
-        id: "auth"
+      - name: '🔐 Authenticate to Google Cloud'
+        id: 'auth'
         uses: google-github-actions/auth@v3
         with:
-          credentials_json: "${{ secrets.GOOGLE_CREDENTIALS }}"
+          credentials_json: '${{ secrets.GOOGLE_CREDENTIALS }}'
 
-      - name: "🔐 Configure AWS Credentials"
+      - name: '🔐 Configure AWS Credentials'
         uses: aws-actions/configure-aws-credentials@v5
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
           aws-region: ${{ secrets.AWS_REGION }}
 
-      - name: "📦 Install Dependencies (Poetry)"
+      - name: '📦 Install Dependencies (Poetry)'
         if: contains(env.POETRY_LIBS, matrix.working-directory)
         run: |
           echo "Running scheduled tests, installing dependencies with poetry..."
           cd langchain/${{ matrix.working-directory }}
           poetry install --with=test_integration,test
 
-      - name: "📦 Install Dependencies (UV)"
+      - name: '📦 Install Dependencies (UV)'
         if: "!contains(env.POETRY_LIBS, matrix.working-directory)"
         run: |
           echo "Running scheduled tests, installing dependencies with uv..."
           cd langchain/${{ matrix.working-directory }}
           uv sync --group test --group test_integration
 
-      - name: "🚀 Run Integration Tests"
+      - name: '🚀 Run Integration Tests'
         env:
-          AI21_API_KEY: ${{ secrets.AI21_API_KEY }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
           ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
           ANTHROPIC_FILES_API_IMAGE_ID: ${{ secrets.ANTHROPIC_FILES_API_IMAGE_ID }}
           ANTHROPIC_FILES_API_PDF_ID: ${{ secrets.ANTHROPIC_FILES_API_PDF_ID }}
-          ASTRA_DB_API_ENDPOINT: ${{ secrets.ASTRA_DB_API_ENDPOINT }}
-          ASTRA_DB_APPLICATION_TOKEN: ${{ secrets.ASTRA_DB_APPLICATION_TOKEN }}
-          ASTRA_DB_KEYSPACE: ${{ secrets.ASTRA_DB_KEYSPACE }}
           AZURE_OPENAI_API_VERSION: ${{ secrets.AZURE_OPENAI_API_VERSION }}
           AZURE_OPENAI_API_BASE: ${{ secrets.AZURE_OPENAI_API_BASE }}
           AZURE_OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY }}
@@ -153,34 +150,23 @@ jobs:
           AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME }}
           AZURE_OPENAI_LLM_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LLM_DEPLOYMENT_NAME }}
           AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME }}
-          COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }}
           DEEPSEEK_API_KEY: ${{ secrets.DEEPSEEK_API_KEY }}
-          ES_URL: ${{ secrets.ES_URL }}
-          ES_CLOUD_ID: ${{ secrets.ES_CLOUD_ID }}
-          ES_API_KEY: ${{ secrets.ES_API_KEY }}
-          EXA_API_KEY: ${{ secrets.EXA_API_KEY }}
           FIREWORKS_API_KEY: ${{ secrets.FIREWORKS_API_KEY }}
-          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
-          GOOGLE_SEARCH_API_KEY: ${{ secrets.GOOGLE_SEARCH_API_KEY }}
-          GOOGLE_CSE_ID: ${{ secrets.GOOGLE_CSE_ID }}
           GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }}
           HUGGINGFACEHUB_API_TOKEN: ${{ secrets.HUGGINGFACEHUB_API_TOKEN }}
           MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }}
-          MONGODB_ATLAS_URI: ${{ secrets.MONGODB_ATLAS_URI }}
-          NOMIC_API_KEY: ${{ secrets.NOMIC_API_KEY }}
-          NVIDIA_API_KEY: ${{ secrets.NVIDIA_API_KEY }}
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-          PPLX_API_KEY: ${{ secrets.PPLX_API_KEY }}
-          TOGETHER_API_KEY: ${{ secrets.TOGETHER_API_KEY }}
-          UPSTAGE_API_KEY: ${{ secrets.UPSTAGE_API_KEY }}
-          WATSONX_APIKEY: ${{ secrets.WATSONX_APIKEY }}
-          WATSONX_PROJECT_ID: ${{ secrets.WATSONX_PROJECT_ID }}
           XAI_API_KEY: ${{ secrets.XAI_API_KEY }}
+          COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }}
+          NVIDIA_API_KEY: ${{ secrets.NVIDIA_API_KEY }}
+          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
+          GOOGLE_SEARCH_API_KEY: ${{ secrets.GOOGLE_SEARCH_API_KEY }}
+          GOOGLE_CSE_ID: ${{ secrets.GOOGLE_CSE_ID }}
+          PPLX_API_KEY: ${{ secrets.PPLX_API_KEY }}
         run: |
           cd langchain/${{ matrix.working-directory }}
           make integration_tests
 
-      - name: "🧹 Clean up External Libraries"
+      - name: '🧹 Clean up External Libraries'
         # Clean up external libraries to avoid affecting the following git status check
         run: |
           rm -rf \
@@ -188,7 +174,7 @@ jobs:
             langchain/libs/partners/google-vertexai \
             langchain/libs/partners/aws
 
-      - name: "🧹 Verify Clean Working Directory"
+      - name: '🧹 Verify Clean Working Directory'
         working-directory: langchain
         run: |
           set -eu

.github/workflows/v1_changes.md

@@ -5,4 +5,5 @@ in the new docs repo:
 - people.yml: Need to fix and somehow display on the new docs site
   - Subsequently, `.github/actions/people/`
 - _test_doc_imports.yml
+- check_new_docs.yml
 - check-broken-links.yml

.gitignore

@@ -77,6 +77,10 @@ instance/
 # Scrapy stuff:
 .scrapy
 
+# Sphinx documentation
+docs/_build/
+docs/docs/_build/
+
 # PyBuilder
 target/
 
@@ -157,6 +161,25 @@ data_map*
 *replit*
 
 node_modules
+docs/.yarn/
+docs/node_modules/
+docs/.docusaurus/
+docs/.cache-loader/
+docs/_dist
+docs/api_reference/*api_reference.rst
+docs/api_reference/*.md
+docs/api_reference/_build
+docs/api_reference/*/
+!docs/api_reference/_static/
+!docs/api_reference/templates/
+!docs/api_reference/themes/
+!docs/api_reference/_extensions/
+!docs/api_reference/scripts/
+docs/docs/build
+docs/docs/node_modules
+docs/docs/yarn.lock
+_dist
+docs/docs/templates
 
 prof
 virtualenv/

.pre-commit-config.yaml

@@ -97,3 +97,9 @@ repos:
         entry: make -C libs/partners/qdrant format lint
         files: ^libs/partners/qdrant/
         pass_filenames: false
+      - id: root
+        name: format and lint docs, cookbook
+        language: system
+        entry: make format lint
+        files: ^(docs|cookbook)/
+        pass_filenames: false

.vscode/settings.json

@@ -1,6 +1,7 @@
 {
   "python.analysis.include": [
     "libs/**",
+    "docs/**",
     "cookbook/**"
   ],
   "python.analysis.exclude": [
@@ -9,6 +10,8 @@
     "**/.pytest_cache",
     "**/.*",
     "_dist/**",
+    "docs/_build/**",
+    "docs/api_reference/_build/**"
   ],
   "python.analysis.autoImportCompletions": true,
   "python.analysis.typeCheckingMode": "basic",
@@ -38,6 +41,8 @@
     "**/.mypy_cache": true,
     "**/.ruff_cache": true,
     "_dist/**": true,
+    "docs/_build/**": true,
+    "docs/api_reference/_build/**": true,
     "**/node_modules": true,
     "**/.git": false
   },
@@ -45,6 +50,8 @@
     "**/__pycache__": true,
     "**/*.pyc": true,
     "_dist/**": true,
+    "docs/_build/**": true,
+    "docs/api_reference/_build/**": true,
     "**/node_modules": true,
     "**/.git": true,
     "uv.lock": true,

AGENTS.md

@@ -26,7 +26,7 @@ def get_user(user_id: str, verbose: bool = False) -> User:
 - Check if the function/class is exported in `__init__.py`
 - Look for existing usage patterns in tests and examples
 - Use keyword-only arguments for new parameters: `*, new_param: str = "default"`
-- Mark experimental features clearly with docstring warnings (using MkDocs Material admonitions, like `!!! warning`)
+- Mark experimental features clearly with docstring warnings (using reStructuredText, like `.. warning::`)
 
 🧠 *Ask yourself:* "Would this change break someone's code if they used it last week?"
 
@@ -166,6 +166,7 @@ def send_email(to: str, msg: str, *, priority: str = "normal") -> bool:
 - Focus on "why" rather than "what" in descriptions
 - Document all parameters, return values, and exceptions
 - Keep descriptions concise but clear
+- Use reStructuredText for docstrings to enable rich formatting
 
 📌 *Tip:* Keep descriptions concise but clear. Only document return values if non-obvious.
 

CLAUDE.md

@@ -26,7 +26,7 @@ def get_user(user_id: str, verbose: bool = False) -> User:
 - Check if the function/class is exported in `__init__.py`
 - Look for existing usage patterns in tests and examples
 - Use keyword-only arguments for new parameters: `*, new_param: str = "default"`
-- Mark experimental features clearly with docstring warnings (using MkDocs Material admonitions, like `!!! warning`)
+- Mark experimental features clearly with docstring warnings (using reStructuredText, like `.. warning::`)
 
 🧠 *Ask yourself:* "Would this change break someone's code if they used it last week?"
 
@@ -166,6 +166,7 @@ def send_email(to: str, msg: str, *, priority: str = "normal") -> bool:
 - Focus on "why" rather than "what" in descriptions
 - Document all parameters, return values, and exceptions
 - Keep descriptions concise but clear
+- Use reStructuredText for docstrings to enable rich formatting
 
 📌 *Tip:* Keep descriptions concise but clear. Only document return values if non-obvious.
 

Makefile

@@ -0,0 +1,107 @@
+.PHONY: all clean help docs_build docs_clean docs_linkcheck api_docs_build api_docs_clean api_docs_linkcheck lint lint_package lint_tests format format_diff
+
+.EXPORT_ALL_VARIABLES:
+UV_FROZEN = true
+
+## help: Show this help info.
+help: Makefile
+	@printf "\n\033[1mUsage: make <TARGETS> ...\033[0m\n\n\033[1mTargets:\033[0m\n\n"
+	@sed -n 's/^## //p' $< | awk -F':' '{printf "\033[36m%-30s\033[0m %s\n", $$1, $$2}' | sort | sed -e 's/^/  /'
+
+## clean: Clean documentation and API documentation artifacts.
+clean: docs_clean api_docs_clean
+
+######################
+# DOCUMENTATION
+######################
+
+## docs_build: Build the documentation.
+docs_build: docs_clean
+	@echo "📚 Building LangChain documentation..."
+	cd docs && make build
+	@echo "✅ Documentation build complete!"
+
+## docs_clean: Clean the documentation build artifacts.
+docs_clean:
+	@echo "🧹 Cleaning documentation artifacts..."
+	cd docs && make clean
+	@echo "✅ LangChain documentation cleaned"
+
+## docs_linkcheck: Run linkchecker on the documentation.
+docs_linkcheck:
+	@echo "🔗 Checking documentation links..."
+	@if [ -d _dist/docs ]; then \
+		uv run --group test linkchecker _dist/docs/ --ignore-url node_modules; \
+	else \
+		echo "⚠️  Documentation not built. Run 'make docs_build' first."; \
+		exit 1; \
+	fi
+	@echo "✅ Link check complete"
+
+## api_docs_build: Build the API Reference documentation.
+api_docs_build: clean
+	@echo "📖 Building API Reference documentation..."
+	uv pip install -e libs/cli
+	uv run --group docs python docs/api_reference/create_api_rst.py
+	cd docs/api_reference && uv run --group docs make html
+	uv run --group docs python docs/api_reference/scripts/custom_formatter.py docs/api_reference/_build/html/
+	@echo "✅ API documentation built"
+	@echo "🌐 Opening documentation in browser..."
+	open docs/api_reference/_build/html/reference.html
+
+API_PKG ?= text-splitters
+
+api_docs_quick_preview: clean
+	@echo "⚡ Building quick API preview for $(API_PKG)..."
+	uv run --group docs python docs/api_reference/create_api_rst.py $(API_PKG)
+	cd docs/api_reference && uv run --group docs make html
+	uv run --group docs python docs/api_reference/scripts/custom_formatter.py docs/api_reference/_build/html/
+	@echo "🌐 Opening preview in browser..."
+	open docs/api_reference/_build/html/reference.html
+
+## api_docs_clean: Clean the API Reference documentation build artifacts.
+api_docs_clean:
+	@echo "🧹 Cleaning API documentation artifacts..."
+	find ./docs/api_reference -name '*_api_reference.rst' -delete
+	git clean -fdX ./docs/api_reference
+	rm -f docs/api_reference/index.md
+	@echo "✅ API documentation cleaned"
+
+## api_docs_linkcheck: Run linkchecker on the API Reference documentation.
+api_docs_linkcheck:
+	@echo "🔗 Checking API documentation links..."
+	@if [ -f docs/api_reference/_build/html/index.html ]; then \
+		uv run --group test linkchecker docs/api_reference/_build/html/index.html; \
+	else \
+		echo "⚠️  API documentation not built. Run 'make api_docs_build' first."; \
+		exit 1; \
+	fi
+	@echo "✅ API link check complete"
+
+######################
+# LINTING AND FORMATTING
+######################
+
+## lint: Run linting on the project.
+lint lint_package lint_tests:
+	@echo "🔍 Running code linting and checks..."
+	uv run --group lint ruff check docs cookbook
+	uv run --group lint ruff format docs cookbook cookbook --diff
+	git --no-pager grep 'from langchain import' docs cookbook | grep -vE 'from langchain import (hub)' && echo "Error: no importing langchain from root in docs, except for hub" && exit 1 || exit 0
+
+	git --no-pager grep 'api.python.langchain.com' -- docs/docs ':!docs/docs/additional_resources/arxiv_references.mdx' ':!docs/docs/integrations/document_loaders/sitemap.ipynb' || exit 0 && \
+	echo "Error: you should link python.langchain.com/api_reference, not api.python.langchain.com in the docs" && \
+	exit 1
+	@echo "✅ Linting complete"
+
+## format: Format the project files.
+format format_diff:
+	@echo "🎨 Formatting project files..."
+	uv run --group lint ruff format docs cookbook
+	uv run --group lint ruff check --fix docs cookbook
+	@echo "✅ Formatting complete"
+
+update-package-downloads:
+	@echo "📊 Updating package download statistics..."
+	uv run python docs/scripts/packages_yml_get_downloads.py
+	@echo "✅ Package downloads updated"

README.md

@@ -1,8 +1,8 @@
 <p align="center">
   <picture>
-    <source media="(prefers-color-scheme: light)" srcset=".github/images/logo-dark.svg">
-    <source media="(prefers-color-scheme: dark)" srcset=".github/images/logo-light.svg">
-    <img alt="LangChain Logo" src=".github/images/logo-dark.svg" width="80%">
+    <source media="(prefers-color-scheme: light)" srcset="docs/static/img/logo-dark.svg">
+    <source media="(prefers-color-scheme: dark)" srcset="docs/static/img/logo-light.svg">
+    <img alt="LangChain Logo" src="docs/static/img/logo-dark.svg" width="80%">
   </picture>
 </p>
 
@@ -39,7 +39,7 @@ pip install -U langchain
 
 ---
 
-**Documentation**: To learn more about LangChain, check out [the docs](https://docs.langchain.com/).
+**Documentation**: To learn more about LangChain, check out [the docs](https://python.langchain.com/docs/introduction/).
 
 If you're looking for more advanced customization or agent orchestration, check out [LangGraph](https://langchain-ai.github.io/langgraph/), our framework for building controllable agent workflows.
 
@@ -67,11 +67,9 @@ To improve your LLM application development, pair LangChain with:
 
 ## Additional resources
 
-- [Conceptual Guides](https://docs.langchain.com/oss/python/langchain/overview): Explanations of key
-concepts behind the LangChain framework.
-- [Tutorials](https://docs.langchain.com/oss/python/learn): Simple walkthroughs with
-guided examples on getting started with LangChain.
-- [API Reference](https://reference.langchain.com/python/): Detailed reference on
-navigating base packages and integrations for LangChain.
+- [Tutorials](https://python.langchain.com/docs/tutorials/): Simple walkthroughs with guided examples on getting started with LangChain.
+- [How-to Guides](https://python.langchain.com/docs/how_to/): Quick, actionable code snippets for topics such as tool calling, RAG use cases, and more.
+- [Conceptual Guides](https://python.langchain.com/docs/concepts/): Explanations of key concepts behind the LangChain framework.
 - [LangChain Forum](https://forum.langchain.com/): Connect with the community and share all of your technical questions, ideas, and feedback.
+- [API Reference](https://python.langchain.com/api_reference/): Detailed reference on navigating base packages and integrations for LangChain.
 - [Chat LangChain](https://chat.langchain.com/): Ask questions & chat with our documentation.

SECURITY.md

@@ -35,7 +35,7 @@ open source projects at [huntr](https://huntr.com/bounties/disclose/?target=http
 Before reporting a vulnerability, please review:
 
 1) In-Scope Targets and Out-of-Scope Targets below.
-2) The [langchain-ai/langchain](https://docs.langchain.com/oss/python/contributing/code#repository-structure) monorepo structure.
+2) The [langchain-ai/langchain](https://docs.langchain.com/oss/python/contributing/code#supporting-packages) monorepo structure.
 3) The [Best Practices](#best-practices) above to understand what we consider to be a security vulnerability vs. developer responsibility.
 
 ### In-Scope Targets

docs/.gitignore

@@ -0,0 +1,3 @@
+/.quarto/
+src/supabase.d.ts
+build

docs/.yarnrc.yml

@@ -0,0 +1 @@
+nodeLinker: node-modules

docs/Makefile

@@ -0,0 +1,116 @@
+# We build the docs in these stages:
+# 1. Install vercel and python dependencies
+# 2. Copy files from "source dir" to "intermediate dir"
+# 2. Generate files like model feat table, etc in "intermediate dir"
+# 3. Copy files to their right spots (e.g. langserve readme) in "intermediate dir"
+# 4. Build the docs from "intermediate dir" to "output dir"
+
+SOURCE_DIR = docs/
+INTERMEDIATE_DIR = build/intermediate/docs
+
+OUTPUT_NEW_DIR = build/output-new
+OUTPUT_NEW_DOCS_DIR = $(OUTPUT_NEW_DIR)/docs
+
+PYTHON = .venv/bin/python
+
+PORT ?= 3001
+
+clean:
+	rm -rf build
+
+clean-cache:
+	rm -rf build .venv/deps_installed
+
+install-vercel-deps:
+	yum -y -q update
+	yum -y -q install gcc bzip2-devel libffi-devel zlib-devel wget tar gzip rsync -y
+
+install-py-deps:
+	@echo "📦 Installing Python dependencies..."
+	@if [ ! -d .venv ]; then python3 -m venv .venv; fi
+	@if [ ! -f .venv/deps_installed ]; then \
+		$(PYTHON) -m pip install -q --upgrade pip --disable-pip-version-check; \
+		$(PYTHON) -m pip install -q --upgrade uv; \
+		$(PYTHON) -m uv pip install -q --pre -r vercel_requirements.txt; \
+		$(PYTHON) -m uv pip install -q --pre $$($(PYTHON) scripts/partner_deps_list.py) --overrides vercel_overrides.txt; \
+		touch .venv/deps_installed; \
+	fi
+	@echo "✅ Dependencies installed"
+
+generate-files:
+	@echo "📄 Generating documentation files..."
+	mkdir -p $(INTERMEDIATE_DIR)
+	cp -rp $(SOURCE_DIR)/* $(INTERMEDIATE_DIR)
+	@if [ ! -f build/langserve_readme_cache.md ] || [ $$(find build/langserve_readme_cache.md -mtime +1 -print) ]; then \
+		echo "🌐 Downloading LangServe README..."; \
+		curl -s https://raw.githubusercontent.com/langchain-ai/langserve/main/README.md | sed 's/<=/\&lt;=/g' > build/langserve_readme_cache.md; \
+	fi
+	cp build/langserve_readme_cache.md $(INTERMEDIATE_DIR)/langserve.md
+	cp ../SECURITY.md $(INTERMEDIATE_DIR)/security.md
+	@echo "🔧 Generating feature tables and processing links..."
+	$(PYTHON) scripts/tool_feat_table.py $(INTERMEDIATE_DIR) & \
+	$(PYTHON) scripts/kv_store_feat_table.py $(INTERMEDIATE_DIR) & \
+	$(PYTHON) scripts/partner_pkg_table.py $(INTERMEDIATE_DIR) & \
+	$(PYTHON) scripts/resolve_local_links.py $(INTERMEDIATE_DIR)/langserve.md https://github.com/langchain-ai/langserve/tree/main/ & \
+	wait
+	@echo "✅ Files generated"
+
+copy-infra:
+	@echo "📂 Copying infrastructure files..."
+	mkdir -p $(OUTPUT_NEW_DIR)
+	cp -r src $(OUTPUT_NEW_DIR)
+	cp vercel.json $(OUTPUT_NEW_DIR)
+	cp babel.config.js $(OUTPUT_NEW_DIR)
+	cp -r data $(OUTPUT_NEW_DIR)
+	cp docusaurus.config.js $(OUTPUT_NEW_DIR)
+	cp package.json $(OUTPUT_NEW_DIR)
+	cp sidebars.js $(OUTPUT_NEW_DIR)
+	cp -r static $(OUTPUT_NEW_DIR)
+	cp -r ../libs/cli/langchain_cli/integration_template $(OUTPUT_NEW_DIR)/src/theme
+	cp yarn.lock $(OUTPUT_NEW_DIR)
+	@echo "✅ Infrastructure files copied"
+
+render:
+	@echo "📓 Converting notebooks (this may take a while)..."
+	$(PYTHON) scripts/notebook_convert.py $(INTERMEDIATE_DIR) $(OUTPUT_NEW_DOCS_DIR)
+	@echo "✅ Notebooks converted"
+
+md-sync:
+	@echo "📝 Syncing markdown files..."
+	rsync -avmq --include="*/" --include="*.mdx" --include="*.md" --include="*.png" --include="*/_category_.yml" --exclude="*" $(INTERMEDIATE_DIR)/ $(OUTPUT_NEW_DOCS_DIR)
+	@echo "✅ Markdown files synced"
+
+append-related:
+	@echo "🔗 Appending related links..."
+	$(PYTHON) scripts/append_related_links.py $(OUTPUT_NEW_DOCS_DIR)
+	@echo "✅ Related links appended"
+
+generate-references:
+	$(PYTHON) scripts/generate_api_reference_links.py --docs_dir $(OUTPUT_NEW_DOCS_DIR)
+
+update-md: generate-files md-sync
+
+build: install-py-deps generate-files copy-infra render md-sync append-related
+	@echo ""
+	@echo "🎉 Documentation build complete!"
+	@echo "📖 To view locally, run: cd docs && make start"
+	@echo ""
+
+vercel-build: install-vercel-deps build generate-references
+	rm -rf docs
+	mv $(OUTPUT_NEW_DOCS_DIR) docs
+	cp -r ../libs/cli/langchain_cli/integration_template src/theme
+	rm -rf build
+	mkdir static/api_reference
+	git clone --depth=1 https://github.com/langchain-ai/langchain-api-docs-html.git
+	mv langchain-api-docs-html/api_reference_build/html/* static/api_reference/
+	rm -rf langchain-api-docs-html
+	NODE_OPTIONS="--max-old-space-size=5000" yarn run docusaurus build
+
+start:
+	@echo "🚀 Starting documentation server on port $(PORT)..."
+	@echo "📖 Installing Node.js dependencies..."
+	cd $(OUTPUT_NEW_DIR) && yarn install --silent
+	@echo "🌐 Starting server at http://localhost:$(PORT)"
+	@echo "Press Ctrl+C to stop the server"
+	cd $(OUTPUT_NEW_DIR) && yarn start --port=$(PORT)

docs/README.md

@@ -0,0 +1,154 @@
+# LangChain Documentation
+
+For more information on contributing to our documentation, see the [Documentation Contributing Guide](https://python.langchain.com/docs/contributing/how_to/documentation).
+
+## Structure
+
+The primary documentation is located in the `docs/` directory. This directory contains
+both the source files for the main documentation as well as the API reference doc
+build process.
+
+### API Reference
+
+API reference documentation is located in `docs/api_reference/` and is generated from
+the codebase using Sphinx.
+
+The API reference have additional build steps that differ from the main documentation.
+
+#### Deployment Process
+
+Currently, the build process roughly follows these steps:
+
+1. Using the `api_doc_build.yml` GitHub workflow, the API reference docs are
+    [built](#build-technical-details) and copied to the `langchain-api-docs-html`
+    repository. This workflow is triggered either (1) on a cron routine interval or (2)
+    triggered manually.
+
+    In short, the workflow extracts all `langchain-ai`-org-owned repos defined in
+    `langchain/libs/packages.yml`, clones them locally (in the workflow runner's file
+    system), and then builds the API reference RST files (using `create_api_rst.py`).
+    Following post-processing, the HTML files are pushed to the
+    `langchain-api-docs-html` repository.
+2. After the HTML files are in the `langchain-api-docs-html` repository, they are **not**
+    automatically published to the [live docs site](https://python.langchain.com/api_reference/).
+
+    The docs site is served by Vercel. The Vercel deployment process copies the HTML
+    files from the `langchain-api-docs-html` repository and deploys them to the live
+    site. Deployments are triggered on each new commit pushed to `v0.3`.
+
+#### Build Technical Details
+
+The build process creates a virtual monorepo by syncing multiple repositories, then generates comprehensive API documentation:
+
+1. **Repository Sync Phase:**
+   - `.github/scripts/prep_api_docs_build.py` - Clones external partner repos and organizes them into the `libs/partners/` structure to create a virtual monorepo for documentation building
+
+2. **RST Generation Phase:**
+   - `docs/api_reference/create_api_rst.py` - Main script that **generates RST files** from Python source code
+     - Scans `libs/` directories and extracts classes/functions from each module (using `inspect`)
+     - Creates `.rst` files using specialized templates for different object types
+     - Templates in `docs/api_reference/templates/` (`pydantic.rst`, `runnable_pydantic.rst`, etc.)
+
+3. **HTML Build Phase:**
+   - Sphinx-based, uses `sphinx.ext.autodoc` (auto-extracts docstrings from the codebase)
+     - `docs/api_reference/conf.py` (sphinx config) configures `autodoc` and other extensions
+   - `sphinx-build` processes the generated `.rst` files into HTML using autodoc
+   - `docs/api_reference/scripts/custom_formatter.py` - Post-processes the generated HTML
+   - Copies `reference.html` to `index.html` to create the default landing page (artifact? might not need to do this - just put everyhing in index directly?)
+
+4. **Deployment:**
+   - `.github/workflows/api_doc_build.yml` - Workflow responsible for orchestrating the entire build and deployment process
+   - Built HTML files are committed and pushed to the `langchain-api-docs-html` repository
+
+#### Local Build
+
+For local development and testing of API documentation, use the Makefile targets in the repository root:
+
+```bash
+# Full build
+make api_docs_build
+```
+
+Like the CI process, this target:
+
+- Installs the CLI package in editable mode
+- Generates RST files for all packages using `create_api_rst.py`
+- Builds HTML documentation with Sphinx
+- Post-processes the HTML with `custom_formatter.py`
+- Opens the built documentation (`reference.html`) in your browser
+
+**Quick Preview:**
+
+```bash
+make api_docs_quick_preview API_PKG=openai
+```
+
+- Generates RST files for only the specified package (default: `text-splitters`)
+- Builds and post-processes HTML documentation
+- Opens the preview in your browser
+
+Both targets automatically clean previous builds and handle the complete build pipeline locally, mirroring the CI process but for faster iteration during development.
+
+#### Documentation Standards
+
+**Docstring Format:**
+The API reference uses **Google-style docstrings** with reStructuredText markup. Sphinx processes these through the `sphinx.ext.napoleon` extension to generate documentation.
+
+**Required format:**
+
+```python
+def example_function(param1: str, param2: int = 5) -> bool:
+    """Brief description of the function.
+
+    Longer description can go here. Use reStructuredText syntax for
+    rich formatting like **bold** and *italic*.
+
+    TODO: code: figure out what works?
+
+    Args:
+        param1: Description of the first parameter.
+        param2: Description of the second parameter with default value.
+
+    Returns:
+        Description of the return value.
+
+    Raises:
+        ValueError: When param1 is empty.
+        TypeError: When param2 is not an integer.
+
+    .. warning::
+        This function is experimental and may change.
+    """
+```
+
+**Special Markers:**
+
+- `:private:` in docstrings excludes members from documentation
+- `.. warning::` adds warning admonitions
+
+#### Site Styling and Assets
+
+**Theme and Styling:**
+
+- Uses [**PyData Sphinx Theme**](https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html) (`pydata_sphinx_theme`)
+- Custom CSS in `docs/api_reference/_static/css/custom.css` with LangChain-specific:
+  - Color palette
+  - Inter font family
+  - Custom navbar height and sidebar formatting
+  - Deprecated/beta feature styling
+
+**Static Assets:**
+
+- Logos: `_static/wordmark-api.svg` (light) and `_static/wordmark-api-dark.svg` (dark mode)
+- Favicon: `_static/img/brand/favicon.png`
+- Custom CSS: `_static/css/custom.css`
+
+**Post-Processing:**
+
+- `scripts/custom_formatter.py` cleans up generated HTML:
+  - Shortens TOC entries from `ClassName.method()` to `method()`
+
+**Analytics and Integration:**
+
+- GitHub integration (source links, edit buttons)
+- Example backlinking through custom `ExampleLinksDirective`

docs/api_reference/Makefile

@@ -0,0 +1,21 @@
+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line, and also
+# from the environment for the first two.
+SPHINXOPTS    ?= -j auto 
+SPHINXBUILD   ?= sphinx-build
+SPHINXAUTOBUILD   ?= sphinx-autobuild
+SOURCEDIR     = .
+BUILDDIR      = _build
+
+# Put it first so that "make" without argument is like "make help".
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)

docs/api_reference/_extensions/gallery_directive.py

@@ -0,0 +1,144 @@
+"""A directive to generate a gallery of images from structured data.
+
+Generating a gallery of images that are all the same size is a common
+pattern in documentation, and this can be cumbersome if the gallery is
+generated programmatically. This directive wraps this particular use-case
+in a helper-directive to generate it with a single YAML configuration file.
+
+It currently exists for maintainers of the pydata-sphinx-theme,
+but might be abstracted into a standalone package if it proves useful.
+"""
+
+from pathlib import Path
+from typing import Any, ClassVar, Dict, List
+
+from docutils import nodes
+from docutils.parsers.rst import directives
+from sphinx.application import Sphinx
+from sphinx.util import logging
+from sphinx.util.docutils import SphinxDirective
+from yaml import safe_load
+
+logger = logging.getLogger(__name__)
+
+
+TEMPLATE_GRID = """
+`````{{grid}} {columns}
+{options}
+
+{content}
+
+`````
+"""
+
+GRID_CARD = """
+````{{grid-item-card}} {title}
+{options}
+
+{content}
+````
+"""
+
+
+class GalleryGridDirective(SphinxDirective):
+    """A directive to show a gallery of images and links in a Bootstrap grid.
+
+    The grid can be generated from a YAML file that contains a list of items, or
+    from the content of the directive (also formatted in YAML). Use the parameter
+    "class-card" to add an additional CSS class to all cards. When specifying the grid
+    items, you can use all parameters from "grid-item-card" directive to customize
+    individual cards + ["image", "header", "content", "title"].
+
+    Danger:
+        This directive can only be used in the context of a MyST documentation page as
+        the templates use Markdown flavored formatting.
+    """
+
+    name = "gallery-grid"
+    has_content = True
+    required_arguments = 0
+    optional_arguments = 1
+    final_argument_whitespace = True
+    option_spec: ClassVar[dict[str, Any]] = {
+        # A class to be added to the resulting container
+        "grid-columns": directives.unchanged,
+        "class-container": directives.unchanged,
+        "class-card": directives.unchanged,
+    }
+
+    def run(self) -> List[nodes.Node]:
+        """Create the gallery grid."""
+        if self.arguments:
+            # If an argument is given, assume it's a path to a YAML file
+            # Parse it and load it into the directive content
+            path_data_rel = Path(self.arguments[0])
+            path_doc, _ = self.get_source_info()
+            path_doc = Path(path_doc).parent
+            path_data = (path_doc / path_data_rel).resolve()
+            if not path_data.exists():
+                logger.info(f"Could not find grid data at {path_data}.")
+                nodes.text("No grid data found at {path_data}.")
+                return
+            yaml_string = path_data.read_text()
+        else:
+            yaml_string = "\n".join(self.content)
+
+        # Use all the element with an img-bottom key as sites to show
+        # and generate a card item for each of them
+        grid_items = []
+        for item in safe_load(yaml_string):
+            # remove parameters that are not needed for the card options
+            title = item.pop("title", "")
+
+            # build the content of the card using some extra parameters
+            header = f"{item.pop('header')}  \n^^^  \n" if "header" in item else ""
+            image = f"![image]({item.pop('image')})  \n" if "image" in item else ""
+            content = f"{item.pop('content')}  \n" if "content" in item else ""
+
+            # optional parameter that influence all cards
+            if "class-card" in self.options:
+                item["class-card"] = self.options["class-card"]
+
+            loc_options_str = "\n".join(f":{k}: {v}" for k, v in item.items()) + "  \n"
+
+            card = GRID_CARD.format(
+                options=loc_options_str, content=header + image + content, title=title
+            )
+            grid_items.append(card)
+
+        # Parse the template with Sphinx Design to create an output container
+        # Prep the options for the template grid
+        class_ = "gallery-directive" + f" {self.options.get('class-container', '')}"
+        options = {"gutter": 2, "class-container": class_}
+        options_str = "\n".join(f":{k}: {v}" for k, v in options.items())
+
+        # Create the directive string for the grid
+        grid_directive = TEMPLATE_GRID.format(
+            columns=self.options.get("grid-columns", "1 2 3 4"),
+            options=options_str,
+            content="\n".join(grid_items),
+        )
+
+        # Parse content as a directive so Sphinx Design processes it
+        container = nodes.container()
+        self.state.nested_parse([grid_directive], 0, container)
+
+        # Sphinx Design outputs a container too, so just use that
+        return [container.children[0]]
+
+
+def setup(app: Sphinx) -> Dict[str, Any]:
+    """Add custom configuration to sphinx app.
+
+    Args:
+        app: the Sphinx application
+
+    Returns:
+        the 2 parallel parameters set to ``True``.
+    """
+    app.add_directive("gallery-grid", GalleryGridDirective)
+
+    return {
+        "parallel_read_safe": True,
+        "parallel_write_safe": True,
+    }

docs/api_reference/_static/css/custom.css

@@ -0,0 +1,396 @@
+@import url('https://fonts.googleapis.com/css2?family=Inter:wght@400;700&display=swap');
+
+/*******************************************************************************
+* master color map. Only the colors that actually differ between light and dark
+* themes are specified separately.
+*
+* To see the full list of colors see https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1234%3A765&t=ifcFT1JtnrSshGfi-1
+*/
+/**
+* Function to get items from nested maps
+*/
+/* Assign base colors for the PyData theme */
+:root {
+  --pst-teal-50: #f4fbfc;
+  --pst-teal-100: #e9f6f8;
+  --pst-teal-200: #d0ecf1;
+  --pst-teal-300: #abdde6;
+  --pst-teal-400: #3fb1c5;
+  --pst-teal-500: #0a7d91;
+  --pst-teal-600: #085d6c;
+  --pst-teal-700: #064752;
+  --pst-teal-800: #042c33;
+  --pst-teal-900: #021b1f;
+  --pst-violet-50: #f4eefb;
+  --pst-violet-100: #e0c7ff;
+  --pst-violet-200: #d5b4fd;
+  --pst-violet-300: #b780ff;
+  --pst-violet-400: #9c5ffd;
+  --pst-violet-500: #8045e5;
+  --pst-violet-600: #6432bd;
+  --pst-violet-700: #4b258f;
+  --pst-violet-800: #341a61;
+  --pst-violet-900: #1e0e39;
+  --pst-gray-50: #f9f9fa;
+  --pst-gray-100: #f3f4f5;
+  --pst-gray-200: #e5e7ea;
+  --pst-gray-300: #d1d5da;
+  --pst-gray-400: #9ca4af;
+  --pst-gray-500: #677384;
+  --pst-gray-600: #48566b;
+  --pst-gray-700: #29313d;
+  --pst-gray-800: #222832;
+  --pst-gray-900: #14181e;
+  --pst-pink-50: #fcf8fd;
+  --pst-pink-100: #fcf0fa;
+  --pst-pink-200: #f8dff5;
+  --pst-pink-300: #f3c7ee;
+  --pst-pink-400: #e47fd7;
+  --pst-pink-500: #c132af;
+  --pst-pink-600: #912583;
+  --pst-pink-700: #6e1c64;
+  --pst-pink-800: #46123f;
+  --pst-pink-900: #2b0b27;
+  --pst-foundation-white: #ffffff;
+  --pst-foundation-black: #14181e;
+  --pst-green-10: #f1fdfd;
+  --pst-green-50: #E0F7F6;
+  --pst-green-100: #B3E8E6;
+  --pst-green-200: #80D6D3;
+  --pst-green-300: #4DC4C0;
+  --pst-green-400: #4FB2AD;
+  --pst-green-500: #287977;
+  --pst-green-600: #246161;
+  --pst-green-700: #204F4F;
+  --pst-green-800: #1C3C3C;
+  --pst-green-900: #0D2427;
+  --pst-lilac-50: #f4eefb;
+  --pst-lilac-100: #DAD6FE;
+  --pst-lilac-200: #BCB2FD;
+  --pst-lilac-300: #9F8BFA;
+  --pst-lilac-400: #7F5CF6;
+  --pst-lilac-500: #6F3AED;
+  --pst-lilac-600: #6028D9;
+  --pst-lilac-700: #5021B6;
+  --pst-lilac-800: #431D95;
+  --pst-lilac-900: #1e0e39;
+  --pst-header-height: 2.5rem;
+}
+
+html {
+    --pst-font-family-base: 'Inter';
+    --pst-font-family-heading: 'Inter Tight', sans-serif;
+
+    --pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-triangle);
+}
+
+/*******************************************************************************
+* write the color rules for each theme (light/dark)
+*/
+/* NOTE:
+ * Mixins enable us to reuse the same definitions for the different modes
+ * https://sass-lang.com/documentation/at-rules/mixin
+ * something inserts a variable into a CSS selector or property name
+ * https://sass-lang.com/documentation/interpolation
+ */
+/* Defaults to light mode if data-theme is not set */
+html:not([data-theme]), html[data-theme=light] {
+  --pst-color-primary: #287977;
+  --pst-color-primary-bg: #80D6D3;
+  --pst-color-secondary: #6F3AED;
+  --pst-color-secondary-bg: #DAD6FE;
+  --pst-color-accent: #c132af;
+  --pst-color-accent-bg: #f8dff5;
+  --pst-color-info: #276be9;
+  --pst-color-info-bg: #dce7fc;
+  --pst-color-warning: #f66a0a;
+  --pst-color-warning-bg: #f8e3d0;
+  --pst-color-success: #00843f;
+  --pst-color-success-bg: #d6ece1;
+  --pst-color-attention: var(--pst-color-warning);
+  --pst-color-attention-bg: var(--pst-color-warning-bg);
+  --pst-color-danger: #d72d47;
+  --pst-color-danger-bg: #f9e1e4;
+  --pst-color-text-base: #222832;
+  --pst-color-text-muted: #48566b;
+  --pst-color-heading-color: #ffffff;
+  --pst-color-shadow: rgba(0, 0, 0, 0.1);
+  --pst-color-border: #d1d5da;
+  --pst-color-border-muted: rgba(23, 23, 26, 0.2);
+  --pst-color-inline-code: #912583;
+  --pst-color-inline-code-links: #246161;
+  --pst-color-target: #f3cf95;
+  --pst-color-background: #ffffff;
+  --pst-color-on-background: #F4F9F8;
+  --pst-color-surface: #F4F9F8;
+  --pst-color-on-surface: #222832;
+  --pst-color-deprecated: #f47d2e;
+  --pst-color-deprecated-bg: #fff3e8;
+}
+
+html[data-theme=dark] {
+  --pst-color-primary: #4FB2AD;
+  --pst-color-primary-bg: #1C3C3C;
+  --pst-color-secondary: #7F5CF6;
+  --pst-color-secondary-bg: #431D95;
+  --pst-color-accent: #e47fd7;
+  --pst-color-accent-bg: #46123f;
+  --pst-color-info: #79a3f2;
+  --pst-color-info-bg: #06245d;
+  --pst-color-warning: #ff9245;
+  --pst-color-warning-bg: #652a02;
+  --pst-color-success: #5fb488;
+  --pst-color-success-bg: #002f17;
+  --pst-color-attention: var(--pst-color-warning);
+  --pst-color-attention-bg: var(--pst-color-warning-bg);
+  --pst-color-danger: #e78894;
+  --pst-color-danger-bg: #4e111b;
+  --pst-color-text-base: #ced6dd;
+  --pst-color-text-muted: #9ca4af;
+  --pst-color-heading-color: #14181e;
+  --pst-color-shadow: rgba(0, 0, 0, 0.2);
+  --pst-color-border: #48566b;
+  --pst-color-border-muted: #29313d;
+  --pst-color-inline-code: #f3c7ee;
+  --pst-color-inline-code-links: #4FB2AD;
+  --pst-color-target: #675c04;
+  --pst-color-background: #14181e;
+  --pst-color-on-background: #222832;
+  --pst-color-surface: #29313d;
+  --pst-color-on-surface: #f3f4f5;
+  --pst-color-deprecated: #b46f3e;
+  --pst-color-deprecated-bg: #341906;
+  /* Adjust images in dark mode (unless they have class .only-dark or
+   * .dark-light, in which case assume they're already optimized for dark
+   * mode).
+   */
+  /* Give images a light background in dark mode in case they have
+  *  transparency and black text (unless they have class .only-dark or .dark-light, in
+  *  which case assume they're already optimized for dark mode).
+  */
+  color-scheme: dark;
+}
+
+html:not([data-theme]) {
+  --pst-color-link: var(--pst-color-primary);
+  --pst-color-link-hover: var(--pst-color-secondary);
+}
+html:not([data-theme]) .only-dark,
+html:not([data-theme]) .only-dark ~ figcaption {
+  display: none !important;
+}
+
+/* NOTE: @each {...} is like a for-loop
+ * https://sass-lang.com/documentation/at-rules/control/each
+ */
+html[data-theme=light] {
+  color-scheme: light;
+}
+html[data-theme=light] {
+  --pst-color-link: var(--pst-color-primary);
+  --pst-color-link-hover: var(--pst-color-secondary);
+}
+html[data-theme=light] .only-dark,
+html[data-theme=light] .only-dark ~ figcaption {
+  display: none !important;
+}
+html[data-theme=dark] {
+  --pst-color-link: var(--pst-color-primary);
+  --pst-color-link-hover: var(--pst-color-secondary);
+}
+html[data-theme=dark] .only-light,
+html[data-theme=dark] .only-light ~ figcaption {
+  display: none !important;
+}
+html[data-theme=dark] img:not(.only-dark):not(.dark-light) {
+  filter: brightness(0.8) contrast(1.2);
+}
+html[data-theme=dark] .bd-content img:not(.only-dark):not(.dark-light) {
+  background: rgb(255, 255, 255);
+  border-radius: 0.25rem;
+}
+html[data-theme=dark] .MathJax_SVG * {
+  fill: var(--pst-color-text-base);
+}
+
+.pst-color-primary {
+  color: var(--pst-color-primary);
+}
+
+.pst-color-secondary {
+  color: var(--pst-color-secondary);
+}
+
+.pst-color-accent {
+  color: var(--pst-color-accent);
+}
+
+.pst-color-info {
+  color: var(--pst-color-info);
+}
+
+.pst-color-warning {
+  color: var(--pst-color-warning);
+}
+
+.pst-color-success {
+  color: var(--pst-color-success);
+}
+
+.pst-color-attention {
+  color: var(--pst-color-attention);
+}
+
+.pst-color-danger {
+  color: var(--pst-color-danger);
+}
+
+.pst-color-text-base {
+  color: var(--pst-color-text-base);
+}
+
+.pst-color-text-muted {
+  color: var(--pst-color-text-muted);
+}
+
+.pst-color-heading-color {
+  color: var(--pst-color-heading-color);
+}
+
+.pst-color-shadow {
+  color: var(--pst-color-shadow);
+}
+
+.pst-color-border {
+  color: var(--pst-color-border);
+}
+
+.pst-color-border-muted {
+  color: var(--pst-color-border-muted);
+}
+
+.pst-color-inline-code {
+  color: var(--pst-color-inline-code);
+}
+
+.pst-color-inline-code-links {
+  color: var(--pst-color-inline-code-links);
+}
+
+.pst-color-target {
+  color: var(--pst-color-target);
+}
+
+.pst-color-background {
+  color: var(--pst-color-background);
+}
+
+.pst-color-on-background {
+  color: var(--pst-color-on-background);
+}
+
+.pst-color-surface {
+  color: var(--pst-color-surface);
+}
+
+.pst-color-on-surface {
+  color: var(--pst-color-on-surface);
+}
+
+
+
+/* Adjust the height of the navbar */
+.bd-header .bd-header__inner{
+    height: 52px; /* Adjust this value as needed */
+}
+
+.navbar-nav > li > a {
+    line-height: 52px; /* Vertically center the navbar links */
+}
+
+/* Make sure the navbar items align properly */
+.navbar-nav {
+    display: flex;
+}
+
+
+.bd-header .navbar-header-items__start{
+  margin-left: 0rem
+}
+
+.bd-header button.primary-toggle {
+  margin-right: 0rem;
+}
+
+.bd-header ul.navbar-nav .dropdown .dropdown-menu {
+  overflow-y: auto; /* Enable vertical scrolling */
+  max-height: 80vh
+}
+
+.bd-sidebar-primary {
+    width: max-content;  /* Adjust this value to your preference */
+    line-height: 1.4;
+}
+
+.bd-sidebar-secondary {
+    line-height: 1.4;
+}
+
+.toc-entry a.nav-link, .toc-entry a>code {  
+  background-color: transparent;
+  border-color: transparent;
+}
+
+.bd-sidebar-primary code{
+  background-color: transparent;
+  border-color: transparent;
+}
+
+
+.toctree-wrapper li[class^=toctree-l1]>a {
+  font-size: 1.3em
+}
+
+.toctree-wrapper li[class^=toctree-l1] {
+  margin-bottom: 2em;
+}
+
+.toctree-wrapper li[class^=toctree-l]>ul {
+  margin-top: 0.5em;
+  font-size: 0.9em;
+}
+
+*, :after, :before {
+  font-style: normal;
+}
+
+div.deprecated {
+  margin-top: 0.5em;
+  margin-bottom: 2em;
+
+  background-color: var(--pst-color-deprecated-bg);
+  border-color: var(--pst-color-deprecated);
+}
+
+span.versionmodified.deprecated:before {
+  color: var(--pst-color-deprecated);
+}
+
+.admonition-beta.admonition, div.admonition-beta.admonition {
+  border-color: var(--pst-color-warning);
+  margin-top:0.5em;
+  margin-bottom: 2em;
+}
+
+.admonition-beta>.admonition-title, div.admonition-beta>.admonition-title {
+  background-color: var(--pst-color-warning-bg);
+}
+
+dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd {
+  margin-left: 1rem;
+}
+
+p {
+  font-size: 0.9rem;
+  margin-bottom: 0.5rem;
+}

docs/api_reference/_static/wordmark-api-dark.svg

@@ -0,0 +1,11 @@
+<svg width="72" height="19" viewBox="0 0 72 19" fill="none" xmlns="http://www.w3.org/2000/svg">
+<g clip-path="url(#clip0_4019_2020)">
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docs/api_reference/conf.py

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+"""Configuration file for the Sphinx documentation builder."""
+
+# This file only contains a selection of the most common options. For a full
+# list see the documentation:
+# https://www.sphinx-doc.org/en/master/usage/configuration.html
+
+# -- Path setup --------------------------------------------------------------
+
+import json
+import os
+import sys
+from datetime import datetime
+from pathlib import Path
+
+import toml
+from docutils import nodes
+from docutils.parsers.rst.directives.admonitions import BaseAdmonition
+from docutils.statemachine import StringList
+from sphinx.util.docutils import SphinxDirective
+
+# Add paths to Python import system so Sphinx can import LangChain modules
+# This allows autodoc to introspect and document the actual code
+_DIR = Path(__file__).parent.absolute()
+sys.path.insert(0, os.path.abspath("."))  # Current directory
+sys.path.insert(0, os.path.abspath("../../libs/langchain"))  # LangChain main package
+
+# Load package metadata from pyproject.toml (for version info, etc.)
+with (_DIR.parents[1] / "libs" / "langchain" / "pyproject.toml").open("r") as f:
+    data = toml.load(f)
+
+# Load mapping of classes to example notebooks for backlinking
+# This file is generated by scripts that scan our tutorial/example notebooks
+with (_DIR / "guide_imports.json").open("r") as f:
+    imported_classes = json.load(f)
+
+
+class ExampleLinksDirective(SphinxDirective):
+    """Directive to generate a list of links to examples.
+
+    We have a script that extracts links to API reference docs
+    from our notebook examples. This directive uses that information
+    to backlink to the examples from the API reference docs."""
+
+    has_content = False
+    required_arguments = 1
+
+    def run(self):
+        """Run the directive.
+
+        Called any time :example_links:`ClassName` is used
+        in the template *.rst files."""
+        class_or_func_name = self.arguments[0]
+        links = imported_classes.get(class_or_func_name, {})
+        list_node = nodes.bullet_list()
+        for doc_name, link in sorted(links.items()):
+            item_node = nodes.list_item()
+            para_node = nodes.paragraph()
+            link_node = nodes.reference()
+            link_node["refuri"] = link
+            link_node.append(nodes.Text(doc_name))
+            para_node.append(link_node)
+            item_node.append(para_node)
+            list_node.append(item_node)
+        if list_node.children:
+            title_node = nodes.rubric()
+            title_node.append(nodes.Text(f"Examples using {class_or_func_name}"))
+            return [title_node, list_node]
+        return [list_node]
+
+
+class Beta(BaseAdmonition):
+    required_arguments = 0
+    node_class = nodes.admonition
+
+    def run(self):
+        self.content = self.content or StringList(
+            [
+                (
+                    "This feature is in beta. It is actively being worked on, so the "
+                    "API may change."
+                )
+            ]
+        )
+        self.arguments = self.arguments or ["Beta"]
+        return super().run()
+
+
+def setup(app):
+    """Register custom directives and hooks with Sphinx."""
+    app.add_directive("example_links", ExampleLinksDirective)
+    app.add_directive("beta", Beta)
+    app.connect("autodoc-skip-member", skip_private_members)
+
+
+def skip_private_members(app, what, name, obj, skip, options):
+    if skip:
+        return True
+    if hasattr(obj, "__doc__") and obj.__doc__ and ":private:" in obj.__doc__:
+        return True
+    if name == "__init__" and obj.__objclass__ is object:
+        # don't document default init
+        return True
+    return None
+
+
+# -- Project information -----------------------------------------------------
+
+project = "🦜🔗 LangChain"
+copyright = f"{datetime.now().year}, LangChain Inc"
+author = "LangChain, Inc"
+
+html_favicon = "_static/img/brand/favicon.png"
+html_last_updated_fmt = "%b %d, %Y"
+
+
+# -- General configuration ---------------------------------------------------
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
+# ones.
+extensions = [
+    "sphinx.ext.autodoc",
+    "sphinx.ext.autodoc.typehints",
+    "sphinx.ext.autosummary",
+    "sphinx.ext.napoleon",
+    "sphinx.ext.viewcode",
+    "sphinxcontrib.autodoc_pydantic",
+    "IPython.sphinxext.ipython_console_highlighting",
+    "myst_parser",  # For generated index.md and reference.md
+    "_extensions.gallery_directive",
+    "sphinx_design",
+    "sphinx_copybutton",
+    "sphinxcontrib.googleanalytics",
+]
+source_suffix = [".rst", ".md"]
+
+# some autodoc pydantic options are repeated in the actual template.
+# potentially user error, but there may be bugs in the sphinx extension
+# with options not being passed through correctly (from either the location in the code)
+autodoc_pydantic_model_show_json = False
+autodoc_pydantic_field_list_validators = False
+autodoc_pydantic_config_members = False
+autodoc_pydantic_model_show_config_summary = False
+autodoc_pydantic_model_show_validator_members = False
+autodoc_pydantic_model_show_validator_summary = False
+autodoc_pydantic_model_signature_prefix = "class"
+autodoc_pydantic_field_signature_prefix = "param"
+autodoc_member_order = "groupwise"
+autoclass_content = "both"
+autodoc_typehints_format = "short"
+autodoc_typehints = "both"
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ["templates"]
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+# This pattern also affects html_static_path and html_extra_path.
+exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"]
+
+
+# -- Options for HTML output -------------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  See the documentation for
+# a list of builtin themes.
+#
+# The theme to use for HTML and HTML Help pages.
+html_theme = "pydata_sphinx_theme"
+
+# Theme options are theme-specific and customize the look and feel of a theme
+# further.  For a list of options available for each theme, see the
+# documentation.
+html_theme_options = {
+    #     # -- General configuration ------------------------------------------------
+    "sidebar_includehidden": True,
+    "use_edit_page_button": False,
+    #     # "analytics": {
+    #     #     "plausible_analytics_domain": "scikit-learn.org",
+    #     #     "plausible_analytics_url": "https://views.scientific-python.org/js/script.js",
+    #     # },
+    #     # If "prev-next" is included in article_footer_items, then setting show_prev_next
+    #     # to True would repeat prev and next links. See
+    #     # https://github.com/pydata/pydata-sphinx-theme/blob/b731dc230bc26a3d1d1bb039c56c977a9b3d25d8/src/pydata_sphinx_theme/theme/pydata_sphinx_theme/layout.html#L118-L129
+    "show_prev_next": False,
+    "search_bar_text": "Search",
+    "navigation_with_keys": True,
+    "collapse_navigation": True,
+    "navigation_depth": 3,
+    "show_nav_level": 1,
+    "show_toc_level": 3,
+    "navbar_align": "left",
+    "header_links_before_dropdown": 5,
+    "header_dropdown_text": "Integrations",
+    "logo": {
+        "image_light": "_static/wordmark-api.svg",
+        "image_dark": "_static/wordmark-api-dark.svg",
+    },
+    "surface_warnings": True,
+    #     # -- Template placement in theme layouts ----------------------------------
+    "navbar_start": ["navbar-logo"],
+    #     # Note that the alignment of navbar_center is controlled by navbar_align
+    "navbar_center": ["navbar-nav"],
+    "navbar_end": ["langchain_docs", "theme-switcher", "navbar-icon-links"],
+    #     # navbar_persistent is persistent right (even when on mobiles)
+    "navbar_persistent": ["search-field"],
+    "article_header_start": ["breadcrumbs"],
+    "article_header_end": [],
+    "article_footer_items": [],
+    "content_footer_items": [],
+    #     # Use html_sidebars that map page patterns to list of sidebar templates
+    #     "primary_sidebar_end": [],
+    "footer_start": ["copyright"],
+    "footer_center": [],
+    "footer_end": [],
+    #     # When specified as a dictionary, the keys should follow glob-style patterns, as in
+    #     # https://www.sphinx-doc.org/en/master/usage/configuration.html#confval-exclude_patterns
+    #     # In particular, "**" specifies the default for all pages
+    #     # Use :html_theme.sidebar_secondary.remove: for file-wide removal
+    #     "secondary_sidebar_items": {"**": ["page-toc", "sourcelink"]},
+    #     "show_version_warning_banner": True,
+    #     "announcement": None,
+    "icon_links": [
+        {
+            # Label for this link
+            "name": "GitHub",
+            # URL where the link will redirect
+            "url": "https://github.com/langchain-ai/langchain",  # required
+            # Icon class (if "type": "fontawesome"), or path to local image (if "type": "local")
+            "icon": "fa-brands fa-square-github",
+            # The type of image to be used (see below for details)
+            "type": "fontawesome",
+        },
+        {
+            "name": "X / Twitter",
+            "url": "https://twitter.com/langchainai",
+            "icon": "fab fa-twitter-square",
+        },
+    ],
+    "icon_links_label": "Quick Links",
+    "external_links": [],
+}
+
+
+html_context = {
+    "display_github": True,  # Integrate GitHub
+    "github_user": "langchain-ai",  # Username
+    "github_repo": "langchain",  # Repo name
+    "github_version": "master",  # Version
+    "conf_py_path": "/docs/api_reference",  # Path in the checkout to the docs root
+}
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory. They are copied after the builtin static files,
+# so a file named "default.css" will overwrite the builtin "default.css".
+html_static_path = ["_static"]
+
+# These paths are either relative to html_static_path
+# or fully qualified paths (e.g. https://...)
+html_css_files = ["css/custom.css"]
+html_use_index = False
+
+# Only used on the generated index.md and reference.md files
+myst_enable_extensions = ["colon_fence"]
+
+# generate autosummary even if no references
+autosummary_generate = True
+# Don't fail on autosummary import warnings
+autosummary_ignore_module_all = False
+
+html_copy_source = False
+html_show_sourcelink = False
+
+googleanalytics_id = "G-9B66JQQH2F"
+
+# Set canonical URL from the Read the Docs Domain
+html_baseurl = os.environ.get("READTHEDOCS_CANONICAL_URL", "")
+
+# Tell Jinja2 templates the build is running on Read the Docs
+if os.environ.get("READTHEDOCS", "") == "True":
+    html_context["READTHEDOCS"] = True
+
+master_doc = "index"
+
+# If a signature’s length in characters exceeds 60,
+# each parameter within the signature will be displayed on an individual logical line
+maximum_signature_line_length = 60

docs/api_reference/create_api_rst.py

@@ -0,0 +1,762 @@
+"""Auto-generate API reference documentation (RST files) for LangChain packages.
+
+* Automatically discovers all packages in `libs/` and `libs/partners/`
+* For each package, recursively walks the filesystem to:
+    * Load Python modules using importlib
+    * Extract classes and functions using Python's inspect module
+    * Classify objects by type (Pydantic models, Runnables, TypedDicts, etc.)
+    * Filter out private members (names starting with '_') and deprecated items
+* Creates structured RST files with:
+    * Module-level documentation pages with autosummary tables
+    * Different Sphinx templates based on object type (see templates/ directory)
+    * Proper cross-references and navigation structure
+    * Separation of current vs deprecated APIs
+* Generates a directory tree like:
+    ```
+    docs/api_reference/
+    ├── index.md              # Main landing page with package gallery
+    ├── reference.md          # Package overview and navigation
+    ├── core/                 # langchain-core documentation
+    │   ├── index.rst
+    │   ├── callbacks.rst
+    │   └── ...
+    ├── langchain/            # langchain documentation
+    │   ├── index.rst
+    │   └── ...
+    └── partners/             # Integration packages
+        ├── openai/
+        ├── anthropic/
+        └── ...
+    ```
+
+## Key Features
+
+* Respects privacy markers:
+    * Modules with `:private:` in docstring are excluded entirely
+    * Objects with `:private:` in docstring are filtered out
+    * Names starting with '_' are treated as private
+"""
+
+import importlib
+import inspect
+import os
+import sys
+import typing
+from enum import Enum
+from pathlib import Path
+from typing import Dict, List, Literal, Optional, Sequence, TypedDict, Union
+
+import toml
+import typing_extensions
+from langchain_core.runnables import Runnable, RunnableSerializable
+from pydantic import BaseModel
+
+ROOT_DIR = Path(__file__).parents[2].absolute()
+HERE = Path(__file__).parent
+
+ClassKind = Literal[
+    "TypedDict",
+    "Regular",
+    "Pydantic",
+    "enum",
+    "RunnablePydantic",
+    "RunnableNonPydantic",
+]
+
+
+class ClassInfo(TypedDict):
+    """Information about a class."""
+
+    name: str
+    """The name of the class."""
+    qualified_name: str
+    """The fully qualified name of the class."""
+    kind: ClassKind
+    """The kind of the class."""
+    is_public: bool
+    """Whether the class is public or not."""
+    is_deprecated: bool
+    """Whether the class is deprecated."""
+
+
+class FunctionInfo(TypedDict):
+    """Information about a function."""
+
+    name: str
+    """The name of the function."""
+    qualified_name: str
+    """The fully qualified name of the function."""
+    is_public: bool
+    """Whether the function is public or not."""
+    is_deprecated: bool
+    """Whether the function is deprecated."""
+
+
+class ModuleMembers(TypedDict):
+    """A dictionary of module members."""
+
+    classes_: Sequence[ClassInfo]
+    functions: Sequence[FunctionInfo]
+
+
+def _load_module_members(module_path: str, namespace: str) -> ModuleMembers:
+    """Load all members of a module.
+
+    Args:
+        module_path: Path to the module.
+        namespace: the namespace of the module.
+
+    Returns:
+        list: A list of loaded module objects.
+    """
+
+    classes_: List[ClassInfo] = []
+    functions: List[FunctionInfo] = []
+    module = importlib.import_module(module_path)
+
+    if ":private:" in (module.__doc__ or ""):
+        return ModuleMembers(classes_=[], functions=[])
+
+    for name, type_ in inspect.getmembers(module):
+        if not hasattr(type_, "__module__"):
+            continue
+        if type_.__module__ != module_path:
+            continue
+        if ":private:" in (type_.__doc__ or ""):
+            continue
+
+        if inspect.isclass(type_):
+            # The type of the class is used to select a template
+            # for the object when rendering the documentation.
+            # See `templates` directory for defined templates.
+            # This is a hacky solution to distinguish between different
+            # kinds of thing that we want to render.
+            if type(type_) is typing_extensions._TypedDictMeta:  # type: ignore
+                kind: ClassKind = "TypedDict"
+            elif type(type_) is typing._TypedDictMeta:  # type: ignore
+                kind = "TypedDict"
+            elif (
+                issubclass(type_, Runnable)
+                and issubclass(type_, BaseModel)
+                and type_ is not Runnable
+            ):
+                # RunnableSerializable subclasses from Pydantic which
+                # for which we use autodoc_pydantic for rendering.
+                # We need to distinguish these from regular Pydantic
+                # classes so we can hide inherited Runnable methods
+                # and provide a link to the Runnable interface from
+                # the template.
+                kind = "RunnablePydantic"
+            elif (
+                issubclass(type_, Runnable)
+                and not issubclass(type_, BaseModel)
+                and type_ is not Runnable
+            ):
+                # These are not pydantic classes but are Runnable.
+                # We'll hide all the inherited methods from Runnable
+                # but use a regular class template to render.
+                kind = "RunnableNonPydantic"
+            elif issubclass(type_, Enum):
+                kind = "enum"
+            elif issubclass(type_, BaseModel):
+                kind = "Pydantic"
+            else:
+                kind = "Regular"
+
+            classes_.append(
+                ClassInfo(
+                    name=name,
+                    qualified_name=f"{namespace}.{name}",
+                    kind=kind,
+                    is_public=not name.startswith("_"),
+                    is_deprecated=".. deprecated::" in (type_.__doc__ or ""),
+                )
+            )
+        elif inspect.isfunction(type_):
+            functions.append(
+                FunctionInfo(
+                    name=name,
+                    qualified_name=f"{namespace}.{name}",
+                    is_public=not name.startswith("_"),
+                    is_deprecated=".. deprecated::" in (type_.__doc__ or ""),
+                )
+            )
+        else:
+            continue
+
+    return ModuleMembers(
+        classes_=classes_,
+        functions=functions,
+    )
+
+
+def _merge_module_members(
+    module_members: Sequence[ModuleMembers],
+) -> ModuleMembers:
+    """Merge module members."""
+    classes_: List[ClassInfo] = []
+    functions: List[FunctionInfo] = []
+    for module in module_members:
+        classes_.extend(module["classes_"])
+        functions.extend(module["functions"])
+
+    return ModuleMembers(
+        classes_=classes_,
+        functions=functions,
+    )
+
+
+def _load_package_modules(
+    package_directory: Union[str, Path], submodule: Optional[str] = None
+) -> Dict[str, ModuleMembers]:
+    """Recursively load modules of a package based on the file system.
+
+    Traversal based on the file system makes it easy to determine which
+    of the modules/packages are part of the package vs. 3rd party or built-in.
+
+    Args:
+        package_directory: Path to the package directory.
+        submodule: Optional name of submodule to load.
+
+    Returns:
+        A dictionary where keys are module names and values are `ModuleMembers`
+        objects.
+    """
+    package_path = (
+        Path(package_directory)
+        if isinstance(package_directory, str)
+        else package_directory
+    )
+    modules_by_namespace: Dict[str, ModuleMembers] = {}
+
+    # Get the high level package name
+    package_name = package_path.name
+
+    # If we are loading a submodule, add it in
+    if submodule is not None:
+        package_path = package_path / submodule
+
+    for file_path in package_path.rglob("*.py"):
+        # Skip private modules
+        if file_path.name.startswith("_"):
+            continue
+
+        # Skip integration_template and project_template directories (for libs/cli)
+        if "integration_template" in file_path.parts:
+            continue
+        if "project_template" in file_path.parts:
+            continue
+
+        relative_module_name = file_path.relative_to(package_path)
+
+        # Skip if any module part starts with an underscore
+        if any(part.startswith("_") for part in relative_module_name.parts):
+            continue
+
+        # Get the full namespace of the module
+        # Example: langchain_core/schema/output_parsers.py ->
+        #          langchain_core.schema.output_parsers
+        namespace = str(relative_module_name).replace(".py", "").replace("/", ".")
+
+        # Keep only the top level namespace
+        # Example: langchain_core.schema.output_parsers ->
+        #          langchain_core
+        top_namespace = namespace.split(".")[0]
+
+        try:
+            # If submodule is present, we need to construct the paths in a slightly
+            # different way
+            if submodule is not None:
+                module_members = _load_module_members(
+                    f"{package_name}.{submodule}.{namespace}",
+                    f"{submodule}.{namespace}",
+                )
+            else:
+                module_members = _load_module_members(
+                    f"{package_name}.{namespace}", namespace
+                )
+            # Merge module members if the namespace already exists
+            if top_namespace in modules_by_namespace:
+                existing_module_members = modules_by_namespace[top_namespace]
+                _module_members = _merge_module_members(
+                    [existing_module_members, module_members]
+                )
+            else:
+                _module_members = module_members
+
+            modules_by_namespace[top_namespace] = _module_members
+
+        except ImportError as e:
+            print(f"Error: Unable to import module '{namespace}' with error: {e}")
+
+    return modules_by_namespace
+
+
+def _construct_doc(
+    package_namespace: str,
+    members_by_namespace: Dict[str, ModuleMembers],
+    package_version: str,
+) -> List[typing.Tuple[str, str]]:
+    """Construct the contents of the `reference.rst` for the given package.
+
+    Args:
+        package_namespace: The package top level namespace
+        members_by_namespace: The members of the package dict organized by top level.
+            Module contains a list of classes and functions inside of the top level
+            namespace.
+
+    Returns:
+        The string contents of the reference.rst file.
+    """
+    docs = []
+    index_doc = f"""\
+:html_theme.sidebar_secondary.remove:
+
+.. currentmodule:: {package_namespace}
+
+.. _{package_namespace}:
+
+======================================
+{package_namespace.replace("_", "-")}: {package_version}
+======================================
+
+.. automodule:: {package_namespace}
+    :no-members:
+    :no-inherited-members:
+
+.. toctree::
+    :hidden:
+    :maxdepth: 2
+
+"""
+    index_autosummary = """
+"""
+    namespaces = sorted(members_by_namespace)
+
+    for module in namespaces:
+        index_doc += f"    {module}\n"
+        module_doc = f"""\
+.. currentmodule:: {package_namespace}
+
+.. _{package_namespace}_{module}:
+"""
+        _members = members_by_namespace[module]
+        classes = [
+            el
+            for el in _members["classes_"]
+            if el["is_public"] and not el["is_deprecated"]
+        ]
+        functions = [
+            el
+            for el in _members["functions"]
+            if el["is_public"] and not el["is_deprecated"]
+        ]
+        deprecated_classes = [
+            el for el in _members["classes_"] if el["is_public"] and el["is_deprecated"]
+        ]
+        deprecated_functions = [
+            el
+            for el in _members["functions"]
+            if el["is_public"] and el["is_deprecated"]
+        ]
+        if not (classes or functions):
+            continue
+        section = f":mod:`{module}`"
+        underline = "=" * (len(section) + 1)
+        module_doc += f"""
+{section}
+{underline}
+
+.. automodule:: {package_namespace}.{module}
+    :no-members:
+    :no-inherited-members:
+
+"""
+
+        index_autosummary += f"""
+:ref:`{package_namespace}_{module}`
+{"^" * (len(package_namespace) + len(module) + 8)}
+"""
+
+        if classes:
+            module_doc += f"""\
+**Classes**
+
+.. currentmodule:: {package_namespace}
+
+.. autosummary::
+    :toctree: {module}
+"""
+            index_autosummary += """
+**Classes**
+
+.. autosummary::
+"""
+
+            for class_ in sorted(classes, key=lambda c: c["qualified_name"]):
+                if class_["kind"] == "TypedDict":
+                    template = "typeddict.rst"
+                elif class_["kind"] == "enum":
+                    template = "enum.rst"
+                elif class_["kind"] == "Pydantic":
+                    template = "pydantic.rst"
+                elif class_["kind"] == "RunnablePydantic":
+                    template = "runnable_pydantic.rst"
+                elif class_["kind"] == "RunnableNonPydantic":
+                    template = "runnable_non_pydantic.rst"
+                else:
+                    template = "class.rst"
+
+                module_doc += f"""\
+    :template: {template}
+
+    {class_["qualified_name"]}
+
+"""
+                index_autosummary += f"""
+    {class_["qualified_name"]}
+"""
+
+        if functions:
+            _functions = [f["qualified_name"] for f in functions]
+            fstring = "\n    ".join(sorted(_functions))
+            module_doc += f"""\
+**Functions**
+
+.. currentmodule:: {package_namespace}
+
+.. autosummary::
+    :toctree: {module}
+    :template: function.rst
+
+    {fstring}
+
+"""
+
+            index_autosummary += f"""
+**Functions**
+
+.. autosummary::
+
+    {fstring}
+"""
+        if deprecated_classes:
+            module_doc += f"""\
+**Deprecated classes**
+
+.. currentmodule:: {package_namespace}
+
+.. autosummary::
+    :toctree: {module}
+"""
+
+            index_autosummary += """
+**Deprecated classes**
+
+.. autosummary::
+"""
+
+            for class_ in sorted(deprecated_classes, key=lambda c: c["qualified_name"]):
+                if class_["kind"] == "TypedDict":
+                    template = "typeddict.rst"
+                elif class_["kind"] == "enum":
+                    template = "enum.rst"
+                elif class_["kind"] == "Pydantic":
+                    template = "pydantic.rst"
+                elif class_["kind"] == "RunnablePydantic":
+                    template = "runnable_pydantic.rst"
+                elif class_["kind"] == "RunnableNonPydantic":
+                    template = "runnable_non_pydantic.rst"
+                else:
+                    template = "class.rst"
+
+                module_doc += f"""\
+    :template: {template}
+
+    {class_["qualified_name"]}
+
+"""
+                index_autosummary += f"""
+    {class_["qualified_name"]}
+"""
+
+        if deprecated_functions:
+            _functions = [f["qualified_name"] for f in deprecated_functions]
+            fstring = "\n    ".join(sorted(_functions))
+            module_doc += f"""\
+**Deprecated functions**
+
+.. currentmodule:: {package_namespace}
+
+.. autosummary::
+    :toctree: {module}
+    :template: function.rst
+
+    {fstring}
+
+"""
+            index_autosummary += f"""
+**Deprecated functions**
+
+.. autosummary::
+
+    {fstring}
+
+"""
+        docs.append((f"{module}.rst", module_doc))
+    docs.append(("index.rst", index_doc + index_autosummary))
+    return docs
+
+
+def _build_rst_file(package_name: str = "langchain") -> None:
+    """Create a rst file for a given package.
+
+    Args:
+        package_name: Name of the package to create the rst file for.
+
+    Returns:
+        The rst file is created in the same directory as this script.
+    """
+    package_dir = _package_dir(package_name)
+    package_members = _load_package_modules(package_dir)
+    package_version = _get_package_version(package_dir)
+    output_dir = _out_file_path(package_name)
+    os.mkdir(output_dir)
+    rsts = _construct_doc(
+        _package_namespace(package_name), package_members, package_version
+    )
+    for name, rst in rsts:
+        with open(output_dir / name, "w") as f:
+            f.write(rst)
+
+
+def _package_namespace(package_name: str) -> str:
+    """Returns the package name used.
+
+    Args:
+        package_name: Can be either "langchain" or "core"
+
+    Returns:
+        modified package_name: Can be either "langchain" or "langchain_{package_name}"
+    """
+    if package_name == "langchain":
+        return "langchain"
+    if package_name == "standard-tests":
+        return "langchain_tests"
+    return f"langchain_{package_name.replace('-', '_')}"
+
+
+def _package_dir(package_name: str = "langchain") -> Path:
+    """Return the path to the directory containing the documentation.
+
+    Attempts to find the package in `libs/` first, then `libs/partners/`.
+    """
+    if (ROOT_DIR / "libs" / package_name).exists():
+        return ROOT_DIR / "libs" / package_name / _package_namespace(package_name)
+    else:
+        return (
+            ROOT_DIR
+            / "libs"
+            / "partners"
+            / package_name
+            / _package_namespace(package_name)
+        )
+
+
+def _get_package_version(package_dir: Path) -> str:
+    """Return the version of the package by reading the `pyproject.toml`."""
+    try:
+        with open(package_dir.parent / "pyproject.toml", "r") as f:
+            pyproject = toml.load(f)
+    except FileNotFoundError as e:
+        print(
+            f"pyproject.toml not found in {package_dir.parent}.\n"
+            "You are either attempting to build a directory which is not a package or "
+            "the package is missing a pyproject.toml file which should be added."
+            "Aborting the build."
+        )
+        exit(1)
+    try:
+        # uses uv
+        return pyproject["project"]["version"]
+    except KeyError:
+        # uses poetry
+        return pyproject["tool"]["poetry"]["version"]
+
+
+def _out_file_path(package_name: str) -> Path:
+    """Return the path to the file containing the documentation."""
+    return HERE / f"{package_name.replace('-', '_')}"
+
+
+def _build_index(dirs: List[str]) -> None:
+    """Build the index.md file for the API reference.
+
+    Args:
+        dirs: List of package directories to include in the index.
+
+    Returns:
+        The index.md file is created in the same directory as this script.
+    """
+
+    custom_names = {
+        "aws": "AWS",
+        "ai21": "AI21",
+        "ibm": "IBM",
+    }
+    ordered = [
+        "core",
+        "langchain",
+        "text-splitters",
+        "community",
+        "standard-tests",
+    ]
+    main_ = [dir_ for dir_ in ordered if dir_ in dirs]
+    integrations = sorted(dir_ for dir_ in dirs if dir_ not in main_)
+    doc = """# LangChain Python API Reference
+
+Welcome to the LangChain v0.3 Python API reference. This is a reference for all
+`langchain-x` packages.
+
+These pages refer to the the v0.3 versions of LangChain packages and integrations. To
+visit the documentation for the latest versions of LangChain, visit [https://docs.langchain.com](https://docs.langchain.com)
+and [https://reference.langchain.com/python/](https://reference.langchain.com/python/) (for references.)
+
+For the legacy API reference (<v0.3) hosted on ReadTheDocs see [https://api.python.langchain.com/](https://api.python.langchain.com/).
+"""
+
+    if main_:
+        main_headers = [
+            " ".join(custom_names.get(x, x.title()) for x in dir_.split("-"))
+            for dir_ in main_
+        ]
+        main_tree = "\n".join(
+            f"{header_name}<{dir_.replace('-', '_')}/index>"
+            for header_name, dir_ in zip(main_headers, main_)
+        )
+        main_grid = "\n".join(
+            f'- header: "**{header_name}**"\n  content: "{_package_namespace(dir_).replace("_", "-")}: {_get_package_version(_package_dir(dir_))}"\n  link: {dir_.replace("-", "_")}/index.html'
+            for header_name, dir_ in zip(main_headers, main_)
+        )
+        doc += f"""## Base packages
+
+```{{gallery-grid}}
+:grid-columns: "1 2 2 3"
+
+{main_grid}
+```
+
+```{{toctree}}
+:maxdepth: 2
+:hidden:
+:caption: Base packages
+
+{main_tree}
+```
+"""
+    if integrations:
+        integration_headers = [
+            " ".join(
+                custom_names.get(
+                    x,
+                    x.title().replace("db", "DB")
+                    if dir_ == "langchain_v1"
+                    else x.title().replace("ai", "AI").replace("db", "DB"),
+                )
+                for x in dir_.split("-")
+            )
+            for dir_ in integrations
+        ]
+        integration_tree = "\n".join(
+            f"{header_name}<{dir_.replace('-', '_')}/index>"
+            for header_name, dir_ in zip(integration_headers, integrations)
+        )
+
+        integration_grid = ""
+        integrations_to_show = [
+            "openai",
+            "anthropic",
+            "google-vertexai",
+            "aws",
+            "huggingface",
+            "mistralai",
+        ]
+        for header_name, dir_ in sorted(
+            zip(integration_headers, integrations),
+            key=lambda h_d: (
+                integrations_to_show.index(h_d[1])
+                if h_d[1] in integrations_to_show
+                else len(integrations_to_show)
+            ),
+        )[: len(integrations_to_show)]:
+            integration_grid += f'\n- header: "**{header_name}**"\n  content: {_package_namespace(dir_).replace("_", "-")} {_get_package_version(_package_dir(dir_))}\n  link: {dir_.replace("-", "_")}/index.html'
+        doc += f"""## Integrations
+
+```{{gallery-grid}}
+:grid-columns: "1 2 2 3"
+
+{integration_grid}
+```
+
+See the full list of integrations in the Section Navigation.
+
+```{{toctree}}
+:maxdepth: 2
+:hidden:
+:caption: Integrations
+
+{integration_tree}
+```
+"""
+    # Write the reference.md file
+    with open(HERE / "reference.md", "w") as f:
+        f.write(doc)
+
+    # Write a dummy index.md file that points to reference.md
+    # Sphinx requires an index file to exist in each doc directory
+    # TODO: investigate why we don't just put everything in index.md directly?
+    # if it works it works I guess
+    dummy_index = """\
+# API reference
+
+```{toctree}
+:maxdepth: 3
+:hidden:
+
+Reference<reference>
+```
+"""
+    with open(HERE / "index.md", "w") as f:
+        f.write(dummy_index)
+
+
+def main(dirs: Optional[list] = None) -> None:
+    """Generate the `api_reference.rst` file for each package.
+
+    If dirs is None, generate for all packages in `libs/` and `libs/partners/`.
+    Otherwise generate only for the specified package(s).
+    """
+    if not dirs:
+        dirs = [
+            p.parent.name
+            for p in (ROOT_DIR / "libs").rglob("pyproject.toml")
+            # Exclude packages that are not directly under libs/ or libs/partners/
+            if p.parent.parent.name in ("libs", "partners")
+        ]
+    for dir_ in sorted(dirs):
+        # Skip any hidden directories prefixed with a dot
+        # Some of these could be present by mistake in the code base
+        # (e.g., .pytest_cache from running tests from the wrong location)
+        if dir_.startswith("."):
+            print("Skipping dir:", dir_)
+            continue
+        else:
+            print("Building:", dir_)
+            _build_rst_file(package_name=dir_)
+
+    _build_index(sorted(dirs))
+
+
+if __name__ == "__main__":
+    dirs = sys.argv[1:] or None
+    main(dirs=dirs)

docs/api_reference/make.bat

@@ -0,0 +1,35 @@
+@ECHO OFF
+
+pushd %~dp0
+
+REM Command file for Sphinx documentation
+
+if "%SPHINXBUILD%" == "" (
+	set SPHINXBUILD=sphinx-build
+)
+set SOURCEDIR=.
+set BUILDDIR=_build
+
+if "%1" == "" goto help
+
+%SPHINXBUILD% >NUL 2>NUL
+if errorlevel 9009 (
+	echo.
+	echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
+	echo.installed, then set the SPHINXBUILD environment variable to point
+	echo.to the full path of the 'sphinx-build' executable. Alternatively you
+	echo.may add the Sphinx directory to PATH.
+	echo.
+	echo.If you don't have Sphinx installed, grab it from
+	echo.http://sphinx-doc.org/
+	exit /b 1
+)
+
+%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+goto end
+
+:help
+%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+
+:end
+popd

docs/api_reference/requirements.txt

@@ -0,0 +1,12 @@
+autodoc_pydantic>=2,<3
+sphinx>=8,<9
+sphinx-autobuild>=2024
+sphinx-design
+sphinx-copybutton
+sphinxcontrib-googleanalytics
+pydata-sphinx-theme>=0.15
+myst-parser>=3
+myst-nb>=1.1.1
+toml>=0.10.2
+pyyaml
+beautifulsoup4

docs/api_reference/scripts/custom_formatter.py

@@ -0,0 +1,51 @@
+"""Post-process generated HTML files to clean up table-of-contents headers.
+
+Runs after Sphinx generates the API reference HTML. It finds TOC entries like
+"ClassName.method_name()" and shortens them to just "method_name()" for better
+readability in the sidebar navigation.
+"""
+
+import sys
+from glob import glob
+from pathlib import Path
+
+from bs4 import BeautifulSoup
+
+CUR_DIR = Path(__file__).parents[1]
+
+
+def process_toc_h3_elements(html_content: str) -> str:
+    """Update Class.method() TOC headers to just method()."""
+    # Create a BeautifulSoup object
+    soup = BeautifulSoup(html_content, "html.parser")
+
+    # Find all <li> elements with class "toc-h3"
+    toc_h3_elements = soup.find_all("li", class_="toc-h3")
+
+    # Process each element
+    for element in toc_h3_elements:
+        try:
+            element = element.a.code.span
+        except Exception:
+            continue
+        # Get the text content of the element
+        content = element.get_text()
+
+        # Apply the regex substitution
+        modified_content = content.split(".")[-1]
+
+        # Update the element's content
+        element.string = modified_content
+
+    # Return the modified HTML
+    return str(soup)
+
+
+if __name__ == "__main__":
+    dir = sys.argv[1]
+    for fn in glob(str(f"{dir.rstrip('/')}/**/*.html"), recursive=True):
+        with open(fn, "r") as f:
+            html = f.read()
+        processed_html = process_toc_h3_elements(html)
+        with open(fn, "w") as f:
+            f.write(processed_html)

docs/api_reference/templates/COPYRIGHT.txt

@@ -0,0 +1,27 @@
+Copyright (c) 2007-2023 The scikit-learn developers.
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+* Redistributions of source code must retain the above copyright notice, this
+  list of conditions and the following disclaimer.
+
+* Redistributions in binary form must reproduce the above copyright notice,
+  this list of conditions and the following disclaimer in the documentation
+  and/or other materials provided with the distribution.
+
+* Neither the name of the copyright holder nor the names of its
+  contributors may be used to endorse or promote products derived from
+  this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

docs/api_reference/templates/class.rst

@@ -0,0 +1,36 @@
+{{ objname }}
+{{ underline }}==============
+
+.. currentmodule:: {{ module }}
+
+.. autoclass:: {{ objname }}
+
+   {% block attributes %}
+   {% if attributes %}
+   .. rubric:: {{ _('Attributes') }}
+
+   .. autosummary::
+   {% for item in attributes %}
+      ~{{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+   {% block methods %}
+   {% if methods %}
+   .. rubric:: {{ _('Methods') }}
+
+   .. autosummary::
+   {% for item in methods %}
+      ~{{ item }}
+   {%- endfor %}
+
+   {% for item in methods %}
+   .. automethod:: {{ item }}
+   {%- endfor %}
+
+   {% endif %}
+   {% endblock %}
+
+
+.. example_links:: {{ objname }}

docs/api_reference/templates/enum.rst

@@ -0,0 +1,14 @@
+{{ objname }}
+{{ underline }}==============
+
+.. currentmodule:: {{ module }}
+
+.. autoclass:: {{ objname }}
+
+    {% block attributes %}
+    {% for item in attributes %}
+    .. autoattribute:: {{ item }}
+    {% endfor %}
+    {% endblock %}
+
+.. example_links:: {{ objname }}

docs/api_reference/templates/function.rst

@@ -0,0 +1,8 @@
+{{ objname }}
+{{ underline }}==============
+
+.. currentmodule:: {{ module }}
+
+.. autofunction:: {{ objname }}
+
+.. example_links:: {{ objname }}

docs/api_reference/templates/langchain_docs.html

@@ -0,0 +1,12 @@
+<!-- This will display a link to LangChain docs -->
+<head>
+    <style>
+        .text-link {
+            text-decoration: none; /* Remove underline */
+            color: inherit;        /* Inherit color from parent element */
+        }
+    </style>
+</head>
+<body>
+<a href="https://python.langchain.com/" class='text-link'>Docs</a>
+</body>

docs/api_reference/templates/pydantic.rst

@@ -0,0 +1,24 @@
+{{ objname }}
+{{ underline }}==============
+
+.. currentmodule:: {{ module }}
+
+.. autopydantic_model:: {{ objname }}
+    :model-show-json: False
+    :model-show-config-summary: False
+    :model-show-validator-members: False
+    :model-show-field-summary: False
+    :field-signature-prefix: param
+    :members:
+    :undoc-members:
+    :inherited-members:
+    :member-order: groupwise
+    :show-inheritance: True
+    :special-members: __call__
+    :exclude-members: construct, copy, dict, from_orm, parse_file, parse_obj, parse_raw, schema, schema_json, update_forward_refs, validate, json, is_lc_serializable, to_json, to_json_not_implemented, lc_secrets, lc_attributes, lc_id, get_lc_namespace, model_construct, model_copy, model_dump, model_dump_json, model_parametrized_name, model_post_init, model_rebuild, model_validate, model_validate_json, model_validate_strings, model_extra, model_fields_set, model_json_schema
+
+
+    {% block attributes %}
+    {% endblock %}
+
+.. example_links:: {{ objname }}

docs/api_reference/templates/redirects.html

@@ -0,0 +1,16 @@
+{% set redirect = pathto(redirects[pagename]) %}
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <meta http-equiv="Refresh" content="0; url={{ redirect }}" />
+    <meta name="robots" content="follow, index">
+    <meta name="Description" content="Python API reference for LangChain.">
+    <link rel="canonical" href="{{ redirect }}" />
+    <title>LangChain Python API Reference Documentation.</title>
+  </head>
+  <body>
+    <p>You will be automatically redirected to the <a href="{{ redirect }}">new location of this page</a>.</p>
+  </body>
+</html>

docs/api_reference/templates/runnable_non_pydantic.rst

@@ -0,0 +1,40 @@
+{{ objname }}
+{{ underline }}==============
+
+.. currentmodule:: {{ module }}
+
+.. autoclass:: {{ objname }}
+
+.. NOTE:: {{objname}} implements the standard :py:class:`Runnable Interface <langchain_core.runnables.base.Runnable>`. 🏃
+
+    The :py:class:`Runnable Interface <langchain_core.runnables.base.Runnable>` has additional methods that are available on runnables, such as :py:meth:`with_config <langchain_core.runnables.base.Runnable.with_config>`, :py:meth:`with_types <langchain_core.runnables.base.Runnable.with_types>`, :py:meth:`with_retry <langchain_core.runnables.base.Runnable.with_retry>`, :py:meth:`assign <langchain_core.runnables.base.Runnable.assign>`, :py:meth:`bind <langchain_core.runnables.base.Runnable.bind>`, :py:meth:`get_graph <langchain_core.runnables.base.Runnable.get_graph>`, and more.
+
+   {% block attributes %}
+   {% if attributes %}
+   .. rubric:: {{ _('Attributes') }}
+
+   .. autosummary::
+   {% for item in attributes %}
+      ~{{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+   {% block methods %}
+   {% if methods %}
+   .. rubric:: {{ _('Methods') }}
+
+   .. autosummary::
+   {% for item in methods %}
+      ~{{ item }}
+   {%- endfor %}
+
+   {% for item in methods %}
+   .. automethod:: {{ item }}
+   {%- endfor %}
+
+   {% endif %}
+   {% endblock %}
+
+
+.. example_links:: {{ objname }}

docs/api_reference/templates/runnable_pydantic.rst

@@ -0,0 +1,24 @@
+{{ objname }}
+{{ underline }}==============
+
+.. currentmodule:: {{ module }}
+
+.. autopydantic_model:: {{ objname }}
+    :model-show-json: False
+    :model-show-config-summary: False
+    :model-show-validator-members: False
+    :model-show-field-summary: False
+    :field-signature-prefix: param
+    :members:
+    :undoc-members:
+    :inherited-members:
+    :member-order: groupwise
+    :show-inheritance: True
+    :special-members: __call__
+    :exclude-members: construct, copy, dict, from_orm, parse_file, parse_obj, parse_raw, schema, schema_json, update_forward_refs, validate, json, is_lc_serializable, to_json_not_implemented, lc_secrets, lc_attributes, lc_id, get_lc_namespace, astream_log, transform, atransform, get_output_schema, get_prompts, config_schema, map, pick, pipe, InputType, OutputType, config_specs, output_schema, get_input_schema, get_graph, get_name, input_schema, name, assign, as_tool, get_config_jsonschema, get_input_jsonschema, get_output_jsonschema, model_construct, model_copy, model_dump, model_dump_json, model_parametrized_name, model_post_init, model_rebuild, model_validate, model_validate_json, model_validate_strings, to_json, model_extra, model_fields_set, model_json_schema, predict, apredict, predict_messages, apredict_messages, generate, generate_prompt, agenerate, agenerate_prompt, call_as_llm
+
+    .. NOTE:: {{objname}} implements the standard :py:class:`Runnable Interface <langchain_core.runnables.base.Runnable>`. 🏃
+
+        The :py:class:`Runnable Interface <langchain_core.runnables.base.Runnable>` has additional methods that are available on runnables, such as :py:meth:`with_config <langchain_core.runnables.base.Runnable.with_config>`, :py:meth:`with_types <langchain_core.runnables.base.Runnable.with_types>`, :py:meth:`with_retry <langchain_core.runnables.base.Runnable.with_retry>`, :py:meth:`assign <langchain_core.runnables.base.Runnable.assign>`, :py:meth:`bind <langchain_core.runnables.base.Runnable.bind>`, :py:meth:`get_graph <langchain_core.runnables.base.Runnable.get_graph>`, and more.
+
+.. example_links:: {{ objname }}

docs/api_reference/templates/typeddict.rst

@@ -0,0 +1,14 @@
+{{ objname }}
+{{ underline }}==============
+
+.. currentmodule:: {{ module }}
+
+.. autoclass:: {{ objname }}
+
+    {% block attributes %}
+   {% for item in attributes %}
+  .. autoattribute:: {{ item }}
+   {% endfor %}
+   {% endblock %}
+
+.. example_links:: {{ objname }}

docs/babel.config.js

@@ -0,0 +1,12 @@
+/**
+ * Copyright (c) Meta Platforms, Inc. and affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ *
+ * @format
+ */
+
+module.exports = {
+  presets: [require.resolve("@docusaurus/core/lib/babel/preset")],
+};

docs/cassettes/agent_executor_114ba50d.msgpack.zlib

@@ -0,0 +1 @@
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

docs/cassettes/agent_executor_1f5932b6.msgpack.zlib

@@ -0,0 +1 @@
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docs/cassettes/agent_executor_550e0c6e.msgpack.zlib

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docs/cassettes/agent_executor_688b465d.msgpack.zlib

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docs/cassettes/agent_executor_77c2f769.msgpack.zlib

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docs/cassettes/agent_executor_ae627966.msgpack.zlib

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docs/cassettes/agent_executor_af83d3e3.msgpack.zlib

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docs/cassettes/agent_executor_b6a7e925.msgpack.zlib

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docs/cassettes/agent_executor_c4073e35.msgpack.zlib

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docs/cassettes/agent_executor_c96c960b.msgpack.zlib

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docs/cassettes/agent_executor_e593bbf6.msgpack.zlib

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docs/cassettes/agents_114ba50d.msgpack.zlib

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docs/cassettes/agents_24460239.msgpack.zlib

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docs/cassettes/agents_56d8028b-5dbc-40b2-86f5-ed60631d86a3.msgpack.zlib

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docs/cassettes/agents_688b465d.msgpack.zlib

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docs/cassettes/agents_76a02d36-6ea2-4e62-88b4-6c480dd9c04f.msgpack.zlib

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docs/cassettes/agents_7ab50503-d09f-4ff4-9080-5afe297ccc38.msgpack.zlib

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docs/cassettes/agents_a13462d0-2d02-4474-921e-15a1ba1fa274.msgpack.zlib

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docs/cassettes/agents_b6a7e925.msgpack.zlib

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docs/cassettes/agents_c96c960b.msgpack.zlib

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docs/cassettes/binding_32e0484a-78c5-4570-a00b-20d597245a96.msgpack.zlib

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docs/cassettes/binding_f3fdf86d-155f-4587-b7cd-52d363970c1d.msgpack.zlib

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docs/cassettes/callbacks_async_2.msgpack.zlib

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docs/cassettes/callbacks_attach_2.msgpack.zlib

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docs/cassettes/callbacks_constructor_2.msgpack.zlib

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docs/cassettes/callbacks_runtime_2.msgpack.zlib

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