feat(infra): schedule daily model profile refresh with job summary (#35354)

- Schedules the `refresh_model_profiles` workflow to run daily at 08:00
UTC (manual trigger available).
- Adds a job summary step that reports whether a PR was created/updated
or skipped because profiles were already up to date.
- Each run supersedes any stale PR from a previous run since the action
force-pushes to a fixed branch (`bot/refresh-model-profiles`).

.github/workflows/refresh_model_profiles.yml

@@ -0,0 +1,93 @@
+# Refreshes model profile data for all in-monorepo partner integrations by
+# pulling the latest metadata from models.dev via the `langchain-profiles` CLI.
+#
+# Creates a pull request with any changes. Runs daily and can be triggered
+# manually from the Actions UI. Uses a fixed branch so each run supersedes
+# any stale PR from a previous run.
+
+name: "🔄 Refresh Model Profiles"
+
+on:
+  schedule:
+    - cron: "0 8 * * *" # daily at 08:00 UTC
+  workflow_dispatch:
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  refresh-profiles:
+    name: "refresh all partner profiles"
+    runs-on: ubuntu-latest
+    steps:
+      - name: "📋 Checkout"
+        uses: actions/checkout@v6
+
+      - name: "🐍 Set up Python + uv"
+        uses: ./.github/actions/uv_setup
+        with:
+          python-version: "3.12"
+          working-directory: libs/model-profiles
+
+      - name: "📦 Install langchain-profiles CLI"
+        working-directory: libs/model-profiles
+        run: uv sync
+
+      - name: "🔄 Refresh profiles"
+        working-directory: libs/model-profiles
+        run: |
+          declare -A PROVIDERS=(
+            [anthropic]=anthropic
+            [deepseek]=deepseek
+            [fireworks]=fireworks-ai
+            [groq]=groq
+            [huggingface]=huggingface
+            [mistralai]=mistral
+            [openai]=openai
+            [openrouter]=openrouter
+            [perplexity]=perplexity
+            [xai]=xai
+          )
+
+          for partner in "${!PROVIDERS[@]}"; do
+            provider="${PROVIDERS[$partner]}"
+            data_dir="../../libs/partners/${partner}/langchain_${partner//-/_}/data"
+            echo "--- Refreshing ${partner} (provider: ${provider}) ---"
+            echo y | uv run langchain-profiles refresh \
+              --provider "$provider" \
+              --data-dir "$data_dir"
+          done
+
+      - name: "🔑 Generate GitHub App token"
+        id: app-token
+        uses: actions/create-github-app-token@v2
+        with:
+          app-id: ${{ secrets.MODEL_PROFILE_BOT_APP_ID }}
+          private-key: ${{ secrets.MODEL_PROFILE_BOT_PRIVATE_KEY }}
+
+      - name: "🔀 Create pull request"
+        id: create-pr
+        uses: peter-evans/create-pull-request@v8
+        with:
+          token: ${{ steps.app-token.outputs.token }}
+          branch: bot/refresh-model-profiles
+          commit-message: "chore(model-profiles): refresh model profile data"
+          title: "chore(model-profiles): refresh model profile data"
+          body: |
+            Automated refresh of model profile data for all in-monorepo partner
+            integrations via `langchain-profiles refresh`.
+
+            🤖 Generated by the `refresh_model_profiles` workflow.
+          labels: bot
+          add-paths: libs/partners/**/data/_profiles.py
+
+      - name: "📝 Summary"
+        run: |
+          op="${{ steps.create-pr.outputs.pull-request-operation }}"
+          url="${{ steps.create-pr.outputs.pull-request-url }}"
+          if [ "$op" = "created" ] || [ "$op" = "updated" ]; then
+            echo "### ✅ PR ${op}: ${url}" >> "$GITHUB_STEP_SUMMARY"
+          else
+            echo "### ⏭️ Skipped: profiles already up to date" >> "$GITHUB_STEP_SUMMARY"
+          fi

AGENTS.md

@@ -194,6 +194,59 @@ def send_email(to: str, msg: str, *, priority: str = "normal") -> bool:
 - Ensure American English spelling (e.g., "behavior", not "behaviour")
 - Do NOT use Sphinx-style double backtick formatting (` ``code`` `). Use single backticks (`` `code` ``) for inline code references in docstrings and comments.
 
+## Model profiles
+
+Model profiles are generated using the `langchain-profiles` CLI in `libs/model-profiles`. The `--data-dir` must point to the directory containing `profile_augmentations.toml`, not the top-level package directory.
+
+```bash
+# Run from libs/model-profiles
+cd libs/model-profiles
+
+# Refresh profiles for a partner in this repo
+uv run langchain-profiles refresh --provider openai --data-dir ../partners/openai/langchain_openai/data
+
+# Refresh profiles for a partner in an external repo (requires echo y to confirm)
+echo y | uv run langchain-profiles refresh --provider google --data-dir /path/to/langchain-google/libs/genai/langchain_google_genai/data
+```
+
+Example partners with profiles in this repo:
+
+- `libs/partners/openai/langchain_openai/data/` (provider: `openai`)
+- `libs/partners/anthropic/langchain_anthropic/data/` (provider: `anthropic`)
+- `libs/partners/perplexity/langchain_perplexity/data/` (provider: `perplexity`)
+
+The `echo y |` pipe is required when `--data-dir` is outside the `libs/model-profiles` working directory.
+
+## CI/CD infrastructure
+
+### Release process
+
+Releases are triggered manually via `.github/workflows/_release.yml` with `working-directory` and `release-version` inputs.
+
+### PR labeling and linting
+
+**Title linting** (`.github/workflows/pr_lint.yml`)
+
+**Auto-labeling:**
+
+- `.github/workflows/pr_labeler_file.yml`
+- `.github/workflows/pr_labeler_title.yml`
+- `.github/workflows/auto-label-by-package.yml`
+- `.github/workflows/tag-external-contributions.yml`
+
+### Adding a new partner to CI
+
+When adding a new partner package, update these files:
+
+- `.github/ISSUE_TEMPLATE/*.yml` – Add to package dropdown
+- `.github/dependabot.yml` – Add dependency update entry
+- `.github/pr-file-labeler.yml` – Add file-to-label mapping
+- `.github/workflows/_release.yml` – Add API key secrets if needed
+- `.github/workflows/auto-label-by-package.yml` – Add package label
+- `.github/workflows/check_diffs.yml` – Add to change detection
+- `.github/workflows/integration_tests.yml` – Add integration test config
+- `.github/workflows/pr_lint.yml` – Add to allowed scopes
+
 ## Additional resources
 
 - **Documentation:** https://docs.langchain.com/oss/python/langchain/overview and source at https://github.com/langchain-ai/docs or `../docs/`. Prefer the local install and use file search tools for best results. If needed, use the docs MCP server as defined in `.mcp.json` for programmatic access.

CLAUDE.md

@@ -194,6 +194,59 @@ def send_email(to: str, msg: str, *, priority: str = "normal") -> bool:
 - Ensure American English spelling (e.g., "behavior", not "behaviour")
 - Do NOT use Sphinx-style double backtick formatting (` ``code`` `). Use single backticks (`` `code` ``) for inline code references in docstrings and comments.
 
+## Model profiles
+
+Model profiles are generated using the `langchain-profiles` CLI in `libs/model-profiles`. The `--data-dir` must point to the directory containing `profile_augmentations.toml`, not the top-level package directory.
+
+```bash
+# Run from libs/model-profiles
+cd libs/model-profiles
+
+# Refresh profiles for a partner in this repo
+uv run langchain-profiles refresh --provider openai --data-dir ../partners/openai/langchain_openai/data
+
+# Refresh profiles for a partner in an external repo (requires echo y to confirm)
+echo y | uv run langchain-profiles refresh --provider google --data-dir /path/to/langchain-google/libs/genai/langchain_google_genai/data
+```
+
+Example partners with profiles in this repo:
+
+- `libs/partners/openai/langchain_openai/data/` (provider: `openai`)
+- `libs/partners/anthropic/langchain_anthropic/data/` (provider: `anthropic`)
+- `libs/partners/perplexity/langchain_perplexity/data/` (provider: `perplexity`)
+
+The `echo y |` pipe is required when `--data-dir` is outside the `libs/model-profiles` working directory.
+
+## CI/CD infrastructure
+
+### Release process
+
+Releases are triggered manually via `.github/workflows/_release.yml` with `working-directory` and `release-version` inputs.
+
+### PR labeling and linting
+
+**Title linting** (`.github/workflows/pr_lint.yml`)
+
+**Auto-labeling:**
+
+- `.github/workflows/pr_labeler_file.yml`
+- `.github/workflows/pr_labeler_title.yml`
+- `.github/workflows/auto-label-by-package.yml`
+- `.github/workflows/tag-external-contributions.yml`
+
+### Adding a new partner to CI
+
+When adding a new partner package, update these files:
+
+- `.github/ISSUE_TEMPLATE/*.yml` – Add to package dropdown
+- `.github/dependabot.yml` – Add dependency update entry
+- `.github/pr-file-labeler.yml` – Add file-to-label mapping
+- `.github/workflows/_release.yml` – Add API key secrets if needed
+- `.github/workflows/auto-label-by-package.yml` – Add package label
+- `.github/workflows/check_diffs.yml` – Add to change detection
+- `.github/workflows/integration_tests.yml` – Add integration test config
+- `.github/workflows/pr_lint.yml` – Add to allowed scopes
+
 ## Additional resources
 
 - **Documentation:** https://docs.langchain.com/oss/python/langchain/overview and source at https://github.com/langchain-ai/docs or `../docs/`. Prefer the local install and use file search tools for best results. If needed, use the docs MCP server as defined in `.mcp.json` for programmatic access.

libs/core/pyproject.toml

@@ -133,7 +133,7 @@ ignore-var-parameters = true  # ignore missing documentation for *args and **kwa
 "langchain_core/sys_info.py" = [ "T201",]
 "tests/unit_tests/test_tools.py" = [ "ARG",]
 "tests/**" = [ "D1", "PLR2004", "S", "SLF",]
-"scripts/**" = [ "INP", "S",]
+"scripts/**" = [ "INP", "S", "T201",]
 
 [tool.coverage.run]
 omit = [ "tests/*",]

libs/core/scripts/check_imports.py

@@ -17,8 +17,8 @@ if __name__ == "__main__":
             SourceFileLoader(module_name, file).load_module()
         except Exception:
             has_failure = True
-            print(file)  # noqa: T201
+            print(file)
             traceback.print_exc()
-            print()  # noqa: T201
+            print()
 
     sys.exit(1 if has_failure else 0)

libs/core/scripts/check_version.py

@@ -33,31 +33,31 @@ def main() -> int:
     version_path = package_dir / "langchain_core" / "version.py"
 
     if not pyproject_path.exists():
-        print(f"Error: {pyproject_path} not found")  # noqa: T201
+        print(f"Error: {pyproject_path} not found")
         return 1
 
     if not version_path.exists():
-        print(f"Error: {version_path} not found")  # noqa: T201
+        print(f"Error: {version_path} not found")
         return 1
 
     pyproject_version = get_pyproject_version(pyproject_path)
     version_py_version = get_version_py_version(version_path)
 
     if pyproject_version is None:
-        print("Error: Could not find version in pyproject.toml")  # noqa: T201
+        print("Error: Could not find version in pyproject.toml")
         return 1
 
     if version_py_version is None:
-        print("Error: Could not find VERSION in langchain_core/version.py")  # noqa: T201
+        print("Error: Could not find VERSION in langchain_core/version.py")
         return 1
 
     if pyproject_version != version_py_version:
-        print("Error: Version mismatch detected!")  # noqa: T201
-        print(f"  pyproject.toml: {pyproject_version}")  # noqa: T201
-        print(f"  langchain_core/version.py: {version_py_version}")  # noqa: T201
+        print("Error: Version mismatch detected!")
+        print(f"  pyproject.toml: {pyproject_version}")
+        print(f"  langchain_core/version.py: {version_py_version}")
         return 1
 
-    print(f"Version check passed: {pyproject_version}")  # noqa: T201
+    print(f"Version check passed: {pyproject_version}")
     return 0
 
 

libs/langchain_v1/pyproject.toml

@@ -175,7 +175,8 @@ ignore-var-parameters = true  # ignore missing documentation for *args and **kwa
 ]
 
 "scripts/*" = [
-    "INP", # Scripts are not in a package
+    "INP",  # Scripts are not in a package
+    "T201", # Scripts can print to the console
 ]
 
 [tool.coverage.run]

libs/langchain_v1/scripts/check_imports.py

@@ -26,8 +26,8 @@ if __name__ == "__main__":
             SourceFileLoader(module_name, file).load_module()
         except Exception:
             has_failure = True
-            print(file)  # noqa: T201
+            print(file)
             traceback.print_exc()
-            print()  # noqa: T201
+            print()
 
     sys.exit(1 if has_failure else 0)

libs/langchain_v1/scripts/check_version.py

@@ -33,31 +33,31 @@ def main() -> int:
     init_path = package_dir / "langchain" / "__init__.py"
 
     if not pyproject_path.exists():
-        print(f"Error: {pyproject_path} not found")  # noqa: T201
+        print(f"Error: {pyproject_path} not found")
         return 1
 
     if not init_path.exists():
-        print(f"Error: {init_path} not found")  # noqa: T201
+        print(f"Error: {init_path} not found")
         return 1
 
     pyproject_version = get_pyproject_version(pyproject_path)
     init_version = get_init_version(init_path)
 
     if pyproject_version is None:
-        print("Error: Could not find version in pyproject.toml")  # noqa: T201
+        print("Error: Could not find version in pyproject.toml")
         return 1
 
     if init_version is None:
-        print("Error: Could not find __version__ in langchain/__init__.py")  # noqa: T201
+        print("Error: Could not find __version__ in langchain/__init__.py")
         return 1
 
     if pyproject_version != init_version:
-        print("Error: Version mismatch detected!")  # noqa: T201
-        print(f"  pyproject.toml: {pyproject_version}")  # noqa: T201
-        print(f"  langchain/__init__.py: {init_version}")  # noqa: T201
+        print("Error: Version mismatch detected!")
+        print(f"  pyproject.toml: {pyproject_version}")
+        print(f"  langchain/__init__.py: {init_version}")
         return 1
 
-    print(f"Version check passed: {pyproject_version}")  # noqa: T201
+    print(f"Version check passed: {pyproject_version}")
     return 0
 
 

libs/model-profiles/langchain_model_profiles/cli.py

@@ -310,14 +310,14 @@ def refresh(provider: str, data_dir: Path) -> None:  # noqa: C901, PLR0915
     print(f"Writing to {output_file}...")
     module_content = [f'"""{MODULE_ADMONITION}"""\n\n', "from typing import Any\n\n"]
     module_content.append("_PROFILES: dict[str, dict[str, Any]] = ")
-    json_str = json.dumps(profiles, indent=4)
+    json_str = json.dumps(dict(sorted(profiles.items())), indent=4)
     json_str = (
         json_str.replace("true", "True")
         .replace("false", "False")
         .replace("null", "None")
     )
     # Add trailing commas for ruff format compliance
-    json_str = re.sub(r"([^\s,{\[])(\n\s*[\}\]])", r"\1,\2", json_str)
+    json_str = re.sub(r"([^\s,{\[])(?=\n\s*[\}\]])", r"\1,", json_str)
     module_content.append(f"{json_str}\n")
     _write_profiles_file(output_file, "".join(module_content))
 

libs/model-profiles/tests/unit_tests/test_cli.py

@@ -216,6 +216,62 @@ max_input_tokens = 123
     )
 
 
+def test_refresh_generates_sorted_profiles(
+    tmp_path: Path, mock_models_dev_response: dict
+) -> None:
+    """Test that profiles are sorted alphabetically by model ID."""
+    data_dir = tmp_path / "data"
+    data_dir.mkdir()
+
+    # Inject models in reverse-alphabetical order so the API response
+    # is NOT already sorted.
+    mock_models_dev_response["anthropic"]["models"] = {
+        "z-model": {
+            "id": "z-model",
+            "name": "Z Model",
+            "tool_call": True,
+            "limit": {"context": 100000, "output": 2048},
+            "modalities": {"input": ["text"], "output": ["text"]},
+        },
+        "a-model": {
+            "id": "a-model",
+            "name": "A Model",
+            "tool_call": True,
+            "limit": {"context": 100000, "output": 2048},
+            "modalities": {"input": ["text"], "output": ["text"]},
+        },
+        "m-model": {
+            "id": "m-model",
+            "name": "M Model",
+            "tool_call": True,
+            "limit": {"context": 100000, "output": 2048},
+            "modalities": {"input": ["text"], "output": ["text"]},
+        },
+    }
+
+    mock_response = Mock()
+    mock_response.json.return_value = mock_models_dev_response
+    mock_response.raise_for_status = Mock()
+
+    with (
+        patch("langchain_model_profiles.cli.httpx.get", return_value=mock_response),
+        patch("builtins.input", return_value="y"),
+    ):
+        refresh("anthropic", data_dir)
+
+    profiles_file = data_dir / "_profiles.py"
+    spec = importlib.util.spec_from_file_location(
+        "generated_profiles_sorted", profiles_file
+    )
+    assert spec
+    assert spec.loader
+    module = importlib.util.module_from_spec(spec)
+    spec.loader.exec_module(module)  # type: ignore[union-attr]
+
+    model_ids = list(module._PROFILES.keys())  # type: ignore[attr-defined]
+    assert model_ids == sorted(model_ids), f"Profile keys are not sorted: {model_ids}"
+
+
 def test_model_data_to_profile_text_modalities() -> None:
     """Test that text input/output modalities are correctly mapped."""
     # Model with text in both input and output

libs/model-profiles/uv.lock

@@ -527,7 +527,7 @@ typing = [
 
 [[package]]
 name = "langchain-core"
-version = "1.2.13"
+version = "1.2.14"
 source = { editable = "../core" }
 dependencies = [
     { name = "jsonpatch" },

libs/partners/anthropic/langchain_anthropic/chat_models.py

@@ -1024,6 +1024,12 @@ class ChatAnthropic(BaseChatModel):
         """Set model profile if not overridden."""
         if self.profile is None:
             self.profile = _get_default_model_profile(self.model)
+        if (
+            self.profile is not None
+            and self.betas
+            and "context-1m-2025-08-07" in self.betas
+        ):
+            self.profile["max_input_tokens"] = 1_000_000
         return self
 
     @cached_property

libs/partners/anthropic/langchain_anthropic/data/_profiles.py

@@ -16,9 +16,9 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "claude-opus-4-5-20251101": {
+    "claude-3-5-haiku-20241022": {
         "max_input_tokens": 200000,
-        "max_output_tokens": 64000,
+        "max_output_tokens": 8192,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -28,7 +28,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": True,
+        "reasoning_output": False,
         "tool_calling": True,
         "image_url_inputs": True,
         "pdf_tool_message": True,
@@ -54,196 +54,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": False,
     },
-    "claude-opus-4-1": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 32000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": True,
-    },
-    "claude-3-5-sonnet-20241022": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
-    "claude-3-sonnet-20240229": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 4096,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
-    "claude-opus-4-6": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
-    "claude-sonnet-4-6": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 64000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
-    "claude-sonnet-4-0": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 64000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
-    "claude-opus-4-20250514": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 32000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
-    "claude-sonnet-4-5-20250929": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 64000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
-    "claude-opus-4-0": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 32000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
-    "claude-3-5-haiku-20241022": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "structured_output": False,
-    },
     "claude-3-5-sonnet-20240620": {
         "max_input_tokens": 200000,
         "max_output_tokens": 8192,
@@ -263,7 +73,26 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": False,
     },
-    "claude-3-7-sonnet-latest": {
+    "claude-3-5-sonnet-20241022": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
+    "claude-3-7-sonnet-20250219": {
         "max_input_tokens": 200000,
         "max_output_tokens": 64000,
         "text_inputs": True,
@@ -282,7 +111,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": False,
     },
-    "claude-3-7-sonnet-20250219": {
+    "claude-3-7-sonnet-latest": {
         "max_input_tokens": 200000,
         "max_output_tokens": 64000,
         "text_inputs": True,
@@ -320,6 +149,63 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": False,
     },
+    "claude-3-opus-20240229": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
+    "claude-3-sonnet-20240229": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
+    "claude-haiku-4-5": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 64000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
     "claude-haiku-4-5-20251001": {
         "max_input_tokens": 200000,
         "max_output_tokens": 64000,
@@ -339,9 +225,66 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": False,
     },
-    "claude-haiku-4-5": {
+    "claude-opus-4-0": {
         "max_input_tokens": 200000,
-        "max_output_tokens": 64000,
+        "max_output_tokens": 32000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
+    "claude-opus-4-1": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 32000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": True,
+    },
+    "claude-opus-4-1-20250805": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 32000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
+    "claude-opus-4-20250514": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 32000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -377,9 +320,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": False,
     },
-    "claude-3-opus-20240229": {
+    "claude-opus-4-5-20251101": {
         "max_input_tokens": 200000,
-        "max_output_tokens": 4096,
+        "max_output_tokens": 64000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -389,7 +332,64 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
+    "claude-opus-4-6": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
+    "claude-sonnet-4-0": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 64000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
+    "claude-sonnet-4-20250514": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 64000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
         "tool_calling": True,
         "image_url_inputs": True,
         "pdf_tool_message": True,
@@ -415,7 +415,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": True,
     },
-    "claude-sonnet-4-20250514": {
+    "claude-sonnet-4-5-20250929": {
         "max_input_tokens": 200000,
         "max_output_tokens": 64000,
         "text_inputs": True,
@@ -434,9 +434,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": False,
     },
-    "claude-opus-4-1-20250805": {
+    "claude-sonnet-4-6": {
         "max_input_tokens": 200000,
-        "max_output_tokens": 32000,
+        "max_output_tokens": 64000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,

libs/partners/anthropic/tests/unit_tests/test_chat_models.py

@@ -2171,6 +2171,23 @@ def test_profile() -> None:
     assert model.profile == {"tool_calling": False}
 
 
+def test_profile_1m_context_beta() -> None:
+    model = ChatAnthropic(model="claude-sonnet-4-5")
+    assert model.profile
+    assert model.profile["max_input_tokens"] == 200000
+
+    model = ChatAnthropic(model="claude-sonnet-4-5", betas=["context-1m-2025-08-07"])
+    assert model.profile
+    assert model.profile["max_input_tokens"] == 1000000
+
+    model = ChatAnthropic(
+        model="claude-sonnet-4-5",
+        betas=["token-efficient-tools-2025-02-19"],
+    )
+    assert model.profile
+    assert model.profile["max_input_tokens"] == 200000
+
+
 async def test_model_profile_not_blocking() -> None:
     with blockbuster_ctx():
         model = ChatAnthropic(model="claude-sonnet-4-5")

libs/partners/deepseek/langchain_deepseek/data/_profiles.py

@@ -16,20 +16,6 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "deepseek-reasoner": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
     "deepseek-chat": {
         "max_input_tokens": 128000,
         "max_output_tokens": 8192,
@@ -44,4 +30,18 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
+    "deepseek-reasoner": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
 }

libs/partners/deepseek/uv.lock

@@ -370,7 +370,7 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "1.2.13"
+version = "1.2.14"
 source = { editable = "../../core" }
 dependencies = [
     { name = "jsonpatch" },

libs/partners/fireworks/langchain_fireworks/data/_profiles.py

@@ -16,9 +16,9 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "accounts/fireworks/models/kimi-k2-instruct": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
+    "accounts/fireworks/models/deepseek-v3p1": {
+        "max_input_tokens": 163840,
+        "max_output_tokens": 163840,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -27,7 +27,49 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "accounts/fireworks/models/deepseek-v3p2": {
+        "max_input_tokens": 160000,
+        "max_output_tokens": 160000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "accounts/fireworks/models/glm-4p5": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 131072,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "accounts/fireworks/models/glm-4p5-air": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 131072,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
         "tool_calling": True,
     },
     "accounts/fireworks/models/glm-4p7": {
@@ -58,76 +100,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "accounts/fireworks/models/deepseek-v3p1": {
-        "max_input_tokens": 163840,
-        "max_output_tokens": 163840,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "accounts/fireworks/models/minimax-m2p1": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 200000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "accounts/fireworks/models/glm-4p5-air": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 131072,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "accounts/fireworks/models/deepseek-v3p2": {
-        "max_input_tokens": 160000,
-        "max_output_tokens": 160000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "accounts/fireworks/models/minimax-m2p5": {
-        "max_input_tokens": 196608,
-        "max_output_tokens": 196608,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
     "accounts/fireworks/models/gpt-oss-120b": {
         "max_input_tokens": 131072,
         "max_output_tokens": 32768,
@@ -142,48 +114,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "accounts/fireworks/models/kimi-k2p5": {
-        "max_input_tokens": 256000,
-        "max_output_tokens": 256000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": True,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "accounts/fireworks/models/kimi-k2-thinking": {
-        "max_input_tokens": 256000,
-        "max_output_tokens": 256000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "accounts/fireworks/models/glm-4p5": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 131072,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
     "accounts/fireworks/models/gpt-oss-20b": {
         "max_input_tokens": 131072,
         "max_output_tokens": 32768,
@@ -198,4 +128,74 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
+    "accounts/fireworks/models/kimi-k2-instruct": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "accounts/fireworks/models/kimi-k2-thinking": {
+        "max_input_tokens": 256000,
+        "max_output_tokens": 256000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "accounts/fireworks/models/kimi-k2p5": {
+        "max_input_tokens": 256000,
+        "max_output_tokens": 256000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": True,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "accounts/fireworks/models/minimax-m2p1": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 200000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "accounts/fireworks/models/minimax-m2p5": {
+        "max_input_tokens": 196608,
+        "max_output_tokens": 196608,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
 }

libs/partners/groq/langchain_groq/data/_profiles.py

@@ -16,62 +16,6 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "llama3-70b-8192": {
-        "max_input_tokens": 8192,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "qwen-qwq-32b": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 16384,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "llama-3.1-8b-instant": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 131072,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "llama-guard-3-8b": {
-        "max_input_tokens": 8192,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-    },
     "deepseek-r1-distill-llama-70b": {
         "max_input_tokens": 131072,
         "max_output_tokens": 8192,
@@ -86,7 +30,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "llama3-8b-8192": {
+    "gemma2-9b-it": {
         "max_input_tokens": 8192,
         "max_output_tokens": 8192,
         "text_inputs": True,
@@ -100,9 +44,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "mistral-saba-24b": {
-        "max_input_tokens": 32768,
-        "max_output_tokens": 32768,
+    "llama-3.1-8b-instant": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -128,7 +72,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "gemma2-9b-it": {
+    "llama-guard-3-8b": {
         "max_input_tokens": 8192,
         "max_output_tokens": 8192,
         "text_inputs": True,
@@ -140,6 +84,92 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": False,
+        "tool_calling": False,
+    },
+    "llama3-70b-8192": {
+        "max_input_tokens": 8192,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "llama3-8b-8192": {
+        "max_input_tokens": 8192,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "meta-llama/llama-4-maverick-17b-128e-instruct": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+    },
+    "meta-llama/llama-4-scout-17b-16e-instruct": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+    },
+    "meta-llama/llama-guard-4-12b": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 1024,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": False,
+    },
+    "mistral-saba-24b": {
+        "max_input_tokens": 32768,
+        "max_output_tokens": 32768,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
         "tool_calling": True,
     },
     "moonshotai/kimi-k2-instruct": {
@@ -171,64 +201,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "tool_calling": True,
         "structured_output": True,
     },
-    "qwen/qwen3-32b": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 16384,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "meta-llama/llama-4-scout-17b-16e-instruct": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-    },
-    "meta-llama/llama-guard-4-12b": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 1024,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-    },
-    "meta-llama/llama-4-maverick-17b-128e-instruct": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-    },
     "openai/gpt-oss-120b": {
         "max_input_tokens": 131072,
         "max_output_tokens": 65536,
@@ -259,4 +231,32 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "tool_calling": True,
         "structured_output": True,
     },
+    "qwen-qwq-32b": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 16384,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "qwen/qwen3-32b": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 16384,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
 }

libs/partners/huggingface/langchain_huggingface/data/_profiles.py

@@ -16,21 +16,7 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "zai-org/GLM-4.7-Flash": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "zai-org/GLM-4.7": {
+    "MiniMaxAI/MiniMax-M2.1": {
         "max_input_tokens": 204800,
         "max_output_tokens": 131072,
         "text_inputs": True,
@@ -44,34 +30,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "zai-org/GLM-5": {
-        "max_input_tokens": 202752,
-        "max_output_tokens": 131072,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "XiaomiMiMo/MiMo-V2-Flash": {
-        "max_input_tokens": 262144,
-        "max_output_tokens": 4096,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
     "MiniMaxAI/MiniMax-M2.5": {
         "max_input_tokens": 204800,
         "max_output_tokens": 131072,
@@ -86,8 +44,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "MiniMaxAI/MiniMax-M2.1": {
-        "max_input_tokens": 204800,
+    "Qwen/Qwen3-235B-A22B-Thinking-2507": {
+        "max_input_tokens": 262144,
         "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": False,
@@ -100,6 +58,118 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
+    "Qwen/Qwen3-Coder-480B-A35B-Instruct": {
+        "max_input_tokens": 262144,
+        "max_output_tokens": 66536,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "Qwen/Qwen3-Coder-Next": {
+        "max_input_tokens": 262144,
+        "max_output_tokens": 65536,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "Qwen/Qwen3-Embedding-4B": {
+        "max_input_tokens": 32000,
+        "max_output_tokens": 2048,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": False,
+    },
+    "Qwen/Qwen3-Embedding-8B": {
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": False,
+    },
+    "Qwen/Qwen3-Next-80B-A3B-Instruct": {
+        "max_input_tokens": 262144,
+        "max_output_tokens": 66536,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "Qwen/Qwen3-Next-80B-A3B-Thinking": {
+        "max_input_tokens": 262144,
+        "max_output_tokens": 131072,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "Qwen/Qwen3.5-397B-A17B": {
+        "max_input_tokens": 262144,
+        "max_output_tokens": 32768,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "XiaomiMiMo/MiMo-V2-Flash": {
+        "max_input_tokens": 262144,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
     "deepseek-ai/DeepSeek-R1-0528": {
         "max_input_tokens": 163840,
         "max_output_tokens": 163840,
@@ -156,20 +226,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "moonshotai/Kimi-K2.5": {
-        "max_input_tokens": 262144,
-        "max_output_tokens": 262144,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": True,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
     "moonshotai/Kimi-K2-Thinking": {
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
@@ -184,27 +240,13 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "Qwen/Qwen3-Next-80B-A3B-Instruct": {
+    "moonshotai/Kimi-K2.5": {
         "max_input_tokens": 262144,
-        "max_output_tokens": 66536,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "Qwen/Qwen3.5-397B-A17B": {
-        "max_input_tokens": 262144,
-        "max_output_tokens": 32768,
+        "max_output_tokens": 262144,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
-        "video_inputs": False,
+        "video_inputs": True,
         "text_outputs": True,
         "image_outputs": False,
         "audio_outputs": False,
@@ -212,8 +254,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "Qwen/Qwen3-235B-A22B-Thinking-2507": {
-        "max_input_tokens": 262144,
+    "zai-org/GLM-4.7": {
+        "max_input_tokens": 204800,
         "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": False,
@@ -226,9 +268,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "Qwen/Qwen3-Coder-Next": {
-        "max_input_tokens": 262144,
-        "max_output_tokens": 65536,
+    "zai-org/GLM-4.7-Flash": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -237,53 +279,11 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": False,
+        "reasoning_output": True,
         "tool_calling": True,
     },
-    "Qwen/Qwen3-Coder-480B-A35B-Instruct": {
-        "max_input_tokens": 262144,
-        "max_output_tokens": 66536,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "Qwen/Qwen3-Embedding-4B": {
-        "max_input_tokens": 32000,
-        "max_output_tokens": 2048,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-    },
-    "Qwen/Qwen3-Embedding-8B": {
-        "max_input_tokens": 32000,
-        "max_output_tokens": 4096,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-    },
-    "Qwen/Qwen3-Next-80B-A3B-Thinking": {
-        "max_input_tokens": 262144,
+    "zai-org/GLM-5": {
+        "max_input_tokens": 202752,
         "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": False,
@@ -293,7 +293,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": False,
+        "reasoning_output": True,
         "tool_calling": True,
     },
 }

libs/partners/mistralai/langchain_mistralai/data/_profiles.py

@@ -16,6 +16,34 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
+    "codestral-latest": {
+        "max_input_tokens": 256000,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "devstral-2512": {
+        "max_input_tokens": 262144,
+        "max_output_tokens": 262144,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
     "devstral-medium-2507": {
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
@@ -30,6 +58,48 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
+    "devstral-medium-latest": {
+        "max_input_tokens": 262144,
+        "max_output_tokens": 262144,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "devstral-small-2505": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "devstral-small-2507": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
     "labs-devstral-small-2512": {
         "max_input_tokens": 256000,
         "max_output_tokens": 256000,
@@ -44,66 +114,10 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "devstral-medium-latest": {
-        "max_input_tokens": 262144,
-        "max_output_tokens": 262144,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "open-mistral-7b": {
-        "max_input_tokens": 8000,
-        "max_output_tokens": 8000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "mistral-small-2506": {
+    "magistral-medium-latest": {
         "max_input_tokens": 128000,
         "max_output_tokens": 16384,
         "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "mistral-medium-2505": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 131072,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "codestral-latest": {
-        "max_input_tokens": 256000,
-        "max_output_tokens": 4096,
-        "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
         "video_inputs": False,
@@ -111,21 +125,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "ministral-8b-latest": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
+        "reasoning_output": True,
         "tool_calling": True,
     },
     "magistral-small": {
@@ -142,11 +142,11 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "mistral-large-2512": {
-        "max_input_tokens": 262144,
-        "max_output_tokens": 262144,
+    "ministral-3b-latest": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 128000,
         "text_inputs": True,
-        "image_inputs": True,
+        "image_inputs": False,
         "audio_inputs": False,
         "video_inputs": False,
         "text_outputs": True,
@@ -156,7 +156,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "ministral-3b-latest": {
+    "ministral-8b-latest": {
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
         "text_inputs": True,
@@ -184,9 +184,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": False,
     },
-    "devstral-small-2505": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 128000,
+    "mistral-large-2411": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -198,67 +198,11 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "pixtral-12b": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "open-mixtral-8x7b": {
-        "max_input_tokens": 32000,
-        "max_output_tokens": 32000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "pixtral-large-latest": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "mistral-nemo": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "devstral-2512": {
+    "mistral-large-2512": {
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
         "text_inputs": True,
-        "image_inputs": False,
+        "image_inputs": True,
         "audio_inputs": False,
         "video_inputs": False,
         "text_outputs": True,
@@ -282,6 +226,20 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
+    "mistral-medium-2505": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 131072,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
     "mistral-medium-2508": {
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
@@ -296,10 +254,24 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "mistral-large-2411": {
-        "max_input_tokens": 131072,
+    "mistral-medium-latest": {
+        "max_input_tokens": 128000,
         "max_output_tokens": 16384,
         "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "mistral-nemo": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
         "video_inputs": False,
@@ -310,6 +282,20 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
+    "mistral-small-2506": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
     "mistral-small-latest": {
         "max_input_tokens": 128000,
         "max_output_tokens": 16384,
@@ -324,6 +310,20 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
+    "open-mistral-7b": {
+        "max_input_tokens": 8000,
+        "max_output_tokens": 8000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
     "open-mixtral-8x22b": {
         "max_input_tokens": 64000,
         "max_output_tokens": 64000,
@@ -338,9 +338,23 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "mistral-medium-latest": {
+    "open-mixtral-8x7b": {
+        "max_input_tokens": 32000,
+        "max_output_tokens": 32000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "pixtral-12b": {
         "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
+        "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -352,11 +366,11 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "devstral-small-2507": {
+    "pixtral-large-latest": {
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
         "text_inputs": True,
-        "image_inputs": False,
+        "image_inputs": True,
         "audio_inputs": False,
         "video_inputs": False,
         "text_outputs": True,
@@ -366,18 +380,4 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "magistral-medium-latest": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
 }

libs/partners/openai/langchain_openai/data/_profiles.py

@@ -16,6 +16,205 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
+    "codex-mini-latest": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-3.5-turbo": {
+        "max_input_tokens": 16385,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": False,
+        "structured_output": False,
+        "image_url_inputs": False,
+        "pdf_inputs": False,
+        "pdf_tool_message": False,
+        "image_tool_message": False,
+        "tool_choice": True,
+    },
+    "gpt-4": {
+        "max_input_tokens": 8192,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": False,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4-turbo": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": False,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4.1": {
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4.1-mini": {
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4.1-nano": {
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4o": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4o-2024-05-13": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4o-2024-08-06": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
     "gpt-4o-2024-11-20": {
         "max_input_tokens": 128000,
         "max_output_tokens": 16384,
@@ -36,13 +235,32 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-5.3-codex": {
-        "max_input_tokens": 400000,
+    "gpt-4o-mini": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5": {
+        "max_input_tokens": 272000,
         "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
-        "pdf_inputs": True,
         "video_inputs": False,
         "text_outputs": True,
         "image_outputs": False,
@@ -52,6 +270,27 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "tool_calling": True,
         "structured_output": True,
         "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5-chat-latest": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": False,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
         "pdf_tool_message": True,
         "image_tool_message": True,
         "tool_choice": True,
@@ -76,6 +315,46 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
+    "gpt-5-mini": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5-nano": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
     "gpt-5-pro": {
         "max_input_tokens": 272000,
         "max_output_tokens": 272000,
@@ -96,46 +375,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-4o-mini": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "text-embedding-ada-002": {
-        "max_input_tokens": 8192,
-        "max_output_tokens": 1536,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5-chat-latest": {
+    "gpt-5.1": {
         "max_input_tokens": 272000,
         "max_output_tokens": 128000,
         "text_inputs": True,
@@ -147,7 +387,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": True,
-        "tool_calling": False,
+        "tool_calling": True,
         "structured_output": True,
         "image_url_inputs": True,
         "pdf_inputs": True,
@@ -155,11 +395,11 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "codex-mini-latest": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
+    "gpt-5.1-chat-latest": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 16384,
         "text_inputs": True,
-        "image_inputs": False,
+        "image_inputs": True,
         "audio_inputs": False,
         "video_inputs": False,
         "text_outputs": True,
@@ -168,6 +408,27 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.1-codex": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
         "image_url_inputs": True,
         "pdf_inputs": True,
         "pdf_tool_message": True,
@@ -194,9 +455,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-4o-2024-05-13": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 4096,
+    "gpt-5.1-codex-mini": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -205,7 +466,27 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.2": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
         "tool_calling": True,
         "structured_output": True,
         "image_url_inputs": True,
@@ -254,46 +535,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "o3-deep-research": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o1": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5.1": {
+    "gpt-5.2-pro": {
         "max_input_tokens": 272000,
         "max_output_tokens": 128000,
         "text_inputs": True,
@@ -306,19 +548,20 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": True,
+        "structured_output": False,
         "image_url_inputs": True,
         "pdf_inputs": True,
         "pdf_tool_message": True,
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "o4-mini-deep-research": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
+    "gpt-5.3-codex": {
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
+        "pdf_inputs": True,
         "video_inputs": False,
         "text_outputs": True,
         "image_outputs": False,
@@ -326,8 +569,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
+        "structured_output": True,
         "image_url_inputs": True,
-        "pdf_inputs": True,
         "pdf_tool_message": True,
         "image_tool_message": True,
         "tool_choice": True,
@@ -352,7 +595,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "o3": {
+    "o1": {
         "max_input_tokens": 200000,
         "max_output_tokens": 100000,
         "text_inputs": True,
@@ -372,189 +615,11 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "text-embedding-3-small": {
-        "max_input_tokens": 8191,
-        "max_output_tokens": 1536,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4.1-nano": {
-        "max_input_tokens": 1047576,
-        "max_output_tokens": 32768,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "text-embedding-3-large": {
-        "max_input_tokens": 8191,
-        "max_output_tokens": 3072,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-3.5-turbo": {
-        "max_input_tokens": 16385,
-        "max_output_tokens": 4096,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-        "structured_output": False,
-        "image_url_inputs": False,
-        "pdf_inputs": False,
-        "pdf_tool_message": False,
-        "image_tool_message": False,
-        "tool_choice": True,
-    },
-    "gpt-5.1-codex-mini": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5.2": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4.1": {
-        "max_input_tokens": 1047576,
-        "max_output_tokens": 32768,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o3-pro": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4-turbo": {
+    "o1-mini": {
         "max_input_tokens": 128000,
-        "max_output_tokens": 4096,
+        "max_output_tokens": 65536,
         "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": False,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": True,
+        "image_inputs": False,
         "audio_inputs": False,
         "video_inputs": False,
         "text_outputs": True,
@@ -562,47 +627,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o4-mini": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4.1-mini": {
-        "max_input_tokens": 1047576,
-        "max_output_tokens": 32768,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
+        "tool_calling": False,
         "structured_output": True,
         "image_url_inputs": True,
         "pdf_inputs": True,
@@ -649,9 +674,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-5.1-codex": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
+    "o3": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -669,9 +694,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-5.2-pro": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
+    "o3-deep-research": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -682,7 +707,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": False,
         "image_url_inputs": True,
         "pdf_inputs": True,
         "pdf_tool_message": True,
@@ -709,29 +733,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-4o-2024-08-06": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5-mini": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
+    "o3-pro": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -749,9 +753,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-5.1-chat-latest": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 16384,
+    "o4-mini": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -769,9 +773,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-4": {
-        "max_input_tokens": 8192,
-        "max_output_tokens": 8192,
+    "o4-mini-deep-research": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "text-embedding-3-large": {
+        "max_input_tokens": 8191,
+        "max_output_tokens": 3072,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -781,59 +804,18 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": False,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5-nano": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o1-mini": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 65536,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
         "tool_calling": False,
-        "structured_output": True,
         "image_url_inputs": True,
         "pdf_inputs": True,
         "pdf_tool_message": True,
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-4o": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
+    "text-embedding-3-small": {
+        "max_input_tokens": 8191,
+        "max_output_tokens": 1536,
         "text_inputs": True,
-        "image_inputs": True,
+        "image_inputs": False,
         "audio_inputs": False,
         "video_inputs": False,
         "text_outputs": True,
@@ -841,8 +823,26 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
+        "tool_calling": False,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "text-embedding-ada-002": {
+        "max_input_tokens": 8192,
+        "max_output_tokens": 1536,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": False,
         "image_url_inputs": True,
         "pdf_inputs": True,
         "pdf_tool_message": True,

libs/partners/perplexity/langchain_perplexity/data/_profiles.py

@@ -16,20 +16,6 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "sonar-reasoning-pro": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 4096,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": False,
-    },
     "sonar": {
         "max_input_tokens": 128000,
         "max_output_tokens": 4096,
@@ -72,4 +58,18 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": False,
     },
+    "sonar-reasoning-pro": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": False,
+    },
 }

libs/partners/xai/langchain_xai/data/_profiles.py

@@ -16,20 +16,6 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "grok-2-1212": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
     "grok-2": {
         "max_input_tokens": 131072,
         "max_output_tokens": 8192,
@@ -44,7 +30,21 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "grok-3-fast-latest": {
+    "grok-2-1212": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "grok-2-latest": {
         "max_input_tokens": 131072,
         "max_output_tokens": 8192,
         "text_inputs": True,
@@ -72,34 +72,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "grok-3": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "grok-code-fast-1": {
-        "max_input_tokens": 256000,
-        "max_output_tokens": 10000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
     "grok-2-vision-1212": {
         "max_input_tokens": 8192,
         "max_output_tokens": 4096,
@@ -114,104 +86,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "grok-4-1-fast-non-reasoning": {
-        "max_input_tokens": 2000000,
-        "max_output_tokens": 30000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "grok-beta": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 4096,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "grok-3-mini-fast": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "grok-4-fast": {
-        "max_input_tokens": 2000000,
-        "max_output_tokens": 30000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "grok-4": {
-        "max_input_tokens": 256000,
-        "max_output_tokens": 64000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
-    "grok-3-latest": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
-    "grok-4-1-fast": {
-        "max_input_tokens": 2000000,
-        "max_output_tokens": 30000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-    },
     "grok-2-vision-latest": {
         "max_input_tokens": 8192,
         "max_output_tokens": 4096,
@@ -226,7 +100,63 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "grok-3-mini-latest": {
+    "grok-3": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "grok-3-fast": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "grok-3-fast-latest": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "grok-3-latest": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 8192,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "grok-3-mini": {
         "max_input_tokens": 131072,
         "max_output_tokens": 8192,
         "text_inputs": True,
@@ -240,7 +170,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "grok-3-mini": {
+    "grok-3-mini-fast": {
         "max_input_tokens": 131072,
         "max_output_tokens": 8192,
         "text_inputs": True,
@@ -268,7 +198,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": True,
         "tool_calling": True,
     },
-    "grok-2-latest": {
+    "grok-3-mini-latest": {
         "max_input_tokens": 131072,
         "max_output_tokens": 8192,
         "text_inputs": True,
@@ -279,9 +209,65 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "grok-4": {
+        "max_input_tokens": 256000,
+        "max_output_tokens": 64000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "grok-4-1-fast": {
+        "max_input_tokens": 2000000,
+        "max_output_tokens": 30000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
+    "grok-4-1-fast-non-reasoning": {
+        "max_input_tokens": 2000000,
+        "max_output_tokens": 30000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": True,
     },
+    "grok-4-fast": {
+        "max_input_tokens": 2000000,
+        "max_output_tokens": 30000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
     "grok-4-fast-non-reasoning": {
         "max_input_tokens": 2000000,
         "max_output_tokens": 30000,
@@ -296,6 +282,34 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
+    "grok-beta": {
+        "max_input_tokens": 131072,
+        "max_output_tokens": 4096,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": True,
+    },
+    "grok-code-fast-1": {
+        "max_input_tokens": 256000,
+        "max_output_tokens": 10000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+    },
     "grok-vision-beta": {
         "max_input_tokens": 8192,
         "max_output_tokens": 4096,
@@ -310,18 +324,4 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
     },
-    "grok-3-fast": {
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-    },
 }

libs/standard-tests/langchain_tests/integration_tests/__init__.py

@@ -1,6 +1,8 @@
 """Integration tests for LangChain components."""
 
 # ruff: noqa: E402
+import importlib.util
+
 import pytest
 
 # Rewrite assert statements for test suite so that implementations can
@@ -19,13 +21,8 @@ modules = [
 for module in modules:
     pytest.register_assert_rewrite(f"langchain_tests.integration_tests.{module}")
 
-_HAS_DEEPAGENTS = False
-try:
-    import deepagents  # noqa: F401
-except ImportError:
-    _HAS_DEEPAGENTS = False
-else:
-    _HAS_DEEPAGENTS = True
+_HAS_DEEPAGENTS = importlib.util.find_spec("deepagents") is not None
+if _HAS_DEEPAGENTS:
     pytest.register_assert_rewrite("langchain_tests.integration_tests.sandboxes")
 
 from langchain_tests.integration_tests.base_store import (