docs: sorted by downloads [wip] (#28869)

docs/scripts/packages_yml_get_downloads.py

@@ -0,0 +1,71 @@
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
+
+import requests
+from ruamel.yaml import YAML
+from ruamel.yaml.comments import CommentedMap
+
+yaml = YAML()
+
+PACKAGE_YML = Path(__file__).parents[2] / "libs" / "packages.yml"
+
+
+def _get_downloads(p: dict) -> int:
+    url = f"https://pypistats.org/api/packages/{p['name']}/recent?period=month"
+    r = requests.get(url)
+    r.raise_for_status()
+    return r.json()["data"]["last_month"]
+
+
+current_datetime = datetime.now(timezone.utc)
+yesterday = current_datetime - timedelta(days=1)
+
+with open(PACKAGE_YML) as f:
+    data = yaml.load(f)
+
+
+def _reorder_keys(p):
+    keys = p.keys()
+    key_order = [
+        "name",
+        "name_title",
+        "path",
+        "repo",
+        "type",
+        "provider_page",
+        "js",
+        "downloads",
+        "downloads_updated_at",
+    ]
+    if set(keys) - set(key_order):
+        raise ValueError(f"Unexpected keys: {set(keys) - set(key_order)}")
+    return CommentedMap((k, p[k]) for k in key_order if k in p)
+
+
+data["packages"] = [_reorder_keys(p) for p in data["packages"]]
+
+seen = set()
+for p in data["packages"]:
+    if p["name"] in seen:
+        raise ValueError(f"Duplicate package: {p['name']}")
+    seen.add(p["name"])
+    downloads_updated_at_str = p.get("downloads_updated_at")
+    downloads_updated_at = (
+        datetime.fromisoformat(downloads_updated_at_str)
+        if downloads_updated_at_str
+        else None
+    )
+
+    if downloads_updated_at is not None and downloads_updated_at > yesterday:
+        print(f"done: {p['name']}: {p['downloads']}")
+        continue
+
+    p["downloads"] = _get_downloads(p)
+    p["downloads_updated_at"] = current_datetime.isoformat()
+    with open(PACKAGE_YML, "w") as f:
+        yaml.dump(data, f)
+    print(f"{p['name']}: {p['downloads']}")
+
+
+with open(PACKAGE_YML, "w") as f:
+    yaml.dump(data, f)

docs/scripts/partner_pkg_table.py

@@ -2,110 +2,106 @@ import glob
 import sys
 from pathlib import Path
 
+import requests
 import yaml
 
+#################
+# CONFIGURATION #
+#################
+
+# packages to ignore / exclude from the table
+IGNORE_PACKGAGES = {
+    # top-level packages
+    "langchain-core",
+    "langchain-text-splitters",
+    "langchain",
+    "langchain-community",
+    "langchain-experimental",
+    "langchain-cli",
+    "langchain-tests",
+    # integration packages that don't have a provider index
+    # do NOT add to these. These were merged before having a
+    # provider index was required
+    # can remove these once they have a provider index
+    "langchain-yt-dlp",
+}
+
+#####################
+# END CONFIGURATION #
+#####################
+
 DOCS_DIR = Path(__file__).parents[1]
 PACKAGE_YML = Path(__file__).parents[2] / "libs" / "packages.yml"
-IGNORE_PACKGAGES = {"langchain-experimental"}
 
 # for now, only include packages that are in the langchain-ai org
 # because we don't have a policy for inclusion in this table yet,
 # and including all packages will make the list too long
+
+
+def _get_type(package: dict) -> str:
+    if package["name"] in IGNORE_PACKGAGES:
+        return "ignore"
+    if package["repo"] == "langchain-ai/langchain":
+        return "B"
+    if package["repo"].startswith("langchain-ai/"):
+        return "C"
+    return "D"
+
+
+def _enrich_package(p: dict) -> dict | None:
+    p["name_short"] = (
+        p["name"][10:] if p["name"].startswith("langchain-") else p["name"]
+    )
+    p["name_title"] = p.get("name_title") or p["name_short"].title().replace(
+        "-", " "
+    ).replace("db", "DB").replace("Db", "DB").replace("ai", "AI").replace("Ai", "AI")
+    p["type"] = _get_type(p)
+
+    if p["type"] == "ignore":
+        return None
+
+    p["js_exists"] = bool(p.get("js"))
+    custom_provider_page = p.get("provider_page")
+    default_provider_page = f"/docs/integrations/providers/{p['name_short']}/"
+    default_provider_page_exists = bool(
+        glob.glob(str(DOCS_DIR / f"docs/integrations/providers/{p['name_short']}.*"))
+    )
+    p["provider_page"] = custom_provider_page or (
+        default_provider_page if default_provider_page_exists else None
+    )
+    if p["provider_page"] is None:
+        msg = (
+            f"Provider page not found for {p['name_short']}. "
+            f"Please add one at docs/integrations/providers/{p['name_short']}.{{mdx,ipynb}}"
+        )
+        raise ValueError(msg)
+
+    return p
+
+
 with open(PACKAGE_YML) as f:
     data = yaml.safe_load(f)
-    EXTERNAL_PACKAGES = set(
-        p["name"][10:]
-        for p in data["packages"]
-        if p["repo"].startswith("langchain-ai/")
-        and p["repo"] != "langchain-ai/langchain"
-        and p["name"] not in IGNORE_PACKGAGES
-    )
-    IN_REPO_PACKAGES = set(
-        p["name"][10:]
-        for p in data["packages"]
-        if p["repo"] == "langchain-ai/langchain"
-        and p["path"].startswith("libs/partners")
-        and p["name"] not in IGNORE_PACKGAGES
-    )
 
-JS_PACKAGES = {
+packages_n = [_enrich_package(p) for p in data["packages"]]
-    "google-gauth",
+packages = [p for p in packages_n if p is not None]
-    "openai",
-    "anthropic",
-    "google-genai",
-    "pinecone",
-    "aws",
-    "google-vertexai",
-    "qdrant",
-    "azure-dynamic-sessions",
-    "google-vertexai-web",
-    "redis",
-    "azure-openai",
-    "google-webauth",
-    "baidu-qianfan",
-    "groq",
-    "standard-tests",
-    "cloudflare",
-    "mistralai",
-    "textsplitters",
-    "cohere",
-    "mixedbread-ai",
-    "weaviate",
-    "mongodb",
-    "yandex",
-    "exa",
-    "nomic",
-    "google-common",
-    "ollama",
-    "ibm",
-}
 
-ALL_PACKAGES = IN_REPO_PACKAGES.union(EXTERNAL_PACKAGES)
+# sort by downloads
-
+packages_sorted = sorted(packages, key=lambda p: p["downloads"], reverse=True)
-CUSTOM_NAME = {
-    "google-genai": "Google Generative AI",
-    "aws": "AWS",
-    "ibm": "IBM",
-}
-CUSTOM_PROVIDER_PAGES = {
-    "azure-dynamic-sessions": "/docs/integrations/providers/microsoft/",
-    "prompty": "/docs/integrations/providers/microsoft/",
-    "sqlserver": "/docs/integrations/providers/microsoft/",
-    "google-community": "/docs/integrations/providers/google/",
-    "google-genai": "/docs/integrations/providers/google/",
-    "google-vertexai": "/docs/integrations/providers/google/",
-    "nvidia-ai-endpoints": "/docs/integrations/providers/nvidia/",
-    "exa": "/docs/integrations/providers/exa_search/",
-    "mongodb": "/docs/integrations/providers/mongodb_atlas/",
-    "sema4": "/docs/integrations/providers/robocorp/",
-    "postgres": "/docs/integrations/providers/pgvector/",
-}
-PROVIDER_PAGES = {
-    name: f"/docs/integrations/providers/{name}/"
-    for name in ALL_PACKAGES
-    if glob.glob(str(DOCS_DIR / f"docs/integrations/providers/{name}.*"))
-}
-PROVIDER_PAGES = {
-    **PROVIDER_PAGES,
-    **CUSTOM_PROVIDER_PAGES,
-}
 
 
-def package_row(name: str) -> str:
+def package_row(p: dict) -> str:
-    js = "✅" if name in JS_PACKAGES else "❌"
+    js = "✅" if p["js_exists"] else "❌"
-    link = PROVIDER_PAGES.get(name)
+    link = p["provider_page"]
-    title = CUSTOM_NAME.get(name) or name.title().replace("-", " ").replace(
+    title = p["name_title"]
-        "db", "DB"
-    ).replace("Db", "DB").replace("ai", "AI").replace("Ai", "AI")
     provider = f"[{title}]({link})" if link else title
-    return f"| {provider} | [langchain-{name}](https://python.langchain.com/api_reference/{name.replace('-', '_')}/) | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain-{name}?style=flat-square&label=%20&color=blue) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain-{name}?style=flat-square&label=%20&color=orange) | {js} |"
+    return f"| {provider} | [{p['name']}](https://python.langchain.com/api_reference/{p['name_short'].replace('-', '_')}/) | ![PyPI - Downloads](https://img.shields.io/pypi/dm/{p['name']}?style=flat-square&label=%20&color=blue) | ![PyPI - Version](https://img.shields.io/pypi/v/{p['name']}?style=flat-square&label=%20&color=orange) | {js} |"
 
 
 def table() -> str:
     header = """| Provider | Package | Downloads | Latest | [JS](https://js.langchain.com/docs/integrations/providers/) |
 | :--- | :---: | :---: | :---: | :---: |
 """
-    return header + "\n".join(package_row(name) for name in sorted(ALL_PACKAGES))
+    return header + "\n".join(package_row(p) for p in packages_sorted)
 
 
 def doc() -> str:

libs/packages.yml

@@ -1,172 +1,310 @@
-# this file is used to define the packages that are used in the project
+# this file is used to definet he packages that are used in the project
 # it is EXPERIMENTAL and may be removed in the future
 
 packages:
-  - name: langchain-core
+- name: langchain-core
-    repo: langchain-ai/langchain
   path: libs/core
-  - name: langchain-text-splitters
   repo: langchain-ai/langchain
+  downloads: 27728892
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-text-splitters
   path: libs/text-splitters
-  - name: langchain
   repo: langchain-ai/langchain
+  downloads: 10343427
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain
   path: libs/langchain
-  - name: langchain-community
   repo: langchain-ai/langchain
+  downloads: 27515102
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-community
   path: libs/community
-  - name: langchain-experimental
+  repo: langchain-ai/langchain
-    repo: langchain-ai/langchain-experimental
+  downloads: 17505668
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-experimental
   path: libs/experimental
-  - name: langchain-cli
+  repo: langchain-ai/langchain-experimental
-    repo: langchain-ai/langchain
+  downloads: 1710421
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-cli
   path: libs/cli
-  - name: langchain-ai21
+  repo: langchain-ai/langchain
-    repo: langchain-ai/langchain-ai21
+  downloads: 55505
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-ai21
   path: libs/ai21
-  - name: langchain-anthropic
+  repo: langchain-ai/langchain-ai21
-    repo: langchain-ai/langchain
+  downloads: 3453
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-anthropic
   path: libs/partners/anthropic
-  - name: langchain-chroma
   repo: langchain-ai/langchain
+  js: '@langchain/anthropic'
+  downloads: 1163020
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-chroma
   path: libs/partners/chroma
-  - name: langchain-exa
   repo: langchain-ai/langchain
+  downloads: 450092
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-exa
   path: libs/partners/exa
-  - name: langchain-fireworks
   repo: langchain-ai/langchain
+  provider_page: exa_search
+  js: '@langchain/exa'
+  downloads: 4560
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-fireworks
   path: libs/partners/fireworks
-  - name: langchain-groq
   repo: langchain-ai/langchain
+  downloads: 73179
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-groq
   path: libs/partners/groq
-  - name: langchain-huggingface
   repo: langchain-ai/langchain
+  js: '@langchain/groq'
+  downloads: 370373
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-huggingface
   path: libs/partners/huggingface
-  - name: langchain-ibm
+  repo: langchain-ai/langchain
-    repo: langchain-ai/langchain-ibm
+  downloads: 375151
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-ibm
   path: libs/ibm
-  - name: langchain-localai
+  repo: langchain-ai/langchain-ibm
-    repo: mkhludnev/langchain-localai
+  js: '@langchain/ibm'
+  downloads: 261091
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-localai
   path: libs/localai
-  - name: langchain-milvus
+  repo: mkhludnev/langchain-localai
-    repo: langchain-ai/langchain-milvus
+  downloads: 510
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-milvus
   path: libs/milvus
-  - name: langchain-mistralai
+  repo: langchain-ai/langchain-milvus
-    repo: langchain-ai/langchain
+  downloads: 111126
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-mistralai
   path: libs/partners/mistralai
-  - name: langchain-mongodb
+  repo: langchain-ai/langchain
-    repo: langchain-ai/langchain-mongodb
+  js: '@langchain/mistralai'
+  downloads: 232463
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-mongodb
   path: libs/mongodb
-  - name: langchain-nomic
+  repo: langchain-ai/langchain-mongodb
-    repo: langchain-ai/langchain
+  provider_page: mongodb_atlas
+  js: '@langchain/mongodb'
+  downloads: 113328
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-nomic
   path: libs/partners/nomic
-  - name: langchain-openai
   repo: langchain-ai/langchain
+  js: '@langchain/nomic'
+  downloads: 10175
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-openai
   path: libs/partners/openai
-  - name: langchain-pinecone
   repo: langchain-ai/langchain
+  js: '@langchain/openai'
+  downloads: 7994138
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-pinecone
   path: libs/partners/pinecone
-  - name: langchain-prompty
   repo: langchain-ai/langchain
+  js: '@langchain/pinecone'
+  downloads: 345657
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-prompty
   path: libs/partners/prompty
-  - name: langchain-qdrant
   repo: langchain-ai/langchain
+  provider_page: microsoft
+  downloads: 976
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-qdrant
   path: libs/partners/qdrant
-  - name: langchain-scrapegraph
+  repo: langchain-ai/langchain
+  js: '@langchain/qdrant'
+  downloads: 77743
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-scrapegraph
+  path: .
   repo: ScrapeGraphAI/langchain-scrapegraph
-    path: .
+  downloads: 907
-  - name: langchain-sema4
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
-    repo: langchain-ai/langchain-sema4
+- name: langchain-sema4
   path: libs/sema4
-  - name: langchain-together
+  repo: langchain-ai/langchain-sema4
-    repo: langchain-ai/langchain-together
+  provider_page: robocorp
+  downloads: 987
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-together
   path: libs/together
-  - name: langchain-upstage
+  repo: langchain-ai/langchain-together
-    repo: langchain-ai/langchain-upstage
+  downloads: 44887
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-upstage
   path: libs/upstage
-  - name: langchain-voyageai
+  repo: langchain-ai/langchain-upstage
-    repo: langchain-ai/langchain
+  downloads: 20951
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-voyageai
   path: libs/partners/voyageai
-  - name: langchain-aws
+  repo: langchain-ai/langchain
-    repo: langchain-ai/langchain-aws
+  downloads: 11253
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-aws
+  name_title: AWS
   path: libs/aws
-  - name: langchain-astradb
+  repo: langchain-ai/langchain-aws
-    repo: langchain-ai/langchain-datastax
+  js: '@langchain/aws'
+  downloads: 1507701
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-astradb
   path: libs/astradb
-  - name: langchain-google-genai
+  repo: langchain-ai/langchain-datastax
-    repo: langchain-ai/langchain-google
+  downloads: 64185
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-google-genai
+  name_title: Google Generative AI
   path: libs/genai
-  - name: langchain-google-vertexai
   repo: langchain-ai/langchain-google
+  provider_page: google
+  js: '@langchain/google-genai'
+  downloads: 732265
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-google-vertexai
   path: libs/vertexai
-  - name: langchain-google-community
   repo: langchain-ai/langchain-google
+  provider_page: google
+  js: '@langchain/google-vertexai'
+  downloads: 7668881
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-google-community
   path: libs/community
-  - name: langchain-weaviate
+  repo: langchain-ai/langchain-google
-    repo: langchain-ai/langchain-weaviate
+  provider_page: google
+  downloads: 3055901
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-weaviate
   path: libs/weaviate
-  - name: langchain-cohere
+  repo: langchain-ai/langchain-weaviate
-    repo: langchain-ai/langchain-cohere
+  js: '@langchain/weaviate'
+  downloads: 26639
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-cohere
   path: libs/cohere
-  - name: langchain-elasticsearch
+  repo: langchain-ai/langchain-cohere
-    repo: langchain-ai/langchain-elastic
+  js: '@langchain/cohere'
+  downloads: 513053
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-elasticsearch
   path: libs/elasticsearch
-  - name: langchain-nvidia-ai-endpoints
+  repo: langchain-ai/langchain-elastic
-    repo: langchain-ai/langchain-nvidia
+  downloads: 108874
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-nvidia-ai-endpoints
   path: libs/ai-endpoints
-  - name: langchain-postgres
+  repo: langchain-ai/langchain-nvidia
+  provider_page: nvidia
+  downloads: 129677
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-postgres
+  path: .
   repo: langchain-ai/langchain-postgres
-    path: .
+  provider_page: pgvector
-  - name: langchain-redis
+  downloads: 293866
-    repo: langchain-ai/langchain-redis
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-redis
   path: libs/redis
-  - name: langchain-unstructured
+  repo: langchain-ai/langchain-redis
-    repo: langchain-ai/langchain-unstructured
+  js: '@langchain/redis'
+  downloads: 17549
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-unstructured
   path: libs/unstructured
-  - name: langchain-azure-dynamic-sessions
+  repo: langchain-ai/langchain-unstructured
-    repo: langchain-ai/langchain-azure
+  downloads: 88721
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-azure-dynamic-sessions
   path: libs/azure-dynamic-sessions
-  - name: langchain-sqlserver
   repo: langchain-ai/langchain-azure
+  provider_page: microsoft
+  js: '@langchain/azure-dynamic-sessions'
+  downloads: 7285
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-sqlserver
   path: libs/sqlserver
-  - name: langchain-cerebras
+  repo: langchain-ai/langchain-azure
-    repo: langchain-ai/langchain-cerebras
+  provider_page: microsoft
+  downloads: 1489
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-cerebras
   path: libs/cerebras
-  - name: langchain-snowflake
+  repo: langchain-ai/langchain-cerebras
-    repo: langchain-ai/langchain-snowflake
+  downloads: 9426
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-snowflake
   path: libs/snowflake
-  - name: langchain-databricks
+  repo: langchain-ai/langchain-snowflake
-    repo: langchain-ai/langchain-databricks
+  downloads: 2374
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-databricks
   path: libs/databricks
-  - name: langchain-ibm
+  repo: langchain-ai/langchain-databricks
-    repo: langchain-ai/langchain-ibm
+  downloads: 35495
-    path: libs/ibm
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
-  - name: langchain-couchbase
+- name: langchain-couchbase
-    repo: langchain-ai/langchain
   path: libs/partners/couchbase
-  - name: langchain-cratedb
-    repo: crate/langchain-cratedb
-    path: .
-  - name: langchain-ollama
   repo: langchain-ai/langchain
+  downloads: 347
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-ollama
   path: libs/partners/ollama
-  - name: langchain-box
-    repo: langchain-ai/langchain-box
-    path: libs/box
-  - name: langchain-tests
   repo: langchain-ai/langchain
+  js: '@langchain/ollama'
+  downloads: 310741
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-box
+  path: libs/box
+  repo: langchain-ai/langchain-box
+  downloads: 2749
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-tests
   path: libs/standard-tests
-  - name: langchain-neo4j
+  repo: langchain-ai/langchain
-    repo: langchain-ai/langchain-neo4j
+  downloads: 3691
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-neo4j
   path: libs/neo4j
-  - name: langchain-linkup
+  repo: langchain-ai/langchain-neo4j
+  downloads: 8871
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-linkup
+  path: .
   repo: LinkupPlatform/langchain-linkup
+  downloads: 818
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-yt-dlp
   path: .
-  - name: langchain-yt-dlp
   repo: aqib0770/langchain-yt-dlp
+  downloads: 776
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-oceanbase
   path: .
-  - name: langchain-oceanbase
   repo: oceanbase/langchain-oceanbase
+  downloads: 322
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-predictionguard
   path: .
-  - name: langchain-predictionguard
   repo: predictionguard/langchain-predictionguard
+  downloads: 156
+  downloads_updated_at: '2024-12-23T20:10:11.816059+00:00'
+- name: langchain-cratedb
   path: .
+  repo: crate/langchain-cratedb
+  downloads: 362
+  downloads_updated_at: '2024-12-23T20:53:27.001852+00:00'