diff --git a/pipeline/preprocessors/link_map.py b/pipeline/preprocessors/link_map.py
index 5745ca4bb..f5eb03615 100644
--- a/pipeline/preprocessors/link_map.py
+++ b/pipeline/preprocessors/link_map.py
@@ -35,8 +35,6 @@ LINK_MAPS: list[LinkMap] = [
"AsyncSqliteSaver": "reference/checkpoints/#langgraph.checkpoint.sqlite.aio.AsyncSqliteSaver",
"BaseCheckpointSaver": "reference/checkpoints/#langgraph.checkpoint.base.BaseCheckpointSaver",
"BaseLoader": "https://python.langchain.com/api_reference/core/document_loaders/langchain_core.document_loaders.base.BaseLoader.html",
- "BaseStore": "reference/store/#langgraph.store.base.BaseStore",
- "BaseStore.put": "reference/store/#langgraph.store.base.BaseStore.put",
"BinaryOperatorAggregate": "reference/pregel/#langgraph.pregel.Pregel--advanced-channels-context-and-binaryoperatoraggregate",
"CipherProtocol": "reference/checkpoints/#langgraph.checkpoint.serde.base.CipherProtocol",
"client.runs.stream": "cloud/reference/sdk/python_sdk_ref/#langgraph_sdk.client.RunsClient.stream",
@@ -233,6 +231,9 @@ LINK_MAPS: list[LinkMap] = [
"RunnableConfig(max_concurrency)": "langchain_core/runnables/#langchain_core.runnables.RunnableConfig.max_concurrency",
# VectorStores
"VectorStore": "langchain_core/vectorstores/?h=#langchain_core.vectorstores.base.VectorStore",
+ # Key-value stores
+ "BaseStore": "langgraph/store/#langgraph.store.base.BaseStore",
+ "BaseStore.put": "langgraph/store/#langgraph.store.base.BaseStore.put",
# Callbacks
"on_llm_new_token": "langchain_core/callbacks/#langchain_core.callbacks.base.AsyncCallbackHandler.on_llm_new_token",
# Rate limiters
diff --git a/pipeline/tools/partner_pkg_table.py b/pipeline/tools/partner_pkg_table.py
index 370a7a144..d194a19f0 100644
--- a/pipeline/tools/partner_pkg_table.py
+++ b/pipeline/tools/partner_pkg_table.py
@@ -153,26 +153,22 @@ PACKAGES_SORTED = PACKAGES_SORTED[:50]
def package_row(p: dict) -> str:
"""Generate a markdown table row for a package."""
- js = (
- f"✅ [(npm)](https://www.npmjs.com/package/{p['js']})"
- if p["js_exists"]
- else "❌"
- )
+ js = f"[✅](https://www.npmjs.com/package/{p['js']})" if p["js_exists"] else "❌"
link = p["provider_page"]
title = p["name_title"]
provider = f"[{title}]({link})" if link else title
return (
f"| {provider} "
f"| [`{p['name']}`]({p['package_url']}) "
- f'|
' # noqa: E501
- f'|
' # noqa: E501
+ f'|
' # noqa: E501
+ f'|
' # noqa: E501
f"| {js} |"
)
def table() -> str:
"""Generate the full markdown table for all packages."""
- header = """| Provider | Package API reference | Downloads | Latest version | JS/TS support |
+ header = """| Provider | Package API reference | Downloads | Latest version | JS/TS support |
| :--- | :--- | :--- | :--- | :--- |
""" # noqa: E501
return header + "\n".join(package_row(p) for p in PACKAGES_SORTED)
diff --git a/reference/python/README.md b/reference/python/README.md
index 2e67e9654..df42e69be 100644
--- a/reference/python/README.md
+++ b/reference/python/README.md
@@ -164,7 +164,7 @@ The `pyproject.dev.toml` file expects repositories to be cloned in this structur
├── langchain-redis/
├── langchain-sema4/
├── langchain-snowflake/
- ├── langchain-tavily/
+ ├── langchain-tavily/ # (External org)
├── langchain-together/
├── langchain-unstructured/
├── langchain-upstage/
diff --git a/reference/python/docs/index.md b/reference/python/docs/index.md
index eab1caa8b..66fa22c38 100644
--- a/reference/python/docs/index.md
+++ b/reference/python/docs/index.md
@@ -1,7 +1,5 @@
---
title: LangChain Python Reference
-hide:
- - toc
---
Welcome to the [LangChain](https://langchain.com) Python reference documentation!
@@ -16,6 +14,6 @@ These pages detail the core interfaces you will use when building applications w
JavaScript/TypeScript reference documentation is available on the [JS/TS reference site](https://reference.langchain.com/javascript).
-## Contributing and cross-referencing
+
Contributing and cross-referencing
For information on how these docs are built, how to contribute, and how to automatically cross-reference in your project(s), please see the [README](https://github.com/langchain-ai/docs/blob/main/reference/python/README.md).
diff --git a/reference/python/docs/integrations/langchain_azure_ai.md b/reference/python/docs/integrations/langchain_azure_ai.md
index e7faf6e8e..90acacb0f 100644
--- a/reference/python/docs/integrations/langchain_azure_ai.md
+++ b/reference/python/docs/integrations/langchain_azure_ai.md
@@ -8,4 +8,4 @@ title: Azure AI - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-azure-ai)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/azure_ai/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_azure_dynamic_sessions.md b/reference/python/docs/integrations/langchain_azure_dynamic_sessions.md
index ecb22252d..0c972afc3 100644
--- a/reference/python/docs/integrations/langchain_azure_dynamic_sessions.md
+++ b/reference/python/docs/integrations/langchain_azure_dynamic_sessions.md
@@ -8,4 +8,4 @@ title: Azure Dynamic Sessions - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-azure-dynamic-sessions)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/azure_dynamic_sessions/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_cerebras.md b/reference/python/docs/integrations/langchain_cerebras.md
index ba32dd236..9a7710917 100644
--- a/reference/python/docs/integrations/langchain_cerebras.md
+++ b/reference/python/docs/integrations/langchain_cerebras.md
@@ -8,4 +8,4 @@ title: Cerebras - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-cerebras)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/cerebras/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_cohere.md b/reference/python/docs/integrations/langchain_cohere.md
index 1703902bc..a114b01f1 100644
--- a/reference/python/docs/integrations/langchain_cohere.md
+++ b/reference/python/docs/integrations/langchain_cohere.md
@@ -8,4 +8,4 @@ title: Cohere - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-cohere)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/cohere/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_db2.md b/reference/python/docs/integrations/langchain_db2.md
index 873a86e0a..59d870e7f 100644
--- a/reference/python/docs/integrations/langchain_db2.md
+++ b/reference/python/docs/integrations/langchain_db2.md
@@ -8,4 +8,4 @@ title: Db2 - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-db2)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/db2/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_elasticsearch.md b/reference/python/docs/integrations/langchain_elasticsearch.md
index 15dd520fd..a9d8cddbf 100644
--- a/reference/python/docs/integrations/langchain_elasticsearch.md
+++ b/reference/python/docs/integrations/langchain_elasticsearch.md
@@ -8,4 +8,4 @@ title: Elasticsearch - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-elasticsearch)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/elasticsearch/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_huggingface.md b/reference/python/docs/integrations/langchain_huggingface.md
index ac45a48a0..ed0f0b027 100644
--- a/reference/python/docs/integrations/langchain_huggingface.md
+++ b/reference/python/docs/integrations/langchain_huggingface.md
@@ -8,4 +8,4 @@ title: HuggingFace - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-huggingface)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/huggingface/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_ibm.md b/reference/python/docs/integrations/langchain_ibm.md
index 21bb1175e..15360d9ad 100644
--- a/reference/python/docs/integrations/langchain_ibm.md
+++ b/reference/python/docs/integrations/langchain_ibm.md
@@ -8,4 +8,4 @@ title: IBM - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-ibm)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/ibm/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_mistralai.md b/reference/python/docs/integrations/langchain_mistralai.md
index 1c796a224..5fee4bb74 100644
--- a/reference/python/docs/integrations/langchain_mistralai.md
+++ b/reference/python/docs/integrations/langchain_mistralai.md
@@ -8,4 +8,4 @@ title: MistralAI - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-mistralai)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/mistralai/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_neo4j.md b/reference/python/docs/integrations/langchain_neo4j.md
index 0707916ba..ac9ab8b96 100644
--- a/reference/python/docs/integrations/langchain_neo4j.md
+++ b/reference/python/docs/integrations/langchain_neo4j.md
@@ -8,4 +8,4 @@ title: Neo4J - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-neo4j)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/neo4j/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_nvidia_ai_endpoints.md b/reference/python/docs/integrations/langchain_nvidia_ai_endpoints.md
index 74b75358f..d976e019f 100644
--- a/reference/python/docs/integrations/langchain_nvidia_ai_endpoints.md
+++ b/reference/python/docs/integrations/langchain_nvidia_ai_endpoints.md
@@ -8,4 +8,4 @@ title: Nvidia AI Endpoints - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-nvidia-ai-endpoints)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/nvidia_ai_endpoints/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_pinecone.md b/reference/python/docs/integrations/langchain_pinecone.md
index 63342a8ec..c3a8eea39 100644
--- a/reference/python/docs/integrations/langchain_pinecone.md
+++ b/reference/python/docs/integrations/langchain_pinecone.md
@@ -8,4 +8,4 @@ title: Pinecone - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-pinecone)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/pinecone/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_postgres.md b/reference/python/docs/integrations/langchain_postgres.md
index 83e0a3f76..6533cd63f 100644
--- a/reference/python/docs/integrations/langchain_postgres.md
+++ b/reference/python/docs/integrations/langchain_postgres.md
@@ -8,4 +8,4 @@ title: Postgres - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-postgres)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/postgres/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_redis.md b/reference/python/docs/integrations/langchain_redis.md
index 2ec0b458c..142a04f88 100644
--- a/reference/python/docs/integrations/langchain_redis.md
+++ b/reference/python/docs/integrations/langchain_redis.md
@@ -8,4 +8,4 @@ title: Redis - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-redis)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/redis/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_sema4.md b/reference/python/docs/integrations/langchain_sema4.md
index b564a78b4..2ca3660ed 100644
--- a/reference/python/docs/integrations/langchain_sema4.md
+++ b/reference/python/docs/integrations/langchain_sema4.md
@@ -8,4 +8,4 @@ title: Sema4 - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-sema4)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/sema4/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_sqlserver.md b/reference/python/docs/integrations/langchain_sqlserver.md
index 5f49fea4e..05411ab69 100644
--- a/reference/python/docs/integrations/langchain_sqlserver.md
+++ b/reference/python/docs/integrations/langchain_sqlserver.md
@@ -8,4 +8,4 @@ title: SQL Server - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-sqlserver)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/sqlserver/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_together.md b/reference/python/docs/integrations/langchain_together.md
index 5211c27ff..df009a080 100644
--- a/reference/python/docs/integrations/langchain_together.md
+++ b/reference/python/docs/integrations/langchain_together.md
@@ -8,4 +8,4 @@ title: Together - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-together)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/together/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_unstructured.md b/reference/python/docs/integrations/langchain_unstructured.md
index 643271bce..b32604f1c 100644
--- a/reference/python/docs/integrations/langchain_unstructured.md
+++ b/reference/python/docs/integrations/langchain_unstructured.md
@@ -8,4 +8,4 @@ title: Unstructured - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-unstructured)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/unstructured/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/docs/integrations/langchain_weaviate.md b/reference/python/docs/integrations/langchain_weaviate.md
index a32d981a4..b32e4c7ca 100644
--- a/reference/python/docs/integrations/langchain_weaviate.md
+++ b/reference/python/docs/integrations/langchain_weaviate.md
@@ -8,4 +8,4 @@ title: Weaviate - LangChain Integration Reference
[](https://opensource.org/licenses/MIT)
[](https://pypistats.org/packages/langchain-weaviate)
-This package ref has not yet been migrated to v1. See the [old ref](https://python.langchain.com/api_reference/weaviate/index.html).
+This package ref has not yet been migrated to v1.
diff --git a/reference/python/uv.lock b/reference/python/uv.lock
index e3cbf53ed..d84e98f7c 100644
--- a/reference/python/uv.lock
+++ b/reference/python/uv.lock
@@ -1682,8 +1682,8 @@ wheels = [
[[package]]
name = "langchain"
-version = "1.0.0a15"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Flangchain_v1#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+version = "1.0.0rc1"
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Flangchain_v1#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "langgraph" },
@@ -1693,7 +1693,7 @@ dependencies = [
[[package]]
name = "langchain-anthropic"
version = "1.0.0a5"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fanthropic#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fanthropic#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "anthropic" },
{ name = "langchain-core" },
@@ -1724,7 +1724,7 @@ dependencies = [
[[package]]
name = "langchain-chroma"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fchroma#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fchroma#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "chromadb" },
{ name = "langchain-core" },
@@ -1734,7 +1734,7 @@ dependencies = [
[[package]]
name = "langchain-classic"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Flangchain#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Flangchain#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "langchain-text-splitters" },
@@ -1771,7 +1771,7 @@ wheels = [
[[package]]
name = "langchain-core"
version = "1.0.0rc2"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fcore#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fcore#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "jsonpatch" },
{ name = "langsmith" },
@@ -1785,7 +1785,7 @@ dependencies = [
[[package]]
name = "langchain-deepseek"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fdeepseek#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fdeepseek#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "langchain-openai" },
@@ -1794,7 +1794,7 @@ dependencies = [
[[package]]
name = "langchain-exa"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fexa#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fexa#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "exa-py" },
{ name = "langchain-core" },
@@ -1803,7 +1803,7 @@ dependencies = [
[[package]]
name = "langchain-fireworks"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Ffireworks#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Ffireworks#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "aiohttp" },
{ name = "fireworks-ai" },
@@ -1815,7 +1815,7 @@ dependencies = [
[[package]]
name = "langchain-google-community"
version = "2.0.10"
-source = { git = "https://github.com/langchain-ai/langchain-google.git?subdirectory=libs%2Fcommunity#17d22536a963bccc373e9e69d7b9171e840793ba" }
+source = { git = "https://github.com/langchain-ai/langchain-google.git?subdirectory=libs%2Fcommunity#2be39607010ed26cb5ed6f35b6657fab15dad7a0" }
dependencies = [
{ name = "google-api-core" },
{ name = "google-api-python-client" },
@@ -1828,8 +1828,8 @@ dependencies = [
[[package]]
name = "langchain-google-genai"
-version = "2.1.12"
-source = { git = "https://github.com/langchain-ai/langchain-google.git?subdirectory=libs%2Fgenai#17d22536a963bccc373e9e69d7b9171e840793ba" }
+version = "3.0.0rc1"
+source = { git = "https://github.com/langchain-ai/langchain-google.git?subdirectory=libs%2Fgenai#2be39607010ed26cb5ed6f35b6657fab15dad7a0" }
dependencies = [
{ name = "filetype" },
{ name = "google-ai-generativelanguage" },
@@ -1839,8 +1839,8 @@ dependencies = [
[[package]]
name = "langchain-google-vertexai"
-version = "2.1.2"
-source = { git = "https://github.com/langchain-ai/langchain-google.git?subdirectory=libs%2Fvertexai#17d22536a963bccc373e9e69d7b9171e840793ba" }
+version = "3.0.0rc1"
+source = { git = "https://github.com/langchain-ai/langchain-google.git?subdirectory=libs%2Fvertexai#2be39607010ed26cb5ed6f35b6657fab15dad7a0" }
dependencies = [
{ name = "bottleneck" },
{ name = "google-cloud-aiplatform" },
@@ -1857,7 +1857,7 @@ dependencies = [
[[package]]
name = "langchain-groq"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fgroq#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fgroq#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "groq" },
{ name = "langchain-core" },
@@ -1889,7 +1889,7 @@ dependencies = [
[[package]]
name = "langchain-nomic"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fnomic#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fnomic#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "nomic" },
@@ -1899,7 +1899,7 @@ dependencies = [
[[package]]
name = "langchain-ollama"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Follama#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Follama#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "ollama" },
@@ -1908,7 +1908,7 @@ dependencies = [
[[package]]
name = "langchain-openai"
version = "1.0.0a4"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fopenai#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fopenai#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "openai" },
@@ -1918,7 +1918,7 @@ dependencies = [
[[package]]
name = "langchain-perplexity"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fperplexity#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fperplexity#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "openai" },
@@ -1927,7 +1927,7 @@ dependencies = [
[[package]]
name = "langchain-prompty"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fprompty#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fprompty#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "pyyaml" },
@@ -1936,7 +1936,7 @@ dependencies = [
[[package]]
name = "langchain-qdrant"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fqdrant#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fqdrant#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
{ name = "pydantic" },
@@ -2058,7 +2058,7 @@ dependencies = [
[[package]]
name = "langchain-text-splitters"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Ftext-splitters#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Ftext-splitters#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "langchain-core" },
]
@@ -2066,7 +2066,7 @@ dependencies = [
[[package]]
name = "langchain-xai"
version = "1.0.0a1"
-source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fxai#15db024811f4a42beeea95ac8a9d6234628a8feb" }
+source = { git = "https://github.com/langchain-ai/langchain.git?subdirectory=libs%2Fpartners%2Fxai#055cccde2889bfe484f3aa9fe5c7b3380357f2d0" }
dependencies = [
{ name = "aiohttp" },
{ name = "langchain-core" },
@@ -2076,8 +2076,8 @@ dependencies = [
[[package]]
name = "langgraph"
-version = "1.0.0a4"
-source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Flanggraph#06f914241991f97003b40e2cb44fd7651ccfed47" }
+version = "1.0.0rc1"
+source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Flanggraph#7e666b58cdc4748389577811180011b02790a738" }
dependencies = [
{ name = "langchain-core" },
{ name = "langgraph-checkpoint" },
@@ -2090,7 +2090,7 @@ dependencies = [
[[package]]
name = "langgraph-checkpoint"
version = "2.1.2"
-source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fcheckpoint#06f914241991f97003b40e2cb44fd7651ccfed47" }
+source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fcheckpoint#7e666b58cdc4748389577811180011b02790a738" }
dependencies = [
{ name = "langchain-core" },
{ name = "ormsgpack" },
@@ -2099,7 +2099,7 @@ dependencies = [
[[package]]
name = "langgraph-checkpoint-postgres"
version = "2.0.25"
-source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fcheckpoint-postgres#06f914241991f97003b40e2cb44fd7651ccfed47" }
+source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fcheckpoint-postgres#7e666b58cdc4748389577811180011b02790a738" }
dependencies = [
{ name = "langgraph-checkpoint" },
{ name = "orjson" },
@@ -2110,7 +2110,7 @@ dependencies = [
[[package]]
name = "langgraph-checkpoint-sqlite"
version = "2.0.11"
-source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fcheckpoint-sqlite#06f914241991f97003b40e2cb44fd7651ccfed47" }
+source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fcheckpoint-sqlite#7e666b58cdc4748389577811180011b02790a738" }
dependencies = [
{ name = "aiosqlite" },
{ name = "langgraph-checkpoint" },
@@ -2119,8 +2119,8 @@ dependencies = [
[[package]]
name = "langgraph-prebuilt"
-version = "0.7.0a2"
-source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fprebuilt#06f914241991f97003b40e2cb44fd7651ccfed47" }
+version = "0.7.0rc1"
+source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fprebuilt#7e666b58cdc4748389577811180011b02790a738" }
dependencies = [
{ name = "langchain-core" },
{ name = "langgraph-checkpoint" },
@@ -2129,7 +2129,7 @@ dependencies = [
[[package]]
name = "langgraph-sdk"
version = "0.2.9"
-source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fsdk-py#06f914241991f97003b40e2cb44fd7651ccfed47" }
+source = { git = "https://github.com/langchain-ai/langgraph?subdirectory=libs%2Fsdk-py#7e666b58cdc4748389577811180011b02790a738" }
dependencies = [
{ name = "httpx" },
{ name = "orjson" },
diff --git a/src/oss/javascript/integrations/stores/cassandra_storage.mdx b/src/oss/javascript/integrations/stores/cassandra_storage.mdx
index 08e4adb07..44aadfd41 100644
--- a/src/oss/javascript/integrations/stores/cassandra_storage.mdx
+++ b/src/oss/javascript/integrations/stores/cassandra_storage.mdx
@@ -2,7 +2,7 @@
title: Cassandra KV
---
-This example demonstrates how to setup chat history storage using the `CassandraKVStore` `BaseStore` integration. Note there is a `CassandraChatMessageHistory`
+This example demonstrates how to setup chat history storage using the `CassandraKVStore` @[`BaseStore`] integration. Note there is a `CassandraChatMessageHistory`
integration which may be easier to use for chat history storage; the `CassandraKVStore` is useful if you want a more general-purpose key-value store with
prefixable keys.
diff --git a/src/oss/javascript/integrations/stores/index.mdx b/src/oss/javascript/integrations/stores/index.mdx
index 37641783e..3320865aa 100644
--- a/src/oss/javascript/integrations/stores/index.mdx
+++ b/src/oss/javascript/integrations/stores/index.mdx
@@ -31,7 +31,7 @@ Base stores are designed to work with **multiple** key-value pairs at once for e
## Custom stores
-You can also implement your own custom store by extending the `BaseStore` class. See the [store interface documentation](https://api.js.langchain.com/classes/langchain_core.stores.BaseStore.html) for more details.
+You can also implement your own custom store by extending the @[`BaseStore`] class. See the [store interface documentation](https://api.js.langchain.com/classes/langchain_core.stores.BaseStore.html) for more details.
## All integrations
diff --git a/src/oss/javascript/integrations/stores/ioredis_storage.mdx b/src/oss/javascript/integrations/stores/ioredis_storage.mdx
index 3e35692b2..5c1425735 100644
--- a/src/oss/javascript/integrations/stores/ioredis_storage.mdx
+++ b/src/oss/javascript/integrations/stores/ioredis_storage.mdx
@@ -2,7 +2,7 @@
title: IORedis
---
-This example demonstrates how to setup chat history storage using the `RedisByteStore` `BaseStore` integration.
+This example demonstrates how to setup chat history storage using the `RedisByteStore` @[`BaseStore`] integration.
## Setup
diff --git a/src/oss/javascript/integrations/stores/upstash_redis_storage.mdx b/src/oss/javascript/integrations/stores/upstash_redis_storage.mdx
index 3d9b8eeec..ccdb9ea34 100644
--- a/src/oss/javascript/integrations/stores/upstash_redis_storage.mdx
+++ b/src/oss/javascript/integrations/stores/upstash_redis_storage.mdx
@@ -2,7 +2,7 @@
title: Upstash Redis
---
-This example demonstrates how to setup chat history storage using the `UpstashRedisStore` `BaseStore` integration.
+This example demonstrates how to setup chat history storage using the `UpstashRedisStore` @[`BaseStore`] integration.
## Setup
diff --git a/src/oss/javascript/integrations/stores/vercel_kv_storage.mdx b/src/oss/javascript/integrations/stores/vercel_kv_storage.mdx
index 2118ba426..b78a99767 100644
--- a/src/oss/javascript/integrations/stores/vercel_kv_storage.mdx
+++ b/src/oss/javascript/integrations/stores/vercel_kv_storage.mdx
@@ -2,7 +2,7 @@
title: Vercel KV
---
-This example demonstrates how to setup chat history storage using the `VercelKVStore` `BaseStore` integration.
+This example demonstrates how to setup chat history storage using the `VercelKVStore` @[`BaseStore`] integration.
## Setup
diff --git a/src/oss/python/integrations/chat/index.mdx b/src/oss/python/integrations/chat/index.mdx
index a5b68fdb8..c204fa7ca 100644
--- a/src/oss/python/integrations/chat/index.mdx
+++ b/src/oss/python/integrations/chat/index.mdx
@@ -1,5 +1,6 @@
---
title: "Chat models"
+mode: wide
---
[Chat models](/oss/langchain/models) are language models that use a sequence of [messages](/oss/langchain/messages) as inputs and return messages as outputs (as opposed to traditional, plaintext LLMs).
diff --git a/src/oss/python/integrations/chat/ollama.mdx b/src/oss/python/integrations/chat/ollama.mdx
index dd900e779..62b9332d6 100644
--- a/src/oss/python/integrations/chat/ollama.mdx
+++ b/src/oss/python/integrations/chat/ollama.mdx
@@ -2,11 +2,9 @@
title: ChatOllama
---
-[Ollama](https://ollama.com/) allows you to run open-source large language models, such as `got-oss`, locally.
+[Ollama](https://ollama.com/) allows you to run open-source large language models, such as `gpt-oss`, locally.
-`ollama` bundles model weights, configuration, and data into a single package, defined by a Modelfile.
-
-It optimizes setup and configuration details, including GPU usage.
+Ollama bundles model weights, configuration, and data into a single package, defined by a Modelfile. It optimizes setup and configuration details, including GPU usage.
For a complete list of supported models and model variants, see the [Ollama model library](https://github.com/jmorganca/ollama#model-library).
diff --git a/src/oss/python/integrations/providers/all_providers.mdx b/src/oss/python/integrations/providers/all_providers.mdx
index 2eacd9baa..da2212063 100644
--- a/src/oss/python/integrations/providers/all_providers.mdx
+++ b/src/oss/python/integrations/providers/all_providers.mdx
@@ -1,6 +1,7 @@
---
-title: "All integrations"
+title: "All integration providers"
sidebarTitle: "All providers"
+mode: wide
---
Browse the complete collection of integrations available for Python. LangChain Python offers the most extensive ecosystem with 1000+ integrations across LLMs, chat models, retrievers, vector stores, document loaders, and more.
@@ -8,3683 +9,3051 @@ Browse the complete collection of integrations available for Python. LangChain P
## Providers
-
- Custom AI integration platform for enterprise workflows.
-
-
-
- Knowledge management platform with AI-powered organization.
-
-
-
- Vector database for AI applications with deep learning focus.
-
-
-
- Advertising platform for GPT applications and AI services.
-
-
-
- Web scraping with natural language queries.
-
-
-
- AI21 Labs' Jurassic models for text generation.
-
-
-
- Experiment tracking and management platform.
-
-
-
- Unified API for multiple AI and ML services.
-
-
-
- Decentralized AI computing network platform.
-
-
-
- Data integration platform for ETL and ELT pipelines.
-
-
-
- Cloud-based spreadsheet and database platform.
-
-
-
- Blockchain development platform and APIs.
-
-
-
- European AI company's multilingual language models.
-
-
-
- Alibaba's cloud computing and AI services.
-
-
-
- Alibaba Cloud's real-time analytics database.
-
-
-
- Browser automation and web scraping tools.
-
-
-
- Approximate nearest neighbors search library.
-
-
-
- Claude models for advanced reasoning and conversation.
-
-
-
- Distributed computing platform for ML workloads.
-
-
-
- Real-time analytical database management system.
-
-
-
- Apache Software Foundation tools and libraries.
-
-
-
- Web scraping and automation platform.
-
-
-
- Apple's machine learning and AI frameworks.
-
-
-
- Multi-model database with graph capabilities.
-
-
-
- Domain-specific language model training platform.
-
-
-
- Geographic information system platform.
-
-
-
- Data labeling and annotation platform for NLP.
-
-
-
- ML observability and performance monitoring.
-
-
-
- AI model monitoring and governance platform.
-
-
-
- Academic paper repository and search platform.
-
-
-
- Data engineering and pipeline automation platform.
-
-
-
- Real-time news search and analysis API.
-
-
-
- Speech-to-text and audio intelligence API.
-
-
-
- DataStax Astra DB vector database platform.
-
-
-
- Data visualization and exploration platform.
-
-
-
- Vector database for AI and ML applications.
-
-
-
- Amazon Web Services cloud platform and AI services.
-
-
-
- Song lyrics database and search platform.
-
-
-
- Microsoft Azure AI and cognitive services.
-
-
-
- Beijing Academy of AI research and models.
-
-
-
- Vector database and semantic search platform.
-
-
-
- Multi-modal AI database and storage system.
-
-
-
- Chinese language model from Baichuan AI.
-
-
-
- Baidu's AI services and language models.
-
-
-
- Serverless GPU infrastructure for ML models.
-
-
-
- ML model deployment and serving platform.
-
-
-
- Serverless GPU computing platform.
-
-
-
- HTML and XML parsing library for web scraping.
-
-
-
- Bibliography management and citation format.
-
-
-
- Chinese video sharing platform integration.
-
-
-
- Decentralized AI network and incentive protocol.
-
-
-
- Educational technology and learning management.
-
-
-
- High-performance analytics and data processing.
-
-
-
- AI-powered reading and research assistant.
-
-
-
- Cloud content management and collaboration.
-
-
-
- Privacy-focused search engine API.
-
-
-
- AI knowledge management and retrieval platform.
-
-
-
- Web data platform and proxy services.
-
-
-
- Headless browser automation platform.
-
-
-
- Serverless browser automation service.
-
-
-
- ByteDance's AI models and services.
-
-
-
- Distributed NoSQL database management system.
-
-
-
- AI compute platform with specialized processors.
-
-
-
- Serverless GPU platform for AI applications.
-
-
-
- No-code AI chatbot and automation platform.
-
-
-
- Open-source embedding database for AI apps.
-
-
-
- Computer vision and AI model platform.
-
-
-
- ML experiment tracking and automation.
-
-
-
- Fast columnar database for analytics.
-
-
-
- Project management and productivity platform.
-
-
-
- Web infrastructure and security services.
-
-
-
- Naver's AI assistant and NLP platform.
-
-
-
- Time series database for IoT and analytics.
-
-
-
- Memory layer for AI applications and agents.
-
-
-
- AI knowledge management and retrieval system.
-
-
-
- Language AI platform for enterprise applications.
-
-
-
- College admissions and education platform.
-
-
-
- ML experiment tracking and model management.
-
-
-
- AI observability and monitoring platform.
-
-
-
- Team collaboration and documentation platform.
-
-
-
- Plugin system for AI agents and applications.
-
-
-
- Context management for AI applications.
-
-
-
- Contextual AI and language understanding.
-
-
-
- NoSQL cloud database platform.
-
-
-
- Conversational AI platform and chatbot builder.
-
-
-
- Distributed SQL database for machine data.
-
-
-
- Python bindings for transformer models in C/C++.
-
-
-
- Fast inference engine for Transformer models.
-
-
-
- Semantic layer for building data applications.
-
-
-
- Real-time AI data platform and API.
-
-
-
- Alibaba Cloud's vector database service.
-
-
-
- Unified analytics platform for big data and ML.
-
-
-
- Monitoring and analytics platform for applications.
-
-
-
- Log management and analysis platform.
-
-
-
- SEO and SERP data API platform.
-
-
-
- Natural language to SQL query platform.
-
-
-
- Document analysis and structure detection.
-
-
-
- Serverless inference for deep learning models.
-
-
-
- Vector database for deep learning applications.
-
-
-
- Advanced reasoning and coding AI models.
-
-
-
- Inference runtime for sparse neural networks.
-
-
-
- Dell Technologies AI and computing solutions.
-
-
-
- Web data extraction and knowledge graph.
-
-
-
- Distributed vector database system.
-
-
-
- Communication platform integration and bots.
-
-
-
- Discord analytics and moderation tools.
-
-
-
- Data structure for multimodal AI applications.
-
-
-
- Document processing and AI integration.
-
-
-
- Document transformation and processing.
-
-
-
- Document AI and semantic processing.
-
-
-
- Documentation website generator and platform.
-
-
-
- Decentralized knowledge retrieval network.
-
-
-
- Cloud storage and file sharing platform.
-
-
-
- In-process SQL OLAP database management system.
-
-
-
- Privacy-focused search engine integration.
-
-
-
- Cloud development environment platform.
-
-
-
- Unified API for multiple AI services.
-
-
-
- Distributed search and analytics engine.
-
-
-
- AI voice synthesis and speech platform.
-
-
-
- Framework for creating RAG applications.
-
-
-
- Vector database for AI and ML applications.
-
-
-
- Ethereum blockchain explorer and analytics.
-
-
-
- Serverless AI inference platform.
-
-
-
- Note-taking and organization platform.
-
-
-
- AI-powered search engine for developers.
-
-
-
- Meta's social platform integration and APIs.
-
-
-
- Graph database with ultra-low latency.
-
-
-
- Serverless, globally distributed database.
-
-
-
- Fast and efficient AI model serving.
-
-
-
- AI observability and monitoring platform.
-
-
-
- Design collaboration and prototyping platform.
-
-
-
- Web scraping and crawling API service.
-
-
-
- Fast inference platform for open-source models.
-
-
-
- Workflow orchestration for ML and data processing.
-
-
-
- Financial market data and analytics API.
-
-
-
- Fine-tuning platform for language models.
-
-
-
- Optimized serving engine for AI models.
-
-
-
- Prompt-driven engineering assistant.
-
-
-
- Knowledge extraction and NLP platform.
-
-
-
- Geographic data analysis with Python.
-
-
-
- Version control system integration.
-
-
-
- Documentation platform and knowledge base.
-
-
-
- Code hosting and collaboration platform.
-
-
-
- DevOps platform and code repository.
-
-
-
- Tool use framework for AI agents.
-
-
-
- Knowledge graph and data platform.
-
-
-
- Interpretable AI and model analysis.
-
-
-
- Google's AI services and cloud platform.
-
-
-
- Google Search API service.
-
-
-
- Fully managed NLP-as-a-Service platform.
-
-
-
- Open-source LLM ecosystem for local deployment.
-
-
-
- AI model training and deployment platform.
-
-
-
- Private AI model training platform.
-
-
-
- Graph-based retrieval augmented generation.
-
-
-
- AI observability and monitoring platform.
-
-
-
- Sustainable AI computing platform.
-
-
-
- Machine learning library for bibliographic data.
-
-
-
- Ultra-fast inference with specialized hardware.
-
-
-
- Project Gutenberg digital library access.
-
-
-
- Tech news and discussion platform.
-
-
-
- Machine learning research and tools.
-
-
-
- LLM observability and monitoring platform.
-
-
-
- Real-time interactive analytics service.
-
-
-
- HTML to plain text conversion utility.
-
-
-
- Huawei Cloud AI services and models.
-
-
-
- Open platform for ML models and datasets.
-
-
-
- Web automation and scraping platform.
-
-
-
- IBM Watson AI and enterprise solutions.
-
-
-
- Enterprise AI and system integration.
-
-
-
- Repair guides and technical documentation.
-
-
-
- Chinese speech and language AI platform.
-
-
-
- Internet Movie Script Database access.
-
-
-
- Distributed cache and data grid platform.
-
-
-
- High-performance embedding inference server.
-
-
-
- Observability and monitoring platform.
-
-
-
- Intel's AI optimization tools and libraries.
-
-
-
- Brazilian payment processing platform.
-
-
-
- Vector database and search platform.
-
-
-
- AI model gateway and management platform.
-
-
-
- Automation server and CI/CD platform.
-
-
-
- Neural search framework and cloud platform.
-
-
-
- Enterprise NLP and healthcare AI platform.
-
-
-
- Open-source note taking and organization.
-
-
-
- Time-series vector database platform.
-
-
-
- Real-time analytics and database platform.
-
-
-
- Browser-based AI writing assistant.
-
-
-
- Generative AI platform and model hosting.
-
-
-
- Korean natural language processing toolkit.
-
-
-
- Embedded graph database management system.
-
-
-
- Data labeling and annotation platform.
-
-
-
- Git-like version control for data lakes.
-
-
-
- Developer-friendly embedded vector database.
-
-
-
- Syntactic sugar and utilities for LangChain.
-
-
-
- Bias testing framework for language models.
-
-
-
- LLM engineering platform and observability.
-
-
-
- PostgreSQL vector database extension.
-
-
-
- Alibaba Cloud's multi-model database service.
-
-
-
- Real-time job market data and search.
-
-
-
- Unified interface for 100+ LLM APIs.
-
-
-
- Data framework for LLM applications.
-
-
-
- Port of Meta's LLaMA model in C/C++.
-
-
-
- Edge computing platform for LLaMA models.
-
-
-
- Single-file executable for running LLMs.
-
-
-
- Observability platform for LLM applications.
-
-
-
- Self-hosted OpenAI-compatible API server.
-
-
-
- LLM data management and observability.
-
-
-
- Open-source relational database management.
-
-
-
- Brazilian Portuguese language model.
-
-
-
- End-to-end vector search engine.
-
-
-
- Wikipedia and MediaWiki data processing.
-
-
-
- Lightning-fast search engine platform.
-
-
-
- Distributed memory caching system.
-
-
-
- Real-time graph database platform.
-
-
-
- Managed vector search and retrieval.
-
-
-
- Microsoft Azure AI and enterprise services.
-
-
-
- Open-source vector database for AI applications.
-
-
-
- AI layer for databases and data platforms.
-
-
-
- Chinese AI company's language models.
-
-
-
- Efficient open-source language models.
-
-
-
- ML lifecycle management platform.
-
-
-
- Experiment tracking and model registry.
-
-
-
- Apple's machine learning framework.
-
-
-
- Serverless cloud computing for data science.
-
-
-
- Alibaba's open-source model hub.
-
-
-
- Payment operations and treasury management.
-
-
-
- Serverless cache and vector index.
-
-
-
- Document-based NoSQL database platform.
-
-
-
- Cloud-hosted MongoDB with vector search.
-
-
-
- Serverless analytics with DuckDB in the cloud.
-
-
-
- Long-term memory for AI conversations.
-
-
-
- SQL-compatible vector database platform.
-
-
-
- Naver's AI services and language models.
-
-
-
- AI cloud platform and infrastructure.
-
-
-
- Native graph database and analytics platform.
-
-
-
- Decentralized AI computing network.
-
-
-
- Web intelligence and data extraction.
-
-
-
- Production-ready NLP API platform.
-
-
-
- Open-source embedding models and tools.
-
-
-
- All-in-one workspace and collaboration platform.
-
-
-
- AI-powered search and understanding platform.
-
-
-
- NVIDIA's AI computing platform and models.
-
-
-
- Connected note-taking and knowledge management.
-
-
-
- Distributed relational database system.
-
-
-
- Oracle Cloud Infrastructure AI services.
-
-
-
- Efficient AI compute and model serving.
-
-
-
- Run large language models locally.
-
-
-
- RDF database and semantic graph platform.
-
-
-
- GPT models and comprehensive AI platform.
-
-
-
- Safe, Open, High-Performance — PDF for AI
-
-
-
- AI model training and fine-tuning platform.
-
-
-
- Operating LLMs in production environment.
-
-
-
- Distributed search and analytics suite.
-
-
-
- Weather data and forecasting API.
-
-
-
- Oracle's AI and machine learning services.
-
-
-
- Team knowledge base and wiki platform.
-
-
-
- Structured generation for language models.
-
-
-
- Web scraping and proxy services.
-
-
-
- Data analysis and manipulation library.
-
-
-
- Real-time news and media monitoring.
-
-
-
- Authorization and access control platform.
-
-
-
- AI-powered search and reasoning engine.
-
-
-
- Distributed inference for large language models.
-
-
-
- PostgreSQL vector embedding extensions.
-
-
-
- Vector similarity search for PostgreSQL.
-
-
-
- Managed vector database for ML applications.
-
-
-
- ML pipeline and model deployment platform.
-
-
-
- AI-powered content moderation platform.
-
-
-
- AI gateway and observability platform.
-
-
-
- Fine-tuning platform for large language models.
-
-
-
- AI model security and compliance platform.
-
-
-
- AI platform for model deployment and management.
-
-
-
- Logic programming language integration.
-
-
-
- Prompt engineering and observability platform.
-
-
-
- Universal API for SaaS integrations.
-
-
-
- Biomedical literature database access.
-
-
-
- Markdown content extraction and processing.
-
-
-
- Conversational AI model platform.
-
-
-
- PDF processing optimized for LLM ingestion.
-
-
-
- Vector similarity search engine.
-
-
-
- RAG toolkit with ColBERT indexing.
-
-
-
- BM25 ranking algorithm implementation.
-
-
-
- Scalable model serving framework.
-
-
-
- Prompt injection detection and prevention.
-
-
-
- Social media platform integration and APIs.
-
-
-
- In-memory data structure store and cache.
-
-
-
- AI memory and context management.
-
-
-
- Cloud platform for running ML models.
-
-
-
- Research and note-taking platform.
-
-
-
- Python automation and RPA platform.
-
-
-
- Real-time analytics database platform.
-
-
-
- GPU cloud platform for AI workloads.
-
-
-
- CRM platform and business automation.
-
-
-
- AI platform with specialized hardware.
-
-
-
- Enterprise software and AI solutions.
-
-
-
- AI-powered web scraping framework.
-
-
-
- Web scraping API and proxy service.
-
-
-
- Real-time search engine results API.
-
-
-
- Privacy-respecting metasearch engine.
-
-
-
- Vector database for semantic search.
-
-
-
- Google Search results scraping API.
-
-
-
- Decentralized AI inference protocol.
-
-
-
- Distributed database with vector capabilities.
-
-
-
- Machine learning library for Python.
-
-
-
- Business communication and collaboration.
-
-
-
- Cloud data platform and analytics.
-
-
-
- Industrial-strength NLP library.
-
-
-
- Unified analytics engine for big data.
-
-
-
- iFlytek's multilingual language model.
-
-
-
- Payment orchestration platform.
-
-
-
- Embedded relational database engine.
-
-
-
- Q&A platform network integration.
-
-
-
- High-performance analytical database.
-
-
-
- GPU cloud platform for ML acceleration.
-
-
-
- Web app framework for data science.
-
-
-
- Online payment processing platform.
-
-
-
- Open-source Firebase alternative.
-
-
-
- Multi-model database for modern applications.
-
-
-
- Conversation intelligence platform.
-
-
-
- Data visualization and business intelligence.
-
-
-
- Project management platform for agile teams.
-
-
-
- Alibaba Cloud's in-memory database.
-
-
-
- AI-optimized search API for applications.
-
-
-
- Messaging platform and bot integration.
-
-
-
- Tencent Cloud AI services and models.
-
-
-
- Collection of ready-to-use datasets.
-
-
-
- Data infrastructure for ML applications.
-
-
-
- Distributed SQL database platform.
-
-
-
- Scalable graph database and analytics.
-
-
-
- Globally distributed database platform.
-
-
-
- Entity resolution and data matching.
-
-
-
- Fast inference for open-source models.
-
-
-
- HTML to Markdown conversion utility.
-
-
-
- Extended toolkit for LangChain applications.
-
-
-
- Big data platform and analytics suite.
-
-
-
- Visual project management and collaboration.
-
-
-
- LLM evaluation and analytics platform.
-
-
-
- ML platform for model deployment.
-
-
-
- Evaluation framework for LLM applications.
-
-
-
- Social media platform integration.
-
-
-
- Fast and typo-tolerant search engine.
-
-
-
- Data extraction and processing platform.
-
-
-
- Document processing and data extraction.
-
-
-
- Document AI and OCR platform.
-
-
-
- Serverless data platform for Redis and Kafka.
-
-
-
- ML observability and evaluation platform.
-
-
-
- Single-file vector search engine.
-
-
-
- AI platform for healthcare applications.
-
-
-
- AI-powered data analysis platform.
-
-
-
- Visual data management system.
-
-
-
- Distributed vector search engine.
-
-
-
- Neural search platform with built-in understanding.
-
-
-
- Vector database and semantic search.
-
-
-
- Big data serving engine for vector search.
-
-
-
- Simple vector database for embeddings.
-
-
-
- Embedding models and semantic search.
-
-
-
- ML experiment tracking and collaboration.
-
-
-
- Experiment tracking and model management.
-
-
-
- LLM tracing and observability.
-
-
-
- Weather data and forecasting services.
-
-
-
- Open-source vector database with GraphQL.
-
-
-
- Messaging platform integration and automation.
-
-
-
- AI observability and data monitoring.
-
-
-
- Wikipedia content access and search.
-
-
-
- Computational knowledge engine.
-
-
-
- Enterprise AI writing platform.
-
-
-
- xAI's Grok models for conversational AI.
-
-
-
- Serverless database with vector search.
-
-
-
- Distributed inference framework for LLMs.
-
-
-
- Yahoo services and data integration.
-
-
-
- Yandex AI services and language models.
-
-
-
- Yandex Database distributed storage system.
-
-
-
- AI agent framework and development platform.
-
-
-
- Data warehouse and analytics platform.
-
-
-
- 01.AI's bilingual language models.
-
-
-
- You.com search engine and AI platform.
-
-
-
- Video platform integration and content access.
-
-
-
- Long-term memory for AI assistants.
-
-
-
- High-performance vector database.
-
-
-
- ChatGLM and other Chinese language models.
-
-
-
- Managed Milvus vector database service.
-
-
-
- Reference management and research tool.
-
-
-
-## Chat Models
-
-
-
- Custom AI chat integration platform.
-
-
-
- AI21 Labs' Jurassic models for conversation.
-
-
-
- Unified API for multiple chat models.
-
-
-
- Alibaba Cloud's model serving platform.
-
-
-
- Claude models for advanced reasoning.
-
-
-
- Function calling with Claude models.
-
-
-
- Microsoft Azure AI chat services.
-
-
-
- OpenAI models through Azure platform.
-
-
-
- Azure Machine Learning chat endpoints.
-
-
-
- Baichuan AI's Chinese language models.
-
-
-
- Baidu's Qianfan large model platform.
-
-
-
- Foundation models through Amazon Bedrock.
-
-
-
- Ultra-fast inference with Cerebras processors.
-
-
-
- AI models on Cloudflare's edge platform.
-
-
-
- Cohere's language models for conversation.
-
-
-
- Context-aware conversational AI.
-
-
-
- ByteDance's conversational AI platform.
-
-
-
- Real-time AI data platform.
-
-
-
- Foundation models on Databricks platform.
-
-
-
- Serverless inference for chat models.
-
-
-
- Advanced reasoning and coding models.
-
-
-
- Unified API for multiple chat providers.
-
-
-
- Baidu's ERNIE language model.
-
-
-
- Serverless AI inference platform.
-
-
-
- Optimized model serving platform.
-
-
-
- Fast inference for open-source models.
-
-
-
- Optimized serving engine for chat models.
-
-
-
- Interpretable AI chat models.
-
-
-
- Google's Gemini models for conversation.
-
-
-
- Enterprise AI platform with PaLM models.
-
-
-
- Route requests across multiple GPT providers.
-
-
-
- Private AI model training and chat.
-
-
-
- Sustainable AI computing platform.
-
-
-
- Ultra-fast inference with specialized hardware.
-
-
-
- Open-source models via Hugging Face.
-
-
-
- IBM's enterprise AI foundation models.
-
-
-
- Jina's conversational AI models.
-
-
-
- Real-time analytics with chat interface.
-
-
-
- Generative AI platform for chat models.
-
-
-
- Unified interface for 100+ chat APIs.
-
-
-
- Hosted Llama models via API.
-
-
-
- Edge computing for Llama models.
-
-
-
- Meta's Llama 2 chat models.
-
-
-
- Local inference with llama.cpp.
-
-
-
- Brazilian Portuguese conversational AI.
-
-
-
- Chinese AI company's chat models.
-
-
-
- Mistral's efficient language models.
-
-
-
- Apple's machine learning framework.
-
-
-
- Alibaba's model hub chat interface.
-
-
-
- Moonshot AI's conversational models.
-
-
-
- Naver's HyperCLOVA language models.
-
-
-
- AI cloud platform for chat models.
-
-
-
- Decentralized AI computing network.
-
-
-
- NVIDIA's foundation model endpoints.
-
-
-
- Oracle Cloud Infrastructure data science.
-
-
-
- Oracle's generative AI services.
-
-
-
- Efficient AI compute and model serving.
-
-
-
- Run large language models locally.
-
-
-
- GPT models and OpenAI's chat platform.
-
-
-
- Structured generation for language models.
-
-
-
- AI-powered search and reasoning.
-
-
-
- AI content moderation platform.
-
-
-
- Secure and compliant AI models.
-
-
-
- AI platform for model deployment.
-
-
-
- OpenAI with PromptLayer observability.
-
-
-
- Alibaba's Qwen language models.
-
-
-
- Alibaba's reasoning-focused model.
-
-
-
- Multimodal AI models from Reka.
-
-
-
- GPU cloud platform for chat models.
-
-
-
- AI platform with specialized hardware.
-
-
-
- SambaNova's enterprise AI platform.
-
-
-
- AI workflow and automation platform.
-
-
-
- AI models on Snowflake data platform.
-
-
-
- iFlytek's Spark language models.
-
-
-
- Conversation intelligence platform.
-
-
-
- Tencent's Hunyuan language models.
-
-
-
- Fast inference for open-source models.
-
-
-
- Alibaba's Tongyi Qianwen models.
-
-
-
- Document AI and chat models.
-
-
-
- Fast and memory-efficient inference.
-
-
-
- ByteDance's model-as-a-service platform.
-
-
-
- Enterprise AI writing platform.
-
-
-
- xAI's Grok models for conversation.
-
-
-
- Distributed inference framework.
-
-
-
- Yandex's language models and AI.
-
-
-
- 01.AI's bilingual language models.
-
-
-
- IEIT Systems' Yuan 2.0 models.
-
-
-
- ChatGLM and other Chinese models.
-
+
+ Custom AI integration platform for enterprise workflows.
+
+
+
+ Knowledge management platform with AI-powered organization.
+
+
+
+ Vector database for AI applications with deep learning focus.
+
+
+
+ Advertising platform for GPT applications and AI services.
+
+
+
+ Web scraping with natural language queries.
+
+
+
+ AI21 Labs' Jurassic models for text generation.
+
+
+
+ Experiment tracking and management platform.
+
+
+
+ Unified API for multiple AI and ML services.
+
+
+
+ Decentralized AI computing network platform.
+
+
+
+ Data integration platform for ETL and ELT pipelines.
+
+
+
+ Cloud-based spreadsheet and database platform.
+
+
+
+ Blockchain development platform and APIs.
+
+
+
+ European AI company's multilingual language models.
+
+
+
+ Alibaba's cloud computing and AI services.
+
+
+
+ Alibaba Cloud's real-time analytics database.
+
+
+
+ Browser automation and web scraping tools.
+
+
+
+ Approximate nearest neighbors search library.
+
+
+
+ Claude models for advanced reasoning and conversation.
+
+
+
+ Distributed computing platform for ML workloads.
+
+
+
+ Real-time analytical database management system.
+
+
+
+ Apache Software Foundation tools and libraries.
+
+
+
+ Web scraping and automation platform.
+
+
+
+ Apple's machine learning and AI frameworks.
+
+
+
+ Multi-model database with graph capabilities.
+
+
+
+ Domain-specific language model training platform.
+
+
+
+ Geographic information system platform.
+
+
+
+ Data labeling and annotation platform for NLP.
+
+
+
+ ML observability and performance monitoring.
+
+
+
+ AI model monitoring and governance platform.
+
+
+
+ Academic paper repository and search platform.
+
+
+
+ Data engineering and pipeline automation platform.
+
+
+
+ Real-time news search and analysis API.
+
+
+
+ Speech-to-text and audio intelligence API.
+
+
+
+ DataStax Astra DB vector database platform.
+
+
+
+ Data visualization and exploration platform.
+
+
+
+ Vector database for AI and ML applications.
+
+
+
+ Amazon Web Services cloud platform and AI services.
+
+
+
+ Song lyrics database and search platform.
+
+
+
+ Microsoft Azure AI and cognitive services.
+
+
+
+ Beijing Academy of AI research and models.
+
+
+
+ Vector database and semantic search platform.
+
+
+
+ Multi-modal AI database and storage system.
+
+
+
+ Chinese language model from Baichuan AI.
+
+
+
+ Baidu's AI services and language models.
+
+
+
+ Serverless GPU infrastructure for ML models.
+
+
+
+ ML model deployment and serving platform.
+
+
+
+ Serverless GPU computing platform.
+
+
+
+ HTML and XML parsing library for web scraping.
+
+
+
+ Bibliography management and citation format.
+
+
+
+ Chinese video sharing platform integration.
+
+
+
+ Decentralized AI network and incentive protocol.
+
+
+
+ Educational technology and learning management.
+
+
+
+ High-performance analytics and data processing.
+
+
+
+ AI-powered reading and research assistant.
+
+
+
+ Cloud content management and collaboration.
+
+
+
+ Privacy-focused search engine API.
+
+
+
+ AI knowledge management and retrieval platform.
+
+
+
+ Web data platform and proxy services.
+
+
+
+ Headless browser automation platform.
+
+
+
+ Serverless browser automation service.
+
+
+
+ ByteDance's AI models and services.
+
+
+
+ Distributed NoSQL database management system.
+
+
+
+ AI compute platform with specialized processors.
+
+
+
+ Serverless GPU platform for AI applications.
+
+
+
+ No-code AI chatbot and automation platform.
+
+
+
+ Open-source embedding database for AI apps.
+
+
+
+ Computer vision and AI model platform.
+
+
+
+ ML experiment tracking and automation.
+
+
+
+ Fast columnar database for analytics.
+
+
+
+ Project management and productivity platform.
+
+
+
+ Web infrastructure and security services.
+
+
+
+ Naver's AI assistant and NLP platform.
+
+
+
+ Time series database for IoT and analytics.
+
+
+
+ Memory layer for AI applications and agents.
+
+
+
+ AI knowledge management and retrieval system.
+
+
+
+ Language AI platform for enterprise applications.
+
+
+
+ College admissions and education platform.
+
+
+
+ ML experiment tracking and model management.
+
+
+
+ AI observability and monitoring platform.
+
+
+
+ Team collaboration and documentation platform.
+
+
+
+ Plugin system for AI agents and applications.
+
+
+
+ Context management for AI applications.
+
+
+
+ Contextual AI and language understanding.
+
+
+
+ NoSQL cloud database platform.
+
+
+
+ Conversational AI platform and chatbot builder.
+
+
+
+ Distributed SQL database for machine data.
+
+
+
+ Python bindings for transformer models in C/C++.
+
+
+
+ Fast inference engine for Transformer models.
+
+
+
+ Semantic layer for building data applications.
+
+
+
+ Real-time AI data platform and API.
+
+
+
+ Alibaba Cloud's vector database service.
+
+
+
+ Unified analytics platform for big data and ML.
+
+
+
+ Monitoring and analytics platform for applications.
+
+
+
+ Log management and analysis platform.
+
+
+
+ SEO and SERP data API platform.
+
+
+
+ Natural language to SQL query platform.
+
+
+
+ Document analysis and structure detection.
+
+
+
+ Serverless inference for deep learning models.
+
+
+
+ Vector database for deep learning applications.
+
+
+
+ Advanced reasoning and coding AI models.
+
+
+
+ Inference runtime for sparse neural networks.
+
+
+
+ Dell Technologies AI and computing solutions.
+
+
+
+ Web data extraction and knowledge graph.
+
+
+
+ Distributed vector database system.
+
+
+
+ Communication platform integration and bots.
+
+
+
+ Discord analytics and moderation tools.
+
+
+
+ Data structure for multimodal AI applications.
+
+
+
+ Document processing and AI integration.
+
+
+
+ Document transformation and processing.
+
+
+
+ Document AI and semantic processing.
+
+
+
+ Documentation website generator and platform.
+
+
+
+ Decentralized knowledge retrieval network.
+
+
+
+ Cloud storage and file sharing platform.
+
+
+
+ In-process SQL OLAP database management system.
+
+
+
+ Privacy-focused search engine integration.
+
+
+
+ Cloud development environment platform.
+
+
+
+ Unified API for multiple AI services.
+
+
+
+ Distributed search and analytics engine.
+
+
+
+ AI voice synthesis and speech platform.
+
+
+
+ Framework for creating RAG applications.
+
+
+
+ Vector database for AI and ML applications.
+
+
+
+ Ethereum blockchain explorer and analytics.
+
+
+
+ Serverless AI inference platform.
+
+
+
+ Note-taking and organization platform.
+
+
+
+ AI-powered search engine for developers.
+
+
+
+ Meta's social platform integration and APIs.
+
+
+
+ Graph database with ultra-low latency.
+
+
+
+ Serverless, globally distributed database.
+
+
+
+ Fast and efficient AI model serving.
+
+
+
+ AI observability and monitoring platform.
+
+
+
+ Design collaboration and prototyping platform.
+
+
+
+ Web scraping and crawling API service.
+
+
+
+ Fast inference platform for open-source models.
+
+
+
+ Workflow orchestration for ML and data processing.
+
+
+
+ Financial market data and analytics API.
+
+
+
+ Fine-tuning platform for language models.
+
+
+
+ Optimized serving engine for AI models.
+
+
+
+ Prompt-driven engineering assistant.
+
+
+
+ Knowledge extraction and NLP platform.
+
+
+
+ Geographic data analysis with Python.
+
+
+
+ Version control system integration.
+
+
+
+ Documentation platform and knowledge base.
+
+
+
+ Code hosting and collaboration platform.
+
+
+
+ DevOps platform and code repository.
+
+
+
+ Tool use framework for AI agents.
+
+
+
+ Knowledge graph and data platform.
+
+
+
+ Interpretable AI and model analysis.
+
+
+
+ Google's AI services and cloud platform.
+
+
+
+ Google Search API service.
+
+
+
+ Fully managed NLP-as-a-Service platform.
+
+
+
+ Open-source LLM ecosystem for local deployment.
+
+
+
+ AI model training and deployment platform.
+
+
+
+ Private AI model training platform.
+
+
+
+ Graph-based retrieval augmented generation.
+
+
+
+ AI observability and monitoring platform.
+
+
+
+ Sustainable AI computing platform.
+
+
+
+ Machine learning library for bibliographic data.
+
+
+
+ Ultra-fast inference with specialized hardware.
+
+
+
+ Project Gutenberg digital library access.
+
+
+
+ Tech news and discussion platform.
+
+
+
+ Machine learning research and tools.
+
+
+
+ LLM observability and monitoring platform.
+
+
+
+ Real-time interactive analytics service.
+
+
+
+ HTML to plain text conversion utility.
+
+
+
+ Huawei Cloud AI services and models.
+
+
+
+ Open platform for ML models and datasets.
+
+
+
+ Web automation and scraping platform.
+
+
+
+ IBM Watson AI and enterprise solutions.
+
+
+
+ Enterprise AI and system integration.
+
+
+
+ Repair guides and technical documentation.
+
+
+
+ Chinese speech and language AI platform.
+
+
+
+ Internet Movie Script Database access.
+
+
+
+ Distributed cache and data grid platform.
+
+
+
+ High-performance embedding inference server.
+
+
+
+ Observability and monitoring platform.
+
+
+
+ Intel's AI optimization tools and libraries.
+
+
+
+ Brazilian payment processing platform.
+
+
+
+ Vector database and search platform.
+
+
+
+ AI model gateway and management platform.
+
+
+
+ Automation server and CI/CD platform.
+
+
+
+ Neural search framework and cloud platform.
+
+
+
+ Enterprise NLP and healthcare AI platform.
+
+
+
+ Open-source note taking and organization.
+
+
+
+ Time-series vector database platform.
+
+
+
+ Real-time analytics and database platform.
+
+
+
+ Browser-based AI writing assistant.
+
+
+
+ Generative AI platform and model hosting.
+
+
+
+ Korean natural language processing toolkit.
+
+
+
+ Embedded graph database management system.
+
+
+
+ Data labeling and annotation platform.
+
+
+
+ Git-like version control for data lakes.
+
+
+
+ Developer-friendly embedded vector database.
+
+
+
+ Syntactic sugar and utilities for LangChain.
+
+
+
+ Bias testing framework for language models.
+
+
+
+ LLM engineering platform and observability.
+
+
+
+ PostgreSQL vector database extension.
+
+
+
+ Alibaba Cloud's multi-model database service.
+
+
+
+ Real-time job market data and search.
+
+
+
+ Unified interface for 100+ LLM APIs.
+
+
+
+ Data framework for LLM applications.
+
+
+
+ Port of Meta's LLaMA model in C/C++.
+
+
+
+ Edge computing platform for LLaMA models.
+
+
+
+ Single-file executable for running LLMs.
+
+
+
+ Observability platform for LLM applications.
+
+
+
+ Self-hosted OpenAI-compatible API server.
+
+
+
+ LLM data management and observability.
+
+
+
+ Open-source relational database management.
+
+
+
+ Brazilian Portuguese language model.
+
+
+
+ End-to-end vector search engine.
+
+
+
+ Wikipedia and MediaWiki data processing.
+
+
+
+ Lightning-fast search engine platform.
+
+
+
+ Distributed memory caching system.
+
+
+
+ Real-time graph database platform.
+
+
+
+ Managed vector search and retrieval.
+
+
+
+ Microsoft Azure AI and enterprise services.
+
+
+
+ Open-source vector database for AI applications.
+
+
+
+ AI layer for databases and data platforms.
+
+
+
+ Chinese AI company's language models.
+
+
+
+ Efficient open-source language models.
+
+
+
+ ML lifecycle management platform.
+
+
+
+ Experiment tracking and model registry.
+
+
+
+ Apple's machine learning framework.
+
+
+
+ Serverless cloud computing for data science.
+
+
+
+ Alibaba's open-source model hub.
+
+
+
+ Payment operations and treasury management.
+
+
+
+ Serverless cache and vector index.
+
+
+
+ Document-based NoSQL database platform.
+
+
+
+ Cloud-hosted MongoDB with vector search.
+
+
+
+ Serverless analytics with DuckDB in the cloud.
+
+
+
+ Long-term memory for AI conversations.
+
+
+
+ SQL-compatible vector database platform.
+
+
+
+ Naver's AI services and language models.
+
+
+
+ AI cloud platform and infrastructure.
+
+
+
+ Native graph database and analytics platform.
+
+
+
+ Decentralized AI computing network.
+
+
+
+ Web intelligence and data extraction.
+
+
+
+ Production-ready NLP API platform.
+
+
+
+ Open-source embedding models and tools.
+
+
+
+ All-in-one workspace and collaboration platform.
+
+
+
+ AI-powered search and understanding platform.
+
+
+
+ NVIDIA's AI computing platform and models.
+
+
+
+ Connected note-taking and knowledge management.
+
+
+
+ Distributed relational database system.
+
+
+
+ Oracle Cloud Infrastructure AI services.
+
+
+
+ Efficient AI compute and model serving.
+
+
+
+ Run large language models locally.
+
+
+
+ RDF database and semantic graph platform.
+
+
+
+ GPT models and comprehensive AI platform.
+
+
+
+ Safe, Open, High-Performance — PDF for AI
+
+
+
+ AI model training and fine-tuning platform.
+
+
+
+ Operating LLMs in production environment.
+
+
+
+ Distributed search and analytics suite.
+
+
+
+ Weather data and forecasting API.
+
+
+
+ Oracle's AI and machine learning services.
+
+
+
+ Team knowledge base and wiki platform.
+
+
+
+ Structured generation for language models.
+
+
+
+ Web scraping and proxy services.
+
+
+
+ Data analysis and manipulation library.
+
+
+
+ Real-time news and media monitoring.
+
+
+
+ Authorization and access control platform.
+
+
+
+ AI-powered search and reasoning engine.
+
+
+
+ Distributed inference for large language models.
+
+
+
+ PostgreSQL vector embedding extensions.
+
+
+
+ Vector similarity search for PostgreSQL.
+
+
+
+ Managed vector database for ML applications.
+
+
+
+ ML pipeline and model deployment platform.
+
+
+
+ AI-powered content moderation platform.
+
+
+
+ AI gateway and observability platform.
+
+
+
+ Fine-tuning platform for large language models.
+
+
+
+ AI model security and compliance platform.
+
+
+
+ AI platform for model deployment and management.
+
+
+
+ Logic programming language integration.
+
+
+
+ Prompt engineering and observability platform.
+
+
+
+ Universal API for SaaS integrations.
+
+
+
+ Biomedical literature database access.
+
+
+
+ Markdown content extraction and processing.
+
+
+
+ Conversational AI model platform.
+
+
+
+ PDF processing optimized for LLM ingestion.
+
+
+
+ Vector similarity search engine.
+
+
+
+ RAG toolkit with ColBERT indexing.
+
+
+
+ BM25 ranking algorithm implementation.
+
+
+
+ Scalable model serving framework.
+
+
+
+ Prompt injection detection and prevention.
+
+
+
+ Social media platform integration and APIs.
+
+
+
+ In-memory data structure store and cache.
+
+
+
+ AI memory and context management.
+
+
+
+ Cloud platform for running ML models.
+
+
+
+ Research and note-taking platform.
+
+
+
+ Python automation and RPA platform.
+
+
+
+ Real-time analytics database platform.
+
+
+
+ GPU cloud platform for AI workloads.
+
+
+
+ CRM platform and business automation.
+
+
+
+ AI platform with specialized hardware.
+
+
+
+ Enterprise software and AI solutions.
+
+
+
+ AI-powered web scraping framework.
+
+
+
+ Web scraping API and proxy service.
+
+
+
+ Real-time search engine results API.
+
+
+
+ Privacy-respecting metasearch engine.
+
+
+
+ Vector database for semantic search.
+
+
+
+ Google Search results scraping API.
+
+
+
+ Decentralized AI inference protocol.
+
+
+
+ Distributed database with vector capabilities.
+
+
+
+ Machine learning library for Python.
+
+
+
+ Business communication and collaboration.
+
+
+
+ Cloud data platform and analytics.
+
+
+
+ Industrial-strength NLP library.
+
+
+
+ Unified analytics engine for big data.
+
+
+
+ iFlytek's multilingual language model.
+
+
+
+ Payment orchestration platform.
+
+
+
+ Embedded relational database engine.
+
+
+
+ Q&A platform network integration.
+
+
+
+ High-performance analytical database.
+
+
+
+ GPU cloud platform for ML acceleration.
+
+
+
+ Web app framework for data science.
+
+
+
+ Online payment processing platform.
+
+
+
+ Open-source Firebase alternative.
+
+
+
+ Multi-model database for modern applications.
+
+
+
+ Conversation intelligence platform.
+
+
+
+ Data visualization and business intelligence.
+
+
+
+ Project management platform for agile teams.
+
+
+
+ Alibaba Cloud's in-memory database.
+
+
+
+ AI-optimized search API for applications.
+
+
+
+ Messaging platform and bot integration.
+
+
+
+ Tencent Cloud AI services and models.
+
+
+
+ Collection of ready-to-use datasets.
+
+
+
+ Data infrastructure for ML applications.
+
+
+
+ Distributed SQL database platform.
+
+
+
+ Scalable graph database and analytics.
+
+
+
+ Globally distributed database platform.
+
+
+
+ Entity resolution and data matching.
+
+
+
+ Fast inference for open-source models.
+
+
+
+ HTML to Markdown conversion utility.
+
+
+
+ Extended toolkit for LangChain applications.
+
+
+
+ Big data platform and analytics suite.
+
+
+
+ Visual project management and collaboration.
+
+
+
+ LLM evaluation and analytics platform.
+
+
+
+ ML platform for model deployment.
+
+
+
+ Evaluation framework for LLM applications.
+
+
+
+ Social media platform integration.
+
+
+
+ Fast and typo-tolerant search engine.
+
+
+
+ Data extraction and processing platform.
+
+
+
+ Document processing and data extraction.
+
+
+
+ Document AI and OCR platform.
+
+
+
+ Serverless data platform for Redis and Kafka.
+
+
+
+ ML observability and evaluation platform.
+
+
+
+ Single-file vector search engine.
+
+
+
+ AI platform for healthcare applications.
+
+
+
+ AI-powered data analysis platform.
+
+
+
+ Visual data management system.
+
+
+
+ Distributed vector search engine.
+
+
+
+ Neural search platform with built-in understanding.
+
+
+
+ Vector database and semantic search.
+
+
+
+ Big data serving engine for vector search.
+
+
+
+ Simple vector database for embeddings.
+
+
+
+ Embedding models and semantic search.
+
+
+
+ ML experiment tracking and collaboration.
+
+
+
+ Experiment tracking and model management.
+
+
+
+ LLM tracing and observability.
+
+
+
+ Weather data and forecasting services.
+
+
+
+ Open-source vector database with GraphQL.
+
+
+
+ Messaging platform integration and automation.
+
+
+
+ AI observability and data monitoring.
+
+
+
+ Wikipedia content access and search.
+
+
+
+ Computational knowledge engine.
+
+
+
+ Enterprise AI writing platform.
+
+
+
+ xAI's Grok models for conversational AI.
+
+
+
+ Serverless database with vector search.
+
+
+
+ Distributed inference framework for LLMs.
+
+
+
+ Yahoo services and data integration.
+
+
+
+ Yandex AI services and language models.
+
+
+
+ Yandex Database distributed storage system.
+
+
+
+ AI agent framework and development platform.
+
+
+
+ Data warehouse and analytics platform.
+
+
+
+ 01.AI's bilingual language models.
+
+
+
+ You.com search engine and AI platform.
+
+
+
+ Video platform integration and content access.
+
+
+
+ Long-term memory for AI assistants.
+
+
+
+ High-performance vector database.
+
+
+
+ ChatGLM and other Chinese language models.
+
+
+
+ Managed Milvus vector database service.
+
+
+
+ Reference management and research tool.
+
diff --git a/src/oss/python/integrations/providers/overview.mdx b/src/oss/python/integrations/providers/overview.mdx
index 2cc6922fa..f4ff097f6 100644
--- a/src/oss/python/integrations/providers/overview.mdx
+++ b/src/oss/python/integrations/providers/overview.mdx
@@ -12,44 +12,43 @@ To see a full list of integrations by component type, refer to the categories in
## Popular providers
-| Provider | Package API reference | Downloads | Latest version | JS/TS support |
+| Provider | Package API reference | Downloads | Latest version | JS/TS support |
| :--- | :--- | :--- | :--- | :--- |
-| [OpenAI](/oss/integrations/providers/openai/) | [`langchain-openai`](https://reference.langchain.com/python/integrations/langchain_openai/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/openai) |
-| [Google VertexAI](/oss/integrations/providers/google) | [`langchain-google-vertexai`](https://reference.langchain.com/python/integrations/langchain_google_vertexai/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/google-vertexai) |
-| [AWS](/oss/integrations/providers/aws/) | [`langchain-aws`](https://reference.langchain.com/python/integrations/langchain_aws/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/aws) |
-| [Google Generative AI](/oss/integrations/providers/google) | [`langchain-google-genai`](https://reference.langchain.com/python/integrations/langchain_google_genai/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/google-genai) |
-| [Anthropic](/oss/integrations/providers/anthropic/) | [`langchain-anthropic`](https://reference.langchain.com/python/integrations/langchain_anthropic/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/anthropic) |
-| [Groq](/oss/integrations/providers/groq/) | [`langchain-groq`](https://reference.langchain.com/python/integrations/langchain_groq/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/groq) |
-| [Chroma](/oss/integrations/providers/chroma/) | [`langchain-chroma`](https://reference.langchain.com/python/integrations/langchain_chroma/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [Ollama](/oss/integrations/providers/ollama/) | [`langchain-ollama`](https://reference.langchain.com/python/integrations/langchain_ollama/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/ollama) |
-| [Huggingface](/oss/integrations/providers/huggingface/) | [`langchain-huggingface`](https://reference.langchain.com/python/integrations/langchain_huggingface/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [Cohere](/oss/integrations/providers/cohere/) | [`langchain-cohere`](https://reference.langchain.com/python/integrations/langchain_cohere/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/cohere) |
-| [Postgres](/oss/integrations/providers/pgvector) | [`langchain-postgres`](https://reference.langchain.com/python/integrations/langchain_postgres/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [MistralAI](/oss/integrations/providers/mistralai/) | [`langchain-mistralai`](https://reference.langchain.com/python/integrations/langchain_mistralai/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/mistralai) |
-| [Pinecone](/oss/integrations/providers/pinecone/) | [`langchain-pinecone`](https://reference.langchain.com/python/integrations/langchain_pinecone/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/pinecone) |
-| [Databricks](/oss/integrations/providers/databricks/) | [`databricks-langchain`](https://pypi.org/project/databricks-langchain/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [Ibm](/oss/integrations/providers/ibm/) | [`langchain-ibm`](https://reference.langchain.com/python/integrations/langchain_ibm/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/ibm) |
-| [Perplexity](/oss/integrations/providers/perplexity/) | [`langchain-perplexity`](https://reference.langchain.com/python/integrations/langchain_perplexity/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [MongoDB](/oss/integrations/providers/mongodb_atlas) | [`langchain-mongodb`](https://reference.langchain.com/python/integrations/langchain_mongodb/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/mongodb) |
-| [Deepseek](/oss/integrations/providers/deepseek/) | [`langchain-deepseek`](https://reference.langchain.com/python/integrations/langchain_deepseek/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/deepseek) |
-| [Nvidia AI Endpoints](/oss/integrations/providers/nvidia) | [`langchain-nvidia-ai-endpoints`](https://reference.langchain.com/python/integrations/langchain_nvidia_ai_endpoints/) |
|
| ❌ |
-| [Milvus](/oss/integrations/providers/milvus/) | [`langchain-milvus`](https://reference.langchain.com/python/integrations/langchain_milvus/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [Tavily](/oss/integrations/providers/tavily/) | [`langchain-tavily`](https://pypi.org/project/langchain-tavily/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/tavily) |
-| [Fireworks](/oss/integrations/providers/fireworks/) | [`langchain-fireworks`](https://reference.langchain.com/python/integrations/langchain_fireworks/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [Qdrant](/oss/integrations/providers/qdrant/) | [`langchain-qdrant`](https://reference.langchain.com/python/integrations/langchain_qdrant/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/qdrant) |
-| [Elasticsearch](/oss/integrations/providers/elasticsearch/) | [`langchain-elasticsearch`](https://reference.langchain.com/python/integrations/langchain_elasticsearch/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [LiteLLM](/oss/integrations/providers/litellm/) | [`langchain-litellm`](https://pypi.org/project/langchain-litellm/) |
|
| ❌ |
-| [DataStax Astra DB](/oss/integrations/providers/astradb/) | [`langchain-astradb`](https://reference.langchain.com/python/integrations/langchain_astradb/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [Together](/oss/integrations/providers/together/) | [`langchain-together`](https://reference.langchain.com/python/integrations/langchain_together/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [XAI](/oss/integrations/providers/xai/) | [`langchain-xai`](https://reference.langchain.com/python/integrations/langchain_xai/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/xai) |
-| [Redis](/oss/integrations/providers/redis/) | [`langchain-redis`](https://reference.langchain.com/python/integrations/langchain_redis/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/redis) |
-| [Azure AI](/oss/integrations/providers/azure_ai) | [`langchain-azure-ai`](https://reference.langchain.com/python/integrations/langchain_azure_ai/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/openai) |
-| [MCP Toolbox](/oss/integrations/providers/toolbox/) | [`toolbox-langchain`](https://pypi.org/project/toolbox-langchain/) |
|
| ❌ |
-| [Google Community](/oss/integrations/providers/google) | [`langchain-google-community`](https://reference.langchain.com/python/integrations/langchain_google_community/) |
|
| ❌ |
-| [Unstructured](/oss/integrations/providers/unstructured/) | [`langchain-unstructured`](https://reference.langchain.com/python/integrations/langchain_unstructured/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [Graph RAG](/oss/integrations/providers/graph_rag) | [`langchain-graph-retriever`](https://pypi.org/project/langchain-graph-retriever/) |
|
| ❌ |
-| [Neo4J](/oss/integrations/providers/neo4j/) | [`langchain-neo4j`](https://reference.langchain.com/python/integrations/langchain_neo4j/) |
|
| ✅ [(npm)](https://www.npmjs.com/package/@langchain/community) |
-| [Sambanova](/oss/integrations/providers/sambanova/) | [`langchain-sambanova`](https://pypi.org/project/langchain-sambanova/) |
|
| ❌ |
+| [OpenAI](/oss/integrations/providers/openai/) | [`langchain-openai`](https://reference.langchain.com/python/integrations/langchain_openai/) |
|
| [✅](https://www.npmjs.com/package/@langchain/openai) |
+| [Google VertexAI](/oss/integrations/providers/google) | [`langchain-google-vertexai`](https://reference.langchain.com/python/integrations/langchain_google_vertexai/) |
|
| [✅](https://www.npmjs.com/package/@langchain/google-vertexai) |
+| [AWS](/oss/integrations/providers/aws/) | [`langchain-aws`](https://reference.langchain.com/python/integrations/langchain_aws/) |
|
| [✅](https://www.npmjs.com/package/@langchain/aws) |
+| [Google Generative AI](/oss/integrations/providers/google) | [`langchain-google-genai`](https://reference.langchain.com/python/integrations/langchain_google_genai/) |
|
| [✅](https://www.npmjs.com/package/@langchain/google-genai) |
+| [Anthropic](/oss/integrations/providers/anthropic/) | [`langchain-anthropic`](https://reference.langchain.com/python/integrations/langchain_anthropic/) |
|
| [✅](https://www.npmjs.com/package/@langchain/anthropic) |
+| [Groq](/oss/integrations/providers/groq/) | [`langchain-groq`](https://reference.langchain.com/python/integrations/langchain_groq/) |
|
| [✅](https://www.npmjs.com/package/@langchain/groq) |
+| [Ollama](/oss/integrations/providers/ollama/) | [`langchain-ollama`](https://reference.langchain.com/python/integrations/langchain_ollama/) |
|
| [✅](https://www.npmjs.com/package/@langchain/ollama) |
+| [Chroma](/oss/integrations/providers/chroma/) | [`langchain-chroma`](https://reference.langchain.com/python/integrations/langchain_chroma/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [Huggingface](/oss/integrations/providers/huggingface/) | [`langchain-huggingface`](https://reference.langchain.com/python/integrations/langchain_huggingface/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [Cohere](/oss/integrations/providers/cohere/) | [`langchain-cohere`](https://reference.langchain.com/python/integrations/langchain_cohere/) |
|
| [✅](https://www.npmjs.com/package/@langchain/cohere) |
+| [Postgres](/oss/integrations/providers/pgvector) | [`langchain-postgres`](https://reference.langchain.com/python/integrations/langchain_postgres/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [MistralAI](/oss/integrations/providers/mistralai/) | [`langchain-mistralai`](https://reference.langchain.com/python/integrations/langchain_mistralai/) |
|
| [✅](https://www.npmjs.com/package/@langchain/mistralai) |
+| [Pinecone](/oss/integrations/providers/pinecone/) | [`langchain-pinecone`](https://reference.langchain.com/python/integrations/langchain_pinecone/) |
|
| [✅](https://www.npmjs.com/package/@langchain/pinecone) |
+| [Databricks](/oss/integrations/providers/databricks/) | [`databricks-langchain`](https://pypi.org/project/databricks-langchain/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [Perplexity](/oss/integrations/providers/perplexity/) | [`langchain-perplexity`](https://reference.langchain.com/python/integrations/langchain_perplexity/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [Ibm](/oss/integrations/providers/ibm/) | [`langchain-ibm`](https://reference.langchain.com/python/integrations/langchain_ibm/) |
|
| [✅](https://www.npmjs.com/package/@langchain/ibm) |
+| [MongoDB](/oss/integrations/providers/mongodb_atlas) | [`langchain-mongodb`](https://reference.langchain.com/python/integrations/langchain_mongodb/) |
|
| [✅](https://www.npmjs.com/package/@langchain/mongodb) |
+| [Deepseek](/oss/integrations/providers/deepseek/) | [`langchain-deepseek`](https://reference.langchain.com/python/integrations/langchain_deepseek/) |
|
| [✅](https://www.npmjs.com/package/@langchain/deepseek) |
+| [Nvidia AI Endpoints](/oss/integrations/providers/nvidia) | [`langchain-nvidia-ai-endpoints`](https://reference.langchain.com/python/integrations/langchain_nvidia_ai_endpoints/) |
|
| ❌ |
+| [Milvus](/oss/integrations/providers/milvus/) | [`langchain-milvus`](https://reference.langchain.com/python/integrations/langchain_milvus/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [Tavily](/oss/integrations/providers/tavily/) | [`langchain-tavily`](https://pypi.org/project/langchain-tavily/) |
|
| [✅](https://www.npmjs.com/package/@langchain/tavily) |
+| [Fireworks](/oss/integrations/providers/fireworks/) | [`langchain-fireworks`](https://reference.langchain.com/python/integrations/langchain_fireworks/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [Qdrant](/oss/integrations/providers/qdrant/) | [`langchain-qdrant`](https://reference.langchain.com/python/integrations/langchain_qdrant/) |
|
| [✅](https://www.npmjs.com/package/@langchain/qdrant) |
+| [Elasticsearch](/oss/integrations/providers/elasticsearch/) | [`langchain-elasticsearch`](https://reference.langchain.com/python/integrations/langchain_elasticsearch/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [LiteLLM](/oss/integrations/providers/litellm/) | [`langchain-litellm`](https://pypi.org/project/langchain-litellm/) |
|
| ❌ |
+| [DataStax Astra DB](/oss/integrations/providers/astradb/) | [`langchain-astradb`](https://reference.langchain.com/python/integrations/langchain_astradb/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [Together](/oss/integrations/providers/together/) | [`langchain-together`](https://reference.langchain.com/python/integrations/langchain_together/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [XAI](/oss/integrations/providers/xai/) | [`langchain-xai`](https://reference.langchain.com/python/integrations/langchain_xai/) |
|
| [✅](https://www.npmjs.com/package/@langchain/xai) |
+| [Redis](/oss/integrations/providers/redis/) | [`langchain-redis`](https://reference.langchain.com/python/integrations/langchain_redis/) |
|
| [✅](https://www.npmjs.com/package/@langchain/redis) |
+| [Azure AI](/oss/integrations/providers/azure_ai) | [`langchain-azure-ai`](https://reference.langchain.com/python/integrations/langchain_azure_ai/) |
|
| [✅](https://www.npmjs.com/package/@langchain/openai) |
+| [MCP Toolbox](/oss/integrations/providers/toolbox/) | [`toolbox-langchain`](https://pypi.org/project/toolbox-langchain/) |
|
| ❌ |
+| [Google Community](/oss/integrations/providers/google) | [`langchain-google-community`](https://reference.langchain.com/python/integrations/langchain_google_community/) |
|
| ❌ |
+| [Unstructured](/oss/integrations/providers/unstructured/) | [`langchain-unstructured`](https://reference.langchain.com/python/integrations/langchain_unstructured/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
+| [Graph RAG](/oss/integrations/providers/graph_rag) | [`langchain-graph-retriever`](https://pypi.org/project/langchain-graph-retriever/) |
|
| ❌ |
+| [Neo4J](/oss/integrations/providers/neo4j/) | [`langchain-neo4j`](https://reference.langchain.com/python/integrations/langchain_neo4j/) |
|
| [✅](https://www.npmjs.com/package/@langchain/community) |
## All providers
diff --git a/src/oss/python/integrations/retrievers/index.mdx b/src/oss/python/integrations/retrievers/index.mdx
index 72c4c405c..69bc44af3 100644
--- a/src/oss/python/integrations/retrievers/index.mdx
+++ b/src/oss/python/integrations/retrievers/index.mdx
@@ -18,10 +18,10 @@ The below retrievers allow you to index and search a custom corpus of documents.
| Retriever | Self-host | Cloud offering | Package |
|-----------|-----------|----------------|---------|
-| [`AmazonKnowledgeBasesRetriever`](/oss/integrations/retrievers/bedrock) | ❌ | ✅ | [langchain-aws](https://python.langchain.com/api_reference/aws/retrievers/langchain_aws.retrievers.bedrock.AmazonKnowledgeBasesRetriever.html) |
-| [`AzureAISearchRetriever`](/oss/integrations/retrievers/azure_ai_search) | ❌ | ✅ | [langchain-community](https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.azure_ai_search.AzureAISearchRetriever.html) |
-| [`ElasticsearchRetriever`](/oss/integrations/retrievers/elasticsearch_retriever) | ✅ | ✅ | [langchain-elasticsearch](https://python.langchain.com/api_reference/elasticsearch/retrievers/langchain_elasticsearch.retrievers.ElasticsearchRetriever.html) |
-| [`VertexAISearchRetriever`](/oss/integrations/retrievers/google_vertex_ai_search) | ❌ | ✅ | [langchain-google-community](https://python.langchain.com/api_reference/google_community/vertex_ai_search/langchain_google_community.vertex_ai_search.VertexAISearchRetriever.html) |
+| [`AmazonKnowledgeBasesRetriever`](/oss/integrations/retrievers/bedrock) | ❌ | ✅ | [`langchain-aws`](https://python.langchain.com/api_reference/aws/retrievers/langchain_aws.retrievers.bedrock.AmazonKnowledgeBasesRetriever.html) |
+| [`AzureAISearchRetriever`](/oss/integrations/retrievers/azure_ai_search) | ❌ | ✅ | [`langchain-community`](https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.azure_ai_search.AzureAISearchRetriever.html) |
+| [`ElasticsearchRetriever`](/oss/integrations/retrievers/elasticsearch_retriever) | ✅ | ✅ | [`langchain-elasticsearch`](https://python.langchain.com/api_reference/elasticsearch/retrievers/langchain_elasticsearch.retrievers.ElasticsearchRetriever.html) |
+| [`VertexAISearchRetriever`](/oss/integrations/retrievers/google_vertex_ai_search) | ❌ | ✅ | [`langchain-google-community`](https://python.langchain.com/api_reference/google_community/vertex_ai_search/langchain_google_community.vertex_ai_search.VertexAISearchRetriever.html) |
## External index
@@ -30,9 +30,9 @@ The below retrievers will search over an external index (e.g., constructed from
| Retriever | Source | Package |
|-----------|---------|---------|
-| [`ArxivRetriever`](/oss/integrations/retrievers/arxiv) | Scholarly articles on [arxiv.org](https://arxiv.org/) | [langchain-community](https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.arxiv.ArxivRetriever.html) |
-| [`TavilySearchAPIRetriever`](/oss/integrations/retrievers/tavily) | Internet search | [langchain-community](https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.tavily_search_api.TavilySearchAPIRetriever.html) |
-| [`WikipediaRetriever`](/oss/integrations/retrievers/wikipedia) | [Wikipedia](https://www.wikipedia.org/) articles | [langchain-community](https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.wikipedia.WikipediaRetriever.html) |
+| [`ArxivRetriever`](/oss/integrations/retrievers/arxiv) | Scholarly articles on [arxiv.org](https://arxiv.org/) | [`langchain-community`](https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.arxiv.ArxivRetriever.html) |
+| [`TavilySearchAPIRetriever`](/oss/integrations/retrievers/tavily) | Internet search | [`langchain-community`](https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.tavily_search_api.TavilySearchAPIRetriever.html) |
+| [`WikipediaRetriever`](/oss/integrations/retrievers/wikipedia) | [Wikipedia](https://www.wikipedia.org/) articles | [`langchain-community`](https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.wikipedia.WikipediaRetriever.html) |
## All retrievers
diff --git a/src/oss/python/integrations/stores/index.mdx b/src/oss/python/integrations/stores/index.mdx
index b9ad796f7..3e05d4085 100644
--- a/src/oss/python/integrations/stores/index.mdx
+++ b/src/oss/python/integrations/stores/index.mdx
@@ -22,20 +22,20 @@ Base stores are designed to work **multiple** key-value pairs at once for effici
## Built-in stores for local development
-
-
+
+
## Custom stores
-You can also implement your own custom store by extending the `BaseStore` class. See the [store interface documentation](https://python.langchain.com/api_reference/core/stores/langchain_core.stores.BaseStore.html) for more details.
+You can also implement your own custom store by extending the @[`BaseStore`] class. See the [store interface documentation](https://python.langchain.com/api_reference/core/stores/langchain_core.stores.BaseStore.html) for more details.
-## All integrations
+## All key-value stores
-
-
-
-
-
+
+
+
+
+
diff --git a/src/oss/python/integrations/text_embedding/index.mdx b/src/oss/python/integrations/text_embedding/index.mdx
index 5cc6e8574..5c3d365bb 100644
--- a/src/oss/python/integrations/text_embedding/index.mdx
+++ b/src/oss/python/integrations/text_embedding/index.mdx
@@ -122,7 +122,7 @@ print(f"Second call took: {time.time() - tic:.2f} seconds")
In production, you would typically use a more robust persistent store, such as a database or cloud storage. Please see [stores integrations](/oss/integrations/stores/) for options.
-## All integrations
+## All embedding models
diff --git a/src/oss/python/integrations/tools/index.mdx b/src/oss/python/integrations/tools/index.mdx
index 8406d97cf..fecfcae0a 100644
--- a/src/oss/python/integrations/tools/index.mdx
+++ b/src/oss/python/integrations/tools/index.mdx
@@ -84,7 +84,7 @@ The following table shows tools that can be used to execute financial transactio
|-------------|---------|--------------|
| [GOAT](/oss/integrations/tools/goat) | Free | Create and receive payments, purchase physical goods, make investments, and more. |
-## All tools
+## All tools and toolkits
diff --git a/src/oss/python/integrations/vectorstores/index.mdx b/src/oss/python/integrations/vectorstores/index.mdx
index 5d8d1153d..89c542641 100644
--- a/src/oss/python/integrations/vectorstores/index.mdx
+++ b/src/oss/python/integrations/vectorstores/index.mdx
@@ -609,7 +609,7 @@ vector_store = QdrantVectorStore(
| [`SQLServer`](/oss/integrations/vectorstores/sqlserver) | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ |
| [`ZeusDB`](/oss/integrations/vectorstores/zeusdb) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ |
-## All Vectorstores
+## All vector stores