chore: update README.md files (#33919)

mdrxy · web-flow · commit 3dfea96ec1d2 · 2025-11-10T22:51:35.000-05:00
diff --git a/libs/core/README.md b/libs/core/README.md
@@ -34,7 +34,7 @@ The LangChain ecosystem is built on top of `langchain-core`. Some of the benefit
 
 ## 📖 Documentation
 
-For full documentation, see the [API reference](https://reference.langchain.com/python/langchain_core/).
+For full documentation, see the [API reference](https://reference.langchain.com/python/langchain_core/). For conceptual guides, tutorials, and examples on using LangChain, see the [LangChain Docs](https://docs.langchain.com/oss/python/langchain/overview).
 
 ## 📕 Releases & Versioning
 
diff --git a/libs/langchain/README.md b/libs/langchain/README.md
@@ -24,7 +24,7 @@ In most cases, you should be using the main [`langchain`](https://pypi.org/proje
 
 ## 📖 Documentation
 
-For full documentation, see the [API reference](https://reference.langchain.com/python/langchain_classic).
+For full documentation, see the [API reference](https://reference.langchain.com/python/langchain_classic). For conceptual guides, tutorials, and examples on using LangChain, see the [LangChain Docs](https://docs.langchain.com/oss/python/langchain/overview).
 
 ## 📕 Releases & Versioning
 
diff --git a/libs/langchain_v1/README.md b/libs/langchain_v1/README.md
@@ -26,7 +26,7 @@ LangChain [agents](https://docs.langchain.com/oss/python/langchain/agents) are b
 
 ## 📖 Documentation
 
-For full documentation, see the [API reference](https://reference.langchain.com/python/langchain/langchain/).
+For full documentation, see the [API reference](https://reference.langchain.com/python/langchain/langchain/). For conceptual guides, tutorials, and examples on using LangChain, see the [LangChain Docs](https://docs.langchain.com/oss/python/langchain/overview).
 
 ## 📕 Releases & Versioning
 
diff --git a/libs/model-profiles/README.md b/libs/model-profiles/README.md
@@ -10,29 +10,29 @@
 
 Centralized reference of LLM capabilities for LangChain chat models.
 
-## Overview
+## Quick Install
+
+```bash
+pip install "langchain[model-profiles]"
+```
+
+## 🤔 What is this?
 
 `langchain-model-profiles` enables programmatic access to model capabilities through a `.profile` property on LangChain chat models.
 
 This allows you to query model-specific features such as context window sizes, supported input/output modalities, structured output support, tool calling capabilities, and more.
 
-## Data sources
+## 📖 Documentation
 
-This package is built on top of the excellent work by the [models.dev](https://github.com/sst/models.dev) project, an open source initiative that provides model capability data.
+For full documentation, see the [API reference](https://reference.langchain.com/python/langchain_model_profiles/). For conceptual guides, tutorials, and examples on using LangChain, see the [LangChain Docs](https://docs.langchain.com/oss/python/langchain/overview).
 
-This package augments the data from models.dev with some additional fields. We intend to keep this aligned with the upstream project as it evolves.
+---
 
-## Installation
-
-```bash
-pip install "langchain[model-profiles]"
-```
+## Data sources
 
-Or with uv:
+This package is built on top of the excellent work by the [models.dev](https://github.com/sst/models.dev) project, an open source initiative that provides model capability data.
 
-```bash
-uv add "langchain[model-profiles]"
-```
+This package augments the data from models.dev with some additional fields. We intend to keep this aligned with the upstream project as it evolves.
 
 ## Usage
 
@@ -60,7 +60,3 @@ if profile.get("..."):
 ## Available fields
 
 See `ModelProfile` in [`model_profile.py`](./langchain_model_profiles/model_profile.py) for the full list of available fields and their descriptions.
-
-## License
-
-MIT
diff --git a/libs/partners/anthropic/README.md b/libs/partners/anthropic/README.md
@@ -19,4 +19,14 @@ This package contains the LangChain integration for Anthropic's generative model
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/anthropic) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_anthropic/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/anthropic).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/deepseek/README.md b/libs/partners/deepseek/README.md
@@ -19,4 +19,14 @@ This package contains the LangChain integration with DeepSeek.
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/deepseek) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_deepseek/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/deepseek).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/fireworks/README.md b/libs/partners/fireworks/README.md
@@ -19,4 +19,14 @@ This is the partner package for tying Fireworks.ai and LangChain. Fireworks real
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/fireworks) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_fireworks/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/fireworks).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/groq/README.md b/libs/partners/groq/README.md
@@ -15,4 +15,14 @@ pip install langchain-groq
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/groq) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_groq/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/groq).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/huggingface/README.md b/libs/partners/huggingface/README.md
@@ -19,4 +19,14 @@ This package contains the LangChain integrations for Hugging Face related classe
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/huggingface) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_huggingface/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/huggingface).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/mistralai/README.md b/libs/partners/mistralai/README.md
@@ -15,4 +15,14 @@ pip install langchain-mistralai
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/mistralai) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_mistralai/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/mistralai).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/ollama/README.md b/libs/partners/ollama/README.md
@@ -19,20 +19,14 @@ This package contains the LangChain integration with Ollama
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/ollama) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_ollama/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/ollama).
 
-## Development
+## 📕 Releases & Versioning
 
-### Running Tests
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
 
-To run integration tests (`make integration_tests`), you will need the following models installed in your Ollama server:
+## 💁 Contributing
 
-- `llama3.1`
-- `deepseek-r1:1.5b`
-- `gpt-oss:20b`
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
 
-Install these models by running:
-
-```bash
-ollama pull <name-of-model>
-```
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/ollama/tests/__init__.py b/libs/partners/ollama/tests/__init__.py
@@ -0,0 +1,12 @@
+# Running Tests
+#
+# To run integration tests (`make integration_tests`), you will need the following
+# models installed in your Ollama server:
+#
+# - `llama3.1`
+# - `deepseek-r1:1.5b`
+# - `gpt-oss:20b`
+#
+# Install these models by running:
+#
+# ollama pull <name-of-model>
diff --git a/libs/partners/openai/README.md b/libs/partners/openai/README.md
@@ -19,4 +19,14 @@ This package contains the LangChain integrations for OpenAI through their `opena
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/openai) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_openai/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/openai).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/perplexity/README.md b/libs/partners/perplexity/README.md
@@ -19,4 +19,14 @@ This package contains the LangChain integration with Perplexity.
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/perplexity) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_perplexity/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/perplexity).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
diff --git a/libs/partners/xai/README.md b/libs/partners/xai/README.md
@@ -19,4 +19,14 @@ This package contains the LangChain integrations for [xAI](https://x.ai/) throug
 
 ## 📖 Documentation
 
-View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/xai) for more details.
+For full documentation, see the [API reference](https://reference.langchain.com/python/integrations/langchain_xai/). For conceptual guides, tutorials, and examples on using these classes, see the [LangChain Docs](https://docs.langchain.com/oss/python/integrations/providers/xai).
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
