Storia-AI/sage

Chat with any codebase in under two minutes | Fully local or via third-party APIs

Python

1,265

137 commits

updated Nov 11, 2024

See the code

README

Logo

Sage: Chat with any codebase

Discord X (formerly Twitter) Follow GitHub Repo stars GitHub License

screenshot Our chat window, showing a conversation with the Transformers library. 🚀

Sage is like an open-source GitHub Copilot that helps you learn how a codebase works and how to integrate it into your project without spending hours sifting through the code.

Main features

  • Dead-simple setup. Follow our quickstart guide to get started.
  • Runs locally or on the cloud. When privacy is your priority, you can run the entire pipeline locally using Ollama for LLMs and Marqo as a vector store. When optimizing for quality, you can use third-party LLM providers like OpenAI and Anthropic.
  • Wide range of built-in retrieval mechanisms. We support both lightweight retrieval strategies (with nothing more but an LLM API key required) and more traditional RAG (which requires indexing the codebase). There are many knobs you can tune for retrieval to work well on your codebase.
  • Well-documented experiments. We profile various strategies (for embeddings, retrieval etc.) on our own benchmark and thoroughly document the results.

Want your repository hosted?

We're working to make all code on the internet searchable and understandable for devs. You can check out hosted app. We pre-indexed a slew of OSS repos, and you can index your desired ones by simply pasting a GitHub URL.

If you're the maintainer of an OSS repo and would like a dedicated page on Code Sage (e.g. sage.storia.ai/your-repo), then send us a message at [email protected]. We'll do it for free!

Extensions & Contributions

We built the code purposefully modular so that you can plug in your desired embeddings, LLM and vector stores providers by simply implementing the relevant abstract classes.

Feel free to send feature requests to [email protected] or make a pull request!

Contributors

contributors

↑ Back to Top ↑

ai
anthropic
claude
copilot
developer-tools
hacktoberfest
hacktoberfest-2024
hacktoberfest2024
langchain
llm
openai
pinecone
python
rag

Storia-AI/sage

Chat with any codebase in under two minutes | Fully local or via third-party APIs

Python

1,265

137 commits

updated Nov 11, 2024

See the code

README

Logo

Sage: Chat with any codebase

Discord X (formerly Twitter) Follow GitHub Repo stars GitHub License

screenshot Our chat window, showing a conversation with the Transformers library. 🚀

Sage is like an open-source GitHub Copilot that helps you learn how a codebase works and how to integrate it into your project without spending hours sifting through the code.

Main features

  • Dead-simple setup. Follow our quickstart guide to get started.
  • Runs locally or on the cloud. When privacy is your priority, you can run the entire pipeline locally using Ollama for LLMs and Marqo as a vector store. When optimizing for quality, you can use third-party LLM providers like OpenAI and Anthropic.
  • Wide range of built-in retrieval mechanisms. We support both lightweight retrieval strategies (with nothing more but an LLM API key required) and more traditional RAG (which requires indexing the codebase). There are many knobs you can tune for retrieval to work well on your codebase.
  • Well-documented experiments. We profile various strategies (for embeddings, retrieval etc.) on our own benchmark and thoroughly document the results.

Want your repository hosted?

We're working to make all code on the internet searchable and understandable for devs. You can check out hosted app. We pre-indexed a slew of OSS repos, and you can index your desired ones by simply pasting a GitHub URL.

If you're the maintainer of an OSS repo and would like a dedicated page on Code Sage (e.g. sage.storia.ai/your-repo), then send us a message at [email protected]. We'll do it for free!

Extensions & Contributions

We built the code purposefully modular so that you can plug in your desired embeddings, LLM and vector stores providers by simply implementing the relevant abstract classes.

Feel free to send feature requests to [email protected] or make a pull request!

Contributors

contributors

↑ Back to Top ↑

ai
anthropic
claude
copilot
developer-tools
hacktoberfest
hacktoberfest-2024
hacktoberfest2024
langchain
llm
openai
pinecone
python
rag

Significant stargazers

Thomas Wolf

3,704 followers · starred Aug 2024

Ilia Choly

228 followers · starred Aug 2024

Jonathan Shobrook

603 followers · starred Nov 2024

Alex Goodman

1,683 followers · starred Aug 2024