#chroma

PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and GitHub repositories, then ask questions in Cursor, VS Code (Copilot), or any MCP-capable client. Answers include citations (pages, timestamps, paths). Install via PyPI (`pipx`, `uv tool`, or `uvx --from pinrag pinrag-mcp`). Configure API keys in your editor’s MCP `env` block.

Memorious-MCP is a minimal Model Context Protocol (MCP) server that provides a persistent key-value memory store with vector-similarity lookup using ChromaDB.

Model–Context–Protocol (MCP) Server A modular, extensible Rust-based server providing short-term, long-term, and latent memory services, a chat endpoint backed by a BaseAgent + Sentience DSL, and seamless integration with ChromaDB and LLM services.

The Chroma MCP Server allows you to connect AI applications with Chroma through the Model Context Protocol. Beyond standard MCP interactions, this implementation emphasizes creating a persistent, automatically updated "Second Brain" for development by integrating: Automated Codebase Indexing: Tools and configurations (like Git hooks calling a dedicated chroma-mcp-client) enable automatic indexing of code changes into a designated Chroma collection. Automated Chat Logging: IDE rules (like auto_log_chat for Cursor) facilitate automatic summarization and logging of AI chat interactions into a separate Chroma collection. Working Memory Tools: Specialized MCP commands for capturing and retrieving structured thoughts and development context.

eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic Search, MCP, Reasoning models and more.

a mcp server for interacting with ChromaDB

chromadb を fastapi 化し fastapi-mcp で mcp server として利用

A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.

A Model Context Protocol (MCP) server implementation that provides vector database capabilities through Chroma.

MCP server providing semantic memory and persistent storage capabilities for Claude using ChromaDB and sentence transformers.