The Excellence
Directory Platform Template

ApeRAG is a production-ready RAG platform that combines Graph RAG, vector search, and full-text search, and is usable as an MCP server for building retrieval-augmented generation systems over heterogeneous knowledge sources.

CodeGraphContext is an MCP server that indexes local code into a graph database, exposing structured code context to AI assistants. It enables graph-based code exploration and reasoning for coding agents via the MCP protocol.

A server providing data retrieval capabilities powered by the Chroma embedding database, enabling AI models to create and retrieve data collections using vector search, full text search, and metadata filtering.

An MCP server enabling access and search functionality for local Apple Notes databases, fitting into the MCP server ecosystem. Also supports semantic search and AI-assisted Retrieval Augmented Generation (RAG) over Apple Notes, supporting secure, local interaction through Claude Desktop.

MCP server implementation for Alibaba Cloud Tablestore, supporting document management, semantic and vector search, RAG-friendly, and serverless capabilities.