Why this server?
Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support - directly addressing RAG.
Alicense-quality-maintenanceProvides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.Last updated1116Why this server?
This server crawls and indexes Zerops documentation, making it available as a searchable context source for Cursor IDE, effectively performing automatic indexing for RAG.
Flicense-qualityCmaintenanceA Managed Context Provider server that crawls and indexes Zerops documentation, making it available as a searchable context source for Cursor IDE.Last updatedWhy this server?
Analyzes codebases using Repomix and LLMs to provide structured code reviews, implicitly performing indexing for review purposes. While not explicitly RAG, it prepares code for analysis.
FlicenseAqualityDmaintenanceAnalyzes codebases using Repomix and LLMs to provide structured code reviews with specific issues and recommendations, supporting multiple LLM providers including OpenAI, Anthropic, and Gemini.Last updated233Why this server?
SourceSage efficiently memorizes key aspects of a codebase, allowing dynamic updates and fast retrieval, effectively indexing and retrieving relevant code information for RAG.
AlicenseBquality-maintenanceSourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.Last updated137Why this server?
A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities, contributing to automatic indexing.
AlicenseBqualityCmaintenanceA Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.Last updated6636MITWhy this server?
A Node.js implementation for vector search using LanceDB and Ollama's embedding model, which provides a basis for RAG with code.
Flicense-qualityCmaintenanceA Node.js implementation for vector search using LanceDB and Ollama's embedding model.Last updatedWhy this server?
Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying - important for RAG.
Flicense-qualityCmaintenanceAllows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying.Last updated6Why this server?
A TypeScript Model Context Protocol (MCP) server to allow LLMs to programmatically construct mind maps to explore an idea space, with enforced automatic indexing for structured search.
AlicenseAqualityCmaintenanceA TypeScript Model Context Protocol (MCP) server to allow LLMs to programmatically construct mind maps to explore an idea space, with enforced "metacognitive" self-reflection.Last updated57025MITWhy this server?
Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes, allowing to use apple notes as a RAG data source.
Flicense-qualityDmaintenanceEnables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.Last updated188382