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.
-securityAlicense-qualityProvides 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 updated a year ago1116Apache 2.0Why 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.
-securityFlicense-qualityA Managed Context Provider server that crawls and indexes Zerops documentation, making it available as a searchable context source for Cursor IDE.Last updated a year agoWhy 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.
AsecurityFlicense-qualityAnalyzes 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 updated a year ago232Why 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.
AsecurityAlicense-qualitySourceSage 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 updated a year ago137MITWhy 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.
AsecurityAlicense-qualityA Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.Last updated 9 months ago6837MITWhy this server?
A Node.js implementation for vector search using LanceDB and Ollama's embedding model, which provides a basis for RAG with code.
-securityFlicense-qualityA Node.js implementation for vector search using LanceDB and Ollama's embedding model.Last updated a year agoWhy 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.
-securityFlicense-qualityAllows 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 updated a year ago6Why 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.
AsecurityAlicense-qualityA 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 updated a year ago54726MITWhy this server?
Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes, allowing to use apple notes as a RAG data source.
-securityFlicense-qualityEnables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.Last updated a year ago333369