A
licenseNot graded
qualityF
maintenanceEnables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.
22
63
MIT
ragmap
by khalidsaidi
Related Servers
Alternatives to ragmap
- AlicenseNot gradedqualityBmaintenanceEnables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.2MIT
- AlicenseNot gradedqualityNot gradedmaintenanceProvides 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.1616
- FlicenseNot gradedqualityDmaintenanceEnables context-aware semantic search across codebases using Qdrant vector database with intelligent GitHub issue resolution, Projects V2 management, and progressive context retrieval for 95%+ token reduction in AI-assisted development.9
- AlicenseNot gradedqualityDmaintenanceProvides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.1MIT
- AlicenseNot gradedqualityDmaintenanceProvides a comprehensive Model Context Protocol interface for RAGFlow, enabling AI models to perform semantic retrieval, manage datasets, and handle document chunks. It supports advanced features like GraphRAG and RAPTOR for sophisticated knowledge base management and natural language querying.MIT
Related Servers
- AlicenseNot gradedqualityFmaintenanceTool search engine for AI agents. One API call to discover the best MCP server for any task. 900+ services indexed with 4-dimensional value ranking.MIT
- AlicenseNot gradedqualityBmaintenanceGoogle PageRank for AI agents — live search across 25,000+ scored MCP servers and tools. AgentRank gives your AI a live, ranked index of 25,000+ MCP servers and agent tools, scored daily from real GitHub signals (stars, freshness, issue health, contributors, dependents). Your AI's training data is months old — it can't tell you if a tool was abandoned last week or that something better shipped y52MIT
- AlicenseNot gradedqualityBmaintenanceMCP server providing tools for entity extraction, query refinement, and relevance checking to build Agentic RAG applications.MIT
- AlicenseNot gradedqualityDmaintenanceMCP Server for agent and service discovery — register, search, rate, and manage AI agents and services in a local directory.13MIT
- AlicenseNot gradedqualityDmaintenanceAn open-source MCP server for RAG over personal documents. Supports three parallel strategies — Traditional, Contextual, and Graph RAG — with all data stored locally for privacy.MIT
- AlicenseAqualityDmaintenanceLocal-first RAG indexing and semantic search MCP server. Enables document retrieval and context-aware queries using local embedding models.314MIT
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/khalidsaidi/ragmap'
If you have feedback or need assistance with the MCP directory API, please join our Discord server