Apple RAG MCP
Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive…
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Search MCP Servers
Search Engine with RAG and MCP
Search Engine with RAG and MCP is a search engine that combines LangChain, Model Context Protocol (MCP), Retrieval-Augmented Generation (RAG), and Ollama to…
RAG-MCP Pipeline Research
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
GitHub Chat MCP
Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and retrieving…
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
Local RAG
"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨
SaSame Research
Free AI research/OCR + agent-economy discovery tools (120+ tools, no-auth), includes engage_sasame to commission SaSame to build MCP/Claude/RAG/agents, full…
knowledge-rag
Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, 9 file formats, file watcher, and 12…
Apify RAG Web Browser
Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
Docs RAG
Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.
Zendesk API MCP Server
# Zendesk API MCP Server A comprehensive Model Context Protocol (MCP) server for interacting with the Zendesk API. This server provides tools and resources for…
Agentready Mcp
Make any website queryable by AI agents — index any site, ask questions, get cited answers via RAG
MCP RAG
A managed Retrieval-Augmented Generation (RAG) server using MCP, integrated with knowledge bases and OpenSearch.
MarketScope AI: Healthcare Product Analytics
This is our final project , in this we have utlized langgraph coupled with various mcp server mounted of fastapi using fastmcp to create mutlifaceted…
Inkeep
Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and…
haiku.rag
Agentic RAG over your own documents on an embedded LanceDB, no database server to run. Hybrid search with reranking, Docling parsing for PDFs and 40+ formats…
Local RAG
Privacy-first local RAG server for semantic document search without external APIs
Local RAG Backend
A local RAG backend powered by Docker Compose, supporting various document formats for search.
ArcKnowledge (Custom RAG)
Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable authentication and…
CarsXE
# 🚗 CarsXE MCP Server A modular, extensible Model Context Protocol (MCP) server for querying and analyzing vehicle data from the [CarsXE…
Gamebrain Game Discovery
The GameBrain MCP server allows you to connect to the world of gaming knowledge from your favorite chat client that supports MCP such as Claude Desktop or…
Agentset
RAG MCP for your [Agentset](https://agentset.ai/) data.
Ragmap
RAG-focused MCP subregistry and server to discover and route to retrieval-capable MCP servers with semantic search, filters, and explainable ranking.