Scaffold
Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living…
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Ragmap
RAG-focused MCP subregistry and server to discover and route to retrieval-capable MCP servers with semantic search, filters, and explainable ranking.
Gitingest Mcp
# gitingest-mcp [](https://www.npmjs.com/package/gitingest-mcp) > MCP server that…
BerryRAG
A local RAG system with Playwright MCP integration for Claude and OpenAI embeddings, using local storage.
MCP-RAGNAR
A local MCP server implementing Retrieval-Augmented Generation (RAG) with sentence window retrieval and support for multiple file types.
oxidize-pdf
Rust-powered PDF toolkit over MCP: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split/merge/rotate/reorder pages…
mcp-apple-notes
Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Fully local on macOS.
Ethora MCP CLI
Chat & messaging SDK and cloud platform for your apps. Supports AI agents and RAG bots.
DHTMLX MCP Server
The DHTMLX MCP server provides real-time access to official docs and a smart RAG.
GLC Geo MCP
Free GeoNames geospatial MCP (countries, cities, POIs, distance, nearby). Remote streamable HTTP. Agents self-register for an API token.
Local Flow
A minimal, local, GPU-accelerated RAG server for document ingestion and querying.
ShopBot AI
AI customer support MCP server with order status lookup and RAG-powered knowledge base search for e-commerce stores.
ACG Mcp
Standalone MCP server for the Audited Context Generation (ACG) Protocol — verifiable fact-checking and grounded RAG via MongoDB.
MCP Agent
A lightweight, local MCP server in Python that enables RAG search through AWS Lambda.
Libragen
Create private, local RAG libraries that work offline—no API keys, no cloud services. Share them as single files your whole team can use.
glc PromptGuard
An eight-layer, source-aware security gate that checks user prompts, RAG chunks, and tool outputs before they reach the main model or agent tool loop.
Universal Poison Armor
An open-source MCP security firewall that intercepts prompt injections, sybil attacks, and adversarial RAG data poisoning before it reaches the LLM.
Local FAISS
About Local FAISS vector store as an MCP server – drop-in local RAG for Claude / Copilot / Agents.
Arachne MCP Server
🕷️ 9 MCP tools for web scraping, browser automation, vision, transcription and RAG query
Swiftzilla
The only RAG API built for Apple Development. Give your AI instant access to 100,000+ pages of official docs, recipes, and evolution proposals.
DevRag
Free local RAG for Claude Code - Save tokens & time with vector search. Indexes markdown docs and finds relevant info without reading entire files (40x fewer…
nexo-brain
Cognitive co-operator for Claude Code — Atkinson-Shiffrin memory, semantic RAG, trust scoring, and metacognitive error prevention.
S3 Documentation MCP Server
A lightweight Model Context Protocol (MCP) server that brings RAG (Retrieval-Augmented Generation) capabilities to your LLM over Markdown documentation stored…
AWS Knowledge Base
Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational…