rag-mcp
Scoped hybrid search (BM25, embeddings, reranking) and grounded answers over local files and folders
MCP server · by MasihMoafi
About
rag-mcp is an MCP server published by MasihMoafi. Marketplaces we read that list it: 1 (Official MCP Registry). The last change we recorded was on 2026-11-12. As of our marketplace pass on 2026-11-14.
What it asks for
- Runs on your machine
- Secrets: 1
- Settings: 1
Requires: OPENROUTER_API_KEY (secret)
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Works with
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.
Connect
Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.
As a local MCP server: PyPI package
Built from what Official MCP Registry declares.
claude mcp add --env "OPENROUTER_API_KEY=<YOUR_OPENROUTER_API_KEY>" --transport stdio rag-mcp -- uvx ragmcp-cli mcp
[mcp_servers.rag-mcp]
command = "uvx"
args = ["ragmcp-cli", "mcp"]
[mcp_servers.rag-mcp.env]
OPENROUTER_API_KEY = "<YOUR_OPENROUTER_API_KEY>"
{
"mcpServers": {
"rag-mcp": {
"command": "uvx",
"args": [
"ragmcp-cli",
"mcp"
],
"env": {
"OPENROUTER_API_KEY": "<YOUR_OPENROUTER_API_KEY>"
}
}
}
}
Replace the values in angle brackets with your own. We show the names of the settings, never values.
Where it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| Official MCP Registry (Open the registry record) | Listed | 0.3.0 | Forks (GitHub): 0 Stars (GitHub): 9 |
Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
What changed
- Official MCP Registry: released version 0.3.0 (was 0.2.1)
- Became a product we track
- Official MCP Registry: appeared
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
mcp-local-rag io.github.shinpr/mcp-local-rag
Easy-to-setup local RAG server with minimal configuration
-
groupdocs-search-mcp io.github.groupdocs-search/groupdocs-search-mcp
MCP server for GroupDocs.Search — index documents and run full-text search via AI agents.
-
Local Markdown search, navigation and editing via MCP, with optional vector embeddings.
-
LocalSynapse - Local File Search MCP Server
Offline AI-powered local file search. BM25 + semantic hybrid search across all documents.
-
Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.
-
Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.
-
minirag-mcp io.github.sfrangulov/minirag-mcp
Local-first RAG MCP server: hybrid search over a folder of your own documents
-
Answer questions over large PDF folders up to 3x faster, with file and page citations. Runs locally.
-
md-semantic-search io.github.chelslava/md-semantic-search
Local semantic search + citation-first RAG over Markdown. Hybrid dense+BM25F, ANN, MCP server.
-
rag-vault io.github.RobThePCGuy/rag-vault
Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
MCP RAG: index PDFs, repos, YouTube, Discord, text; optional YouTube vision; query with citations.
-
A fully offline semantic search tool for Claude. Index local files (PDF, DOCX, Markdown, TXT, PPTX, CSV) into a vector database and search them using natural language. Uses hybrid…
-
Connect AI assistants to Outline for document search, reading, and management
-
Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.
-
foundation
Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.
Has a listing on Claude Code: claude-plugins-official (5)
-
MCP server for terminal commands, file operations, and process management
-
Precise local semantic code search via MCP. Indexes your codebase with Go AST parsing, embeds with Ollama or LM Studio, and exposes vector search to Claude through an MCP server…
-
Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…
-
Sanity content platform integration with MCP server, agent skills, and slash commands. Query and author content, build and optimize GROQ queries, design schemas, and set up Visual…
-
Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…
Has a listing on Claude: knowledge-work-plugins (5)
-
MCP server for terminal commands, file operations, and process management
-
Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.
-
Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…
-
Search across all of your company's tools in one place. Find anything across email, chat, documents, and wikis without switching between apps.
-
Sanity content platform integration with MCP server, agent skills, and slash commands. Query and author content, build and optimize GROQ queries, design schemas, and set up Visual…
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
The Dropbox plugin for ChatGPT connects your Dropbox files directly to ChatGPT. You can access files, save ChatGPT-generated content to Dropbox, and create sharing links without…
-
Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
-
Install, open, and connect the signed ChatCut Desktop app from Codex.
-
Use Google Drive as the single entrypoint for Drive, Docs, Sheets, and Slides work.
-
Use MagicPath to find, inspect, install, create, and edit UI components from Codex.
Has a listing on Community GitHub marketplaces (5)
-
Section-level doc search for .md, .rst, .adoc, .org, .ipynb, .html, .yaml, .json, and OpenAPI specs.
-
Graph-based long-term memory (HippoRAG) for Claude Code: index documents into a persistent knowledge graph and retrieve multi-hop evidence.
-
Real-time web search, reasoning, and research through Perplexity's API
-
External memory workflow for large local data — load, search, peek, execute, and recurse without consuming the context window.
-
Advanced retrieval — MMR diversity rerank, explainable recall, metadata filters, hybrid (BM25 + dense) search, and the opt-in RaBitQ quantized index (@ruvector/rabitq-wasm).
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…
-
Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
-
Comprehensive collection for building declarative agents with Model Context Protocol integration for Microsoft 365 Copilot
-
Multi-model council for Copilot CLI: three subagents on different model families (Anthropic, OpenAI, Google) answer independently, then build on each other or attack the leading…
-
Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
-
workiq
Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.
-
mcp-apps
Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.
-
Build Power Apps Canvas Apps using the Canvas Authoring MCP server.
-
workiq-productivity
WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.
Has a listing on Cursor: cursor/plugins (5)
Has a listing on Docker MCP Catalog (5)
-
Production-ready RAG service to search and retrieve data from your documents.
-
The Official Model Context Protocol (MCP) server for Kagi Search & other tools.
-
Real-time web search, reasoning, and research through Perplexity's API
-
Production-ready RAG service to search and retrieve data from your documents.
-
Firecrawl, the context API for AI agents: search, scrape, interact with the web, plus paper search.
Has a listing on Official MCP Registry (5)
-
mcp-local-rag io.github.shinpr/mcp-local-rag
Easy-to-setup local RAG server with minimal configuration
-
groupdocs-search-mcp io.github.groupdocs-search/groupdocs-search-mcp
MCP server for GroupDocs.Search — index documents and run full-text search via AI agents.
-
Local Markdown search, navigation and editing via MCP, with optional vector embeddings.
-
LocalSynapse - Local File Search MCP Server
Offline AI-powered local file search. BM25 + semantic hybrid search across all documents.
-
Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.
Has a listing on PyPI (MCP servers) (5)
-
pdf-mcp io.github.jztan/pdf-mcp
Agentic RAG over your PDFs, with page-level evidence to check every answer.
-
MCP server for Flexible GraphRAG — connects to the FastAPI backend (status, ingest, hybrid search, AI Q&A) for Claude Desktop and other MCP clients. Supports 14 data sources, 15…
-
MCP server for managing AI-friendly document collections — convert PDFs, split by chapter, index for chat projects.
-
Section-level doc search for .md, .rst, .adoc, .org, .ipynb, .html, .yaml, .json, and OpenAPI specs.
-
Local, private AI chat history search & memory: BM25 over your Cursor, Claude and ChatGPT chats.
Has a listing on npm registry (MCP servers) (5)
-
mcp-local-rag io.github.shinpr/mcp-local-rag
Easy-to-setup local RAG server with minimal configuration
-
rag-vault io.github.RobThePCGuy/rag-vault
Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup
-
Jina AI Model Context Protocol (MCP) server that integrates with Jina AI APIs for web reading and search
-
mcp-server io.github.vectros-ai/mcp-server
Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.
-
Cited local retrieval for agents: search code, PDFs, and Office files with exact citations.
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Want this mark on your plugin in our catalog?
Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works
You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.