rag-mcp
Scoped hybrid search (BM25, embeddings, reranking) and grounded answers over local files and folders
Servidor MCP · de MasihMoafi
Resumo
rag-mcp é um servidor MCP publicado por MasihMoafi. Marketplaces que lemos e que o listam: 1 (Official MCP Registry). A última mudança que registramos foi em 2026-11-12. Conforme nossa passagem pelos marketplaces em 2026-11-14.
O que pede
- Roda na sua máquina
- Segredos: 1
- Configurações: 1
Exige: OPENROUTER_API_KEY (secreta)
O que declara, pede e executa, por completo
Instale apenas plugins de desenvolvedores em quem você confia. Mostramos o que os marketplaces publicam e não testamos plugins.
Funciona com
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
Pelos marketplaces que o listam e pelo transporte MCP que declara, conforme cada cliente documenta. Não testamos plugins.
Conectar
Comandos e configurações gerados apenas a partir do que os marketplaces declaram. Não os executamos por você e não testamos plugins.
Como servidor MCP local: pacote PyPI
Gerado a partir do que Official MCP Registry declara.
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>"
}
}
}
}Substitua os valores entre sinais de menor e maior pelos seus. Mostramos os nomes das configurações, nunca valores.
Onde está publicado
| Marketplace | Status | Versão | Números | Verificado | Visto pela primeira vez |
|---|---|---|---|---|---|
| Official MCP Registry (Abrir o registro) | Listado | 0.3.0 | Forks (GitHub): 0 Estrelas (GitHub): 9 |
Sem marcação |
Cada número é do próprio marketplace e nunca é somado entre marketplaces. Um marketplace que não publica números não mostra nenhum: sem número não é zero.
O que mudou
- Official MCP Registry: lançou a versão 0.3.0 (antes 0.2.1)
- Passou a ser um produto que acompanhamos
- Official MCP Registry: apareceu
Plugins semelhantes
Produtos cujos próprios nomes, descrições, ferramentas e skills são os mais próximos deste pelo significado, em todos os marketplaces que lemos. A proximidade é ordenada apenas dentro desta lista.
-
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
Plugins semelhantes por marketplace
A mesma pergunta feita a cada marketplace separadamente: existe lá um equivalente deste plugin?
Listado em 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.
Listado em 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…
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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…
Listado em 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…
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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…
Listado em 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.
Listado em 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).
Listado em 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.
Listado em 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.
Listado em Cursor: cursor/plugins (5)
Listado em 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.
Listado em 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.
Listado em 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.
Listado em 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.
Encontrados pelo significado, não por código ou repositório em comum: plugins semelhantes continuam sendo produtos distintos, e isto não é uma avaliação nem uma recomendação.
Quer esta marca no seu plugin em nosso catálogo?
Prove que o mantém com um arquivo no repositório, um arquivo no seu domínio ou um registro DNS, e você poderá mostrar esta marca na ficha, com banners ao vivo para o seu site e o README. Como funciona a verificação
Você também recebe alertas quando um marketplace o publica, o remove, muda a marca de verificado ou o que ele pede, e o endpoint remoto passa a ser monitorado como um serviço web.
Dados de Official MCP Registry. Os números vêm das nossas próprias passagens regulares pelos marketplaces, última leitura em . Não publicamos dados de contato dos editores de plugins.