rag-mcp
Scoped hybrid search (BM25, embeddings, reranking) and grounded answers over local files and folders
Servidor MCP · de MasihMoafi
Resumen
rag-mcp es un servidor MCP publicado por MasihMoafi. Marketplaces que leemos y que lo publican: 1 (Official MCP Registry). El último cambio que registramos fue el 2026-11-12. Según nuestra pasada por los marketplaces del 2026-11-14.
Qué pide
- Se ejecuta en tu equipo
- Secretos: 1
- Ajustes: 1
Requiere: OPENROUTER_API_KEY (secreta)
Lo que declara, pide y ejecuta, completo
Instala solo plugins de desarrolladores en los que confíes. Mostramos lo que publican los marketplaces y no probamos plugins.
Funciona con
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
Según los marketplaces que lo listan y el transporte MCP que declara, tal como lo documenta cada cliente. No probamos plugins.
Conectar
Comandos y configuraciones generados solo a partir de lo que declaran sus marketplaces. No los ejecutamos por ti ni probamos plugins.
Como servidor MCP local: paquete PyPI
Generado a partir de lo que declara Official MCP Registry.
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>"
}
}
}
}Sustituya los valores entre corchetes angulares por los suyos. Mostramos los nombres de los ajustes, nunca valores.
Dónde está publicado
| Marketplace | Estado | Versión | Cifras | Verificado | Visto por primera vez |
|---|---|---|---|---|---|
| Official MCP Registry (Abrir el registro) | Publicado | 0.3.0 | Forks (GitHub): 0 Estrellas (GitHub): 9 |
Sin marca |
Cada cifra es del propio marketplace y nunca se suma entre marketplaces. Un marketplace que no publica cifras no muestra ninguna: sin número no es cero.
Qué cambió
- Official MCP Registry: publicó la versión 0.3.0 (antes 0.2.1)
- Pasó a ser un producto que seguimos
- Official MCP Registry: apareció
Plugins similares
Productos cuyos propios nombres, descripciones, herramientas y skills son los más cercanos a este por su significado, en todos los marketplaces que leemos. La cercanía se ordena solo dentro de esta 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 similares por marketplace
La misma pregunta a cada marketplace por separado: ¿hay allí un equivalente de este plugin?
Publicado en Claude Code: claude-plugins-community (5)
-
MCP RAG: index PDFs, repos, YouTube, Discord, text; optional YouTube vision; query with citations.
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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…
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Connect AI assistants to Outline for document search, reading, and management
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Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.
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foundation
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Publicado en Claude Code: claude-plugins-official (5)
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MCP server for terminal commands, file operations, and process management
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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…
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Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…
Publicado en Claude: knowledge-work-plugins (5)
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MCP server for terminal commands, file operations, and process management
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Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.
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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…
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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.
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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…
Publicado en Codex: openai-curated (openai/plugins) (5)
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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…
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Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
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Install, open, and connect the signed ChatCut Desktop app from Codex.
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Use Google Drive as the single entrypoint for Drive, Docs, Sheets, and Slides work.
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Use MagicPath to find, inspect, install, create, and edit UI components from Codex.
Publicado en Community GitHub marketplaces (5)
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Section-level doc search for .md, .rst, .adoc, .org, .ipynb, .html, .yaml, .json, and OpenAPI specs.
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Graph-based long-term memory (HippoRAG) for Claude Code: index documents into a persistent knowledge graph and retrieve multi-hop evidence.
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Real-time web search, reasoning, and research through Perplexity's API
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External memory workflow for large local data — load, search, peek, execute, and recurse without consuming the context window.
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Advanced retrieval — MMR diversity rerank, explainable recall, metadata filters, hybrid (BM25 + dense) search, and the opt-in RaBitQ quantized index (@ruvector/rabitq-wasm).
Publicado en Copilot CLI: github/awesome-copilot (5)
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Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…
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Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
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Comprehensive collection for building declarative agents with Model Context Protocol integration for Microsoft 365 Copilot
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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…
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Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.
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Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
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workiq
Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.
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mcp-apps
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workiq-productivity
WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.
Publicado en Cursor: cursor/plugins (5)
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-
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.
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Firecrawl, the context API for AI agents: search, scrape, interact with the web, plus paper search.
Publicado en 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.
Publicado en PyPI (MCP servers) (5)
-
pdf-mcp io.github.jztan/pdf-mcp
Agentic RAG over your PDFs, with page-level evidence to check every answer.
-
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Local, private AI chat history search & memory: BM25 over your Cursor, Claude and ChatGPT chats.
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-
mcp-local-rag io.github.shinpr/mcp-local-rag
Easy-to-setup local RAG server with minimal configuration
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rag-vault io.github.RobThePCGuy/rag-vault
Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup
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Jina AI Model Context Protocol (MCP) server that integrates with Jina AI APIs for web reading and search
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mcp-server io.github.vectros-ai/mcp-server
Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.
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Cited local retrieval for agents: search code, PDFs, and Office files with exact citations.
Encontrados por significado, no por código ni repositorio compartidos: los plugins similares siguen siendo productos distintos, y esto no es una reseña ni una recomendación.
¿Quieres esta marca para tu plugin en nuestro catálogo?
Demuestra que lo mantienes con un archivo en su repositorio, un archivo en tu dominio o un registro DNS, y podrás mostrar esta marca en la ficha, con banners en vivo para tu web y tu README. Cómo funciona la verificación
Además recibirás avisos cuando un marketplace lo publique, lo retire, cambie su marca verificada o lo que pide, y su endpoint remoto quedará monitorizado como un servicio web.
Datos de Official MCP Registry. Las cifras proceden de nuestros propios recorridos periódicos por los marketplaces, leída por última vez el . No publicamos datos de contacto de los editores de plugins.