R2R MCP Server
Equip your AI with direct access to your R2R engine — execute vector searches, run precise RAG queries, and manage your documents.
Vinkius AI Gateway soporta streamable HTTP y SSE.

Funciona con todos los agentes de IA que ya usas
…y cualquier cliente compatible con MCP


















R2R MCP Server: mira tu AI Agent en acción
Capacidades integradas (6)
get_document
Retrieves details for a specific document
get_health
Checks the health status of the R2R server
list_collections
Lists all document collections
list_documents
Lists all ingested documents in the R2R system
rag_query
Executes a RAG (Retrieval-Augmented Generation) query
search
Performs a vector search across ingested documents
Lo que este conector desbloquea
Connect your R2R (Rag to Riches) deployment to an AI agent, bringing your RAG infrastructure inside your chat interface. By linking this server, the AI can query its own constructed knowledge base on demand.
What you can do
- Vector Search — Perform semantic similarity queries across your document database to retrieve contextually relevant chunks of information.
- Execute RAG Queries — Use the 'rag_query' endpoint to have the R2R server directly summarize information based on vector data.
- Knowledge Management — Call the API to list ingested documents, read metadata attributes, and filter logical collections.
- Instance Health Monitoring — Quickly ping the connection using health checks to verify your system is responsive.
How it works
1. Enable the server integration.
2. Provide your active R2R Base URL and Auth Key (if applicable).
3. Trigger RAG requests natively within your supported chat interfaces.
Who is this for?
- AI & ML Engineers — Query your vector instances locally without needing Postman or external scripts.
- Data Custodians — Quickly verify document ingestions and browse metadata directly inside the terminal.
- Backend Developers — Audit engine responses and fine-tune semantic retrieval limits easily.
Preguntas frecuentes
Dale a tus agentes de IA el poder de R2R
Accede a R2R y a más de 2.000 servidores MCP — listos para que tus agentes los usen, ahora mismo. Sin código pegamento. Sin integraciones personalizadas. Solo conecta el Vinkius AI Gateway y deja que tus agentes trabajen.
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