Non-standard A2A v0.3.0

RAGMap

v0.1.0 RAGMap

Discover and filter RAG-capable MCP servers. Semantic + keyword search over retrieval servers. Use for Cursor, Claude, or any agent that needs to find the right retrieval MCP (by meaning, remote-only, citations, local-only).

Launch agent website ↗

Skills

  • Find servers

    Search/filter RAG-related MCP servers. Params: query (q), limit, hasRemote, reachable, citations, localOnly, minScore, categories, serverKind.

    ragsearchregistrydiscovery
  • Top servers

    Get top recommended retriever servers with smart defaults and filters.

    ragrecommendationsregistry
  • Get install config

    Get copy-ready Claude Desktop and generic MCP host snippets for a server.

    raginstallmcp
  • Get server

    Fetch a server record by name (latest version).

    ragregistrylookup
  • List categories

    List RAG categories.

    ragcategoriesmetadata
  • Explain score

    Explain RAG scoring for a server.

    ragrankingexplainability

Integration

import asyncio
from a2a_registry import AsyncRegistry

async def main():
    async with AsyncRegistry() as registry:
        agent = await registry.get_by_id("5bbcd2bc-f580-409e-a6fc-90c0a82cf756")
        client = await agent.async_connect()
        print(f"Connected to {agent.name}")

asyncio.run(main())