khalidsaidi

MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking.

MapRag is a discovery + routing layer for retrieval. It indexes RAG-capable MCP servers, enriches them with structured metadata, and helps agents (and humans) q

Agent-native developer Q&A service providing MCP tooling and A2A runtime endpoints for deep research and citations.

Flight recorder for AI agents: record, replay & regression-test MCP server tool calls from Claude Code, Cursor, Codex & Claude Desktop.