A tool-calling LangGraph agent served by FastAPI with a Redis cache. The same tools are exposed as an MCP server for Cursor and Claude Desktop. Source on GitHub.
This is a static demo page. The live backend is not hosted; run it locally with docker compose up.


flowchart LR UI[Next.js chat UI] --> API[FastAPI /ask] API --> C[(Redis cache)] API --> AG[LangGraph ReAct agent] AG --> T[Tools: search_docs, calculator] MCP[MCP server stdio] --> T API --> K[Docker / kind K8s]
git clone https://github.com/naveecode/agentops-mcp && cd agentops-mcp docker compose up # API on :8000, Redis python -m app.mcp_server # MCP for Cursor / Claude