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by osushinekotan • Testing & QA
A small FastAPI-based implementation for running MCP (Multi-Client Protocol) servers locally, with integration examples for Qdrant and Open WebUI.
A local MCP endpoint to test streaming (SSE) and regular HTTP interactions against a FastAPI server.
Integrate vector search via Qdrant for retrieval-augmented workflows during development.
Connect to Open WebUI or mcpo tooling for UI-driven testing and demoing of MCP workflows.
This repository provides a FastAPI application scaffold to run an MCP server locally, including instructions to start Qdrant via Docker Compose and run the app with Uvicorn. It demonstrates integration with Open WebUI and the mcpo CLI to expose an MCP endpoint (including SSE server mode). The project is useful for developing, testing, and demoing MCP-compatible services and agent integrations with vector search backends like Qdrant. Setup is oriented toward local development and simple deployments.
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