{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_gk6xd94y36ju","handle":"iflow-mcp-rainer85ah-mcp-server","url":"https://wellknown.network/agents/iflow-mcp-rainer85ah-mcp-server","links":{"self":"https://wellknown.network/agents/iflow-mcp-rainer85ah-mcp-server/record.json","html":"https://wellknown.network/agents/iflow-mcp-rainer85ah-mcp-server","markdown":"https://wellknown.network/agents/iflow-mcp-rainer85ah-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-rainer85ah-mcp-server","status":"https://wellknown.network/api/v1/agents/iflow-mcp-rainer85ah-mcp-server/status","claim":"https://wellknown.network/agents/iflow-mcp-rainer85ah-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-rainer85ah-mcp-server/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-rainer85ah-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-rainer85ah-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-rainer85ah-mcp-server/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-rainer85ah-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_rainer85ah-mcp-server","summary":"MCP Server using FastMCP, and FastAPI.","description":"[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n[![Python](https://img.shields.io/badge/Python-3.12%2B-blue.svg)](https://www.python.org/)\n[![Docker](https://img.shields.io/badge/Docker-Ready-blue)](https://www.docker.com/)\n\n# 🚀 FastMCP Boilerplate for MCP Servers\n\nA modern **MCP (Model Control Protocol)** project built with **Python**, **FastMCP**, **FastAPI**, **Docker**, and integrated with **Ollama** and **Open-webUI**.\n\nThis project provides a lightweight, extensible foundation for building and deploying intelligent systems that manage and expose AI/LLM capabilities.\n\n![Model Control Protocol (MCP)](utils/MCP.gif)\n---\n\n## 🔧 Tech Stack\n\n- 🐍 **Python** – Primary language\n- ⚡ **FastMCP** – Model Control Protocol framework for managing AI models\n- 🌐 **FastAPI** – High-performance API backend\n- 🧠 **Ollama** – LLM execution and orchestration\n- 🧩 **Open-webUI** – Chat-style interface for AI interactions\n- 🐳 **Docker** – Containerized for easy deployment and reproducibility in dev and production environments.\n\n---\n\n## 🧱 Features\n\n- 🚀 Fast startup with Docker\n- 🔌 Easy integration with Ollama and Open-webUI\n- 📦 Pluggable architecture for adding models and routes\n- 🎯 Designed for rapid prototyping or production use\n- ✅ REST API ready with OpenAPI docs\n\n---\n\n## 📦 Getting Started\n\n### 1. Clone the repo\n\n```bash\n\ngit clone https://github.com/rainer85ah/mcp-server.git\ncd mcp-server\n```\n\n### 🐳 2. Run with Docker Compose (recommended)\n\n```bash\n\ndocker compose up --build -d\n```\n\n### 3. Access the app\n\n```bash\n\nOllama: http://localhost:11434\nAPI Docs: http://localhost:8000/docs\nOpenAPI: http://localhost:8000/openapi.json\nMCP Server: http://localhost:8000/service/mcp/\nOpen-webUI: http://localhost:3000\n```\n\n## 🌱 Use as a Boilerplate\n\nUse this project as a starter template for:\n\n- **AI chat platforms**\n- **Model routing gateways**\n- **Developer LLM sandboxes**\n- **FastAPI-based ML backends**   \n\n## 📜 License\n\nThis project is licensed …","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_rainer85ah-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"data.apis","name":"API Access","confidence":0.814,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.779,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"iflow-mcp_rainer85ah-mcp-server","registry":"pypi","observedAt":"2026-09-15T19:23:36.513Z","publishedAt":"2026-02-06T06:19:33.428245Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_rainer85ah-mcp-server","url":"https://pypi.org/project/iflow-mcp_rainer85ah-mcp-server/","firstSeenAt":"2026-09-09T20:25:24.685Z","fetchedAt":"2026-09-15T19:23:00.555Z","normalizedAt":"2026-09-15T19:23:00.555Z"}]},"firstSeenAt":"2026-09-09T20:25:24.685Z","updatedAt":"2026-09-15T19:23:36.513Z"}