{
  "markdown": "<p align=\"center\">\n  <a href=\"https://agenthotspot.com\">\n    <img src=\"https://agenthotspot.com/AHSLogo.png\" alt=\"AgentHotspot Logo\" width=\"200\">\n  </a>\n</p>\n\n<h1 align=\"center\">AgentHotspot MCP Server</h1>\n\n<p align=\"center\">\n  <strong>🔍 Search 6,000+ MCP connectors directly from your AI agent</strong>\n</p>\n\n<p align=\"center\">\n  <a href=\"https://agenthotspot.com\"><img src=\"https://img.shields.io/badge/AgentHotspot-Marketplace-blue?style=for-the-badge\" alt=\"AgentHotspot\"></a>\n  <a href=\"https://github.com/AgentHotspot/agenthotspot-mcp/blob/main/LICENSE\"><img src=\"https://img.shields.io/badge/License-MIT-green?style=for-the-badge\" alt=\"License\"></a>\n  <img src=\"https://img.shields.io/badge/Python-3.10+-blue?style=for-the-badge&logo=python&logoColor=white\" alt=\"Python\">\n  <a href=\"https://modelcontextprotocol.io/\"><img src=\"https://img.shields.io/badge/MCP-Compatible-purple?style=for-the-badge\" alt=\"MCP\"></a>\n</p>\n\n<p align=\"center\">\n  <a href=\"#-features\">Features</a> •\n  <a href=\"#-quick-start\">Quick Start</a> •\n  <a href=\"#-installation\">Installation</a> •\n  <a href=\"#-usage\">Usage</a> •\n  <a href=\"#-contributing\">Contributing</a>\n</p>\n\n<p align=\"center\">\n  <a href=\"https://agenthotspot.com\">agenthotspot.com</a>\n</p>\n\n---\n\n## 🌟 What is AgentHotspot?\n\n[**AgentHotspot**](https://agenthotspot.com) a marketplace for AI agent developers. It provides:\n\n- 🔌 **6,000+ curated MCP connectors** ready to connect and integrate for agent builders\n- 🚀 **One-click integration** with Claude Desktop, OpenAI Agents, n8n, and more\n- 💰 **Instant Monetization tools** for MCP connector creators\n- 📊 **Analytics dashboard** to track usage and performance\n\nThis MCP server allows your AI agents to **search and discover** oss connectors from the AgentHotspot marketplace.\n\n---\n\n## ✨ Features\n\n- 🔍 **Search Connectors** — Query the AgentHotspot catalog with natural language\n- 📦 **Lightweight** — Minimal dependencies, easy to install\n- 🔧 **MCP Compatible** — Works with any MCP-compatible client\n\n---\n\n\n## 📦 Installation\n\n### Prerequisites\n\n- Python 3.10+\n- An MCP-compatible client (Claude Desktop, OpenAI Agents SDK, custom agents, etc.)\n\n### From Source\n\n```bash\ngit clone https://github.com/AgentHotspot/agenthotspot-mcp.git\ncd agenthotspot-mcp\n\n# Install dependencies\npip install -r requirements.txt\n\n# Install module\npip install -e .\n```\n\n---\n\n## 🔧 Usage\n\n### Run the Server Independently\n\n```bash\n# Run directly\npython3 -m agenthotspot_mcp\n\n# Or using the script\npython3 src/agenthotspot_mcp/server.py\n```\n\n### With Claude Desktop\n\nAdd this configuration to your Claude Desktop config file:\n\n**macOS:** `~/Library/Application\\ Support/Claude/claude_desktop_config.json`  \n**Windows:** `%APPDATA%\\Claude\\claude_desktop_config.json`\n\n```json\n{\n  \"mcpServers\": {\n    \"agenthotspot\": {\n      \"command\": \"python3\",\n      \"args\": [\"-m\", \"agenthotspot_mcp\"]\n    }\n  }\n}\n```\n\n### With LangChain\n\n```python\nimport asyncio\nfrom langchain_mcp_adapters.client import MultiServerMCPClient\n\nasync def main():\n    client = MultiServerMCPClient({\n        \"agenthotspot\": {\n            \"transport\": \"stdio\",\n            \"command\": \"python3\",\n            \"args\": [\"-m\", \"agenthotspot_mcp\"],\n        }\n    })\n    tools = await client.get_tools()\n    print(tools)\n\n    # Remaining code ... \n    # (see examples/langchain_example.py for full agent example)\n\nasyncio.run(main())\n```\n\n\n---\n\n## 🗂️ Project Structure\n\n```\nagenthotspot-mcp/\n├── src/\n│   └── agenthotspot_mcp/\n│       ├── __init__.py      # Package exports\n│       ├── __main__.py      # Entry point\n│       └── server.py        # MCP server implementation\n├── examples/\n│   ├── claude_config.json   # Claude Desktop config example\n│   └── langchain_example.py # Python langchain usage example\n├── pyproject.toml           # Package configuration\n├── requirements.txt         # Dependencies\n├── LICENSE                  # MIT License\n├── CONTRIBUTING.md          # Contribution guidelines\n└── README.md               # This file\n```\n\n---\n\n## 🤝 Contributing\n\nWe welcome contributions! See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.\n\n1. Fork the repository\n2. Create a feature branch (`git checkout -b feature/amazing-feature`)\n3. Commit your changes (`git commit -m 'Add amazing feature'`)\n4. Push to the branch (`git push origin feature/amazing-feature`)\n5. Open a Pull Request\n\n---\n\n## 📄 License\n\nThis project is licensed under the MIT License — see the [LICENSE](LICENSE) file for details.\n\n---\n\n## 🔗 Links\n\n- 🌐 **Website:** [agenthotspot.com](https://agenthotspot.com)\n- 📦 **Connectors:** [Browse 6,000+ connectors](https://agenthotspot.com/connectors)\n- 🐦 **Twitter/X:** [@agenthotspot](https://x.com/agenthotspot)\n- 🐙 **GitHub:** [AgentHotspot](https://github.com/AgentHotspot)\n- 📧 **Support:** [support@agenthotspot.com](mailto:support@agenthotspot.com)\n\n---\n\n<p align=\"center\">\n  <strong>Built with ❤️ by the <a href=\"https://agenthotspot.com\">AgentHotspot</a> team</strong>\n</p>\n\n<p align=\"center\">\n  <a href=\"https://agenthotspot.com\">\n    <img src=\"https://img.shields.io/badge/Discover_MCP_Connectors-AgentHotspot-blue?style=for-the-badge\" alt=\"Discover Connectors\">\n  </a>\n</p>\n\n<!-- mcp-name: io.github.agenthotspot/agenthotspot-mcp -->",
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