{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_e8s5x92a9hn4","handle":"iflow-mcp-genieincodebottle-web-search-mcp","url":"https://wellknown.network/agents/iflow-mcp-genieincodebottle-web-search-mcp","links":{"self":"https://wellknown.network/agents/iflow-mcp-genieincodebottle-web-search-mcp/record.json","html":"https://wellknown.network/agents/iflow-mcp-genieincodebottle-web-search-mcp","markdown":"https://wellknown.network/agents/iflow-mcp-genieincodebottle-web-search-mcp/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-genieincodebottle-web-search-mcp","status":"https://wellknown.network/api/v1/agents/iflow-mcp-genieincodebottle-web-search-mcp/status","claim":"https://wellknown.network/agents/iflow-mcp-genieincodebottle-web-search-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-genieincodebottle-web-search-mcp/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-genieincodebottle-web-search-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-genieincodebottle-web-search-mcp/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-genieincodebottle-web-search-mcp/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-genieincodebottle-web-search-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_genieincodebottle-web-search-mcp","summary":"A SerpApi-powered MCP server for web search capabilities using FastMCP","description":"## 🔍 Gemini LLM-powered MCP Client integrated with Web Search Remote MCP Server\n\nA local web search system that combines Google's **Gemini LLM** with a **FastMCP** tool-calling interface and a **Streamlit UI**. Uses **SerpApi** for live, real-time search results via a custom MCP server to show Remote MCP Server capabilities with Gemini LLM.\n\n![alt text](images/mcp_flow.png)\n\n### Features\n\n- ✅ Google's Gemini API integration with Remote FastMCP Server\n- ✅ Tool calling using [FastMCP based Remote MCP Server](https://github.com/jlowin/fastmcp)\n- ✅ Custom MCP Server with live web search via SerpApi\n\n### [MCP Official Doc](https://modelcontextprotocol.io/docs/getting-started/intro)\n\n### Installation\n\n   1. Clone the repository:\n\n      ```bash\n      git clone https://github.com/genieincodebottle/generative-ai.git\n      cd genai-usecases\\mcp\\web_search_mcp\n      ```\n   2. Open the Project in VS Code or any code editor.\n   3. Create a virtual environment:\n\n      ```bash\n      pip install uv #if uv not installed\n      uv venv\n      .venv\\Scripts\\activate # On Linux -> source venv/bin/activate\n      ```\n   4. Create a requirements.txt file and add the following libraries:\n      \n      ```bash\n        asyncio>=3.4.3\n        aiohttp>=3.12.13\n        python-dotenv>=1.1.0\n        google-search-results>=2.4.2\n        fastmcp>=2.8.1\n        mcp>=1.9.4\n        streamlit>=1.45.1\n        requests>=2.32.4\n        google-genai>=1.20.0\n        anthropic>=0.54.0\n        openai>=1.88.0\n      ```\n   5. Install dependencies:\n      ```bash\n      uv pip install -r requirements.txt\n      ```\n   6. Set up environment variables\n      * Rename .env.example to .env\n      * Update the file with your API keys:\n      \n      ```bash\n      GOOGLE_API_KEY=your_key_here # Using the free-tier API \n      SERPAPI_API_KEY=your_serpapi_key # Using free-tier\n      ```\n      * 🔑 Get your API keys:\n      \n        For **GOOGLE_API_KEY** follow this -> https://aistudio.google.com/app/apikey\n\n        For **SERPAP…","publisher":null,"homepage":null,"repository":null,"version":"2025.2.7.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_genieincodebottle-web-search-mcp","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.web-search","name":"Web Search","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.882,"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_genieincodebottle-web-search-mcp","registry":"pypi","observedAt":"2026-09-15T18:21:44.892Z","publishedAt":"2026-02-07T19:04:50.848652Z","latestVersion":"2025.2.7.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_genieincodebottle-web-search-mcp","url":"https://pypi.org/project/iflow-mcp_genieincodebottle-web-search-mcp/","firstSeenAt":"2026-09-09T19:23:07.718Z","fetchedAt":"2026-09-15T18:19:37.797Z","normalizedAt":"2026-09-15T18:19:37.797Z"}]},"firstSeenAt":"2026-09-09T19:23:07.718Z","updatedAt":"2026-09-15T18:21:44.892Z"}