A
licenseNot graded
qualityD
maintenanceEnables AI models to search the web using DuckDuckGo, scrape webpage content in markdown format, and browse/read local files for code analysis and debugging.
5 npm
1
MIT
Personal Ops Assistant (MCP)
Fetches recent commit logs and activity from any GitHub repository using the GitHub REST API.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Personal Ops Assistant (MCP)search my local notes for 'MCP'"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Personal Ops Assistant (MCP)
An AI-powered personal operations assistant built using the Model Context Protocol (MCP), FastMCP, Google Gemini, and FastAPI.
It dynamically discovers and executes operational tools at runtime to search local notes, inspect GitHub repository activity, and summarize live web pages through a web interface.
🚀 Key Features
Model Context Protocol (MCP): Connects a Gemini client agent to a local FastMCP tool server via
stdio.Dynamic Tool Discovery: MCP tools are listed, converted to Gemini function declarations, and invoked dynamically at runtime.
Integrated Tools:
search_local_notes: Searches local.mdand.txtfiles for keywords and returns file content.github_recent_activity: Fetches recent commit logs from any GitHub repository using the GitHub REST API.summarize_webpage: Extracts and summarizes content from live URLs.
Web UI: Modern chat interface with live MCP tool call inspection logs.
Related MCP server: MCP Docs Server
📁 Project Structure
├── notes/ # Local markdown and text notes directory
├── static/
│ └── index.html # Responsive chat interface
├── agent.py # Gemini client & MCP dynamic tool orchestration loop
├── server.py # FastMCP server exposing local tools over stdio
├── app.py # FastAPI server & API endpoints
├── requirements.txt # Project dependencies
└── README.md # Project documentationThis server cannot be deployed
Maintenance
ActivityMaintained
ResponsivenessNo issues
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