When Anthropic introduced the Model Context Protocol Server to the world in November 2024, it felt like AI could actually become useful by connecting to real world apps that we use everyday to get things done for us. However, I felt something different.
While connecting every app you use to AI models is the norm in 2026. I feel the MCP server can do so much more than that..
From what I can see, traditional business requires more than just connecting apps to an AI model and calling it a day.
So I spent 2 weeks researching and building in silence to see what I could come up with..
I created 22 MCP servers :
- Business focused tools that are simple, yet very effective
- Pure Python Based
- No external dependencies
- Can work in air gapped environments or areas where there's no internet access at all
- Data stored and powered by JSON files with TOON enabled for context compression.
- Light enough to run on mobile phones!!
Programming languages like Python can really show you the power of MCP Servers that actually work and evolve with you. Feel free to fork the repo and make your own pure python mcp servers!
Access the MCP Servers on Github: