Best used with an AI agent

40+ live apps, open data APIs, MCP servers, and 200+ guides - more than anyone wants to click through. Point your AI here and it reads the whole map and does the work: finds the tool, pulls the data, runs the analysis, and hands you the links.

Here for the open-source code? Your agent finds the right repo for you - and can even clone and deploy it.

Prefer to explore on your own? Go right ahead.

Paste this to Claude Code, Codex, or any AI agent:
Go to tigzig.com and read tigzig.com/llms.txt. It is a practitioner toolkit - 40+ analytics apps, open no-auth data APIs, MCP servers, open-source repos (github.com/amararun), and 200+ build guides. Help me [your task]. Surface the exact links; where there is an API or MCP, call it directly; and if I want to self-host, find the repo and help me deploy it.

xlwings Lite Data Tools

Four tools for integrating data into Excel with xlwings Lite - import from cloud, convert files, connect to databases, and auto-detect schemas with AI.

The Four Tools

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xlwings Lite

Built with xlwings Lite

Created by Felix Zumstein, it brings Python into Excel seamlessly - enabling native support for databases, AI agents, LLMs, advanced analytics, ML, APIs, and complete automation workflows.

Bugs,issues,questions? Drop a note: [email protected]