Open standard for Provenance & Intent Contracts (PIC) in AI agents. Verify intent, provenance, and evidence before high-impact tool calls.
Repository Index
47,133 repositories indexed
169–192 of 210 · Most stars
git checkout for releases that span many repos. Version tags that restore your whole product. No server, no database, any language.
📚 Only Cite what you can verify
An HTTP client library (not only) for MicroPython with an API similar to requests
Go's answer to pandas + scikit-learn: a batteries-included data analysis library with dataframes, statistics, machine learning, quant, and GPU acceleration. Run Python with seamless two-way variable sharing, or explore data straight from the Insyra CLI.
Python-based MQTT client command shell
📺 Control any smart TV with natural language. Play Netflix by name from your terminal. PyPI: stv · MCP server · LG/Samsung/Roku/Android
eds-scikit is a Python library providing tools to process and analyse OMOP data
XAsyncSockets is an efficient Python/MicroPython library of managed asynchronous sockets.
An FTP client library for MicroPython.
Simple cli tool for recording and replaying MQTT messages.
💬 Trace citation chains for any concept across research papers and render them as an interactive graph.
A lightweight, zero-dependency TUI dashboard for managing Docker containers and images dynamically in the terminal.
Reverse ETL for the code-first data stack
Automatically Generated Stub Packages for Micropy-Cli and whomever else
Pythonic interface to the Internet Storm Center / DShield API.
Persistent decision memory for AI agents: rationale, rejected approaches, and entity history. Connect any compatible agent through local MCP or the CLI.
A repo-native coding-agent loop harness for Claude, Codex, Copilot, and other CLI agents. Agents can edit. Gates decide what lands. You set the plan in motion. The agents take a prompt, and each iteration must update specs and commit through guardrails.
Command line tool for Bluetooth Low Energy MicroPython devices
Transform Git history: rewrite, clean, and optimize your repositories with ease.
Make mypy more effective
Data logistics system enabling real-time pathogen surveillance. Built for the Seattle Flu Study.
Async MQTT client for CPython and MicroPython with asyncio support.
Catch your AI agents when they lie about what they shipped — verifies claims against git instead of believing the agent.