Nubaeon/empirica

Make AI agents and AI workflows measurably reliable. Epistemic measurement, Noetic RAG, Sentinel gating, and grounded calibration for Claude Code and beyond

48
/ 100
Emerging

Empirica helps software developers using AI coding assistants to write more reliable code. It acts as a 'second brain' for your AI, ensuring it understands your codebase deeply, remembers past learnings, and only acts when confident. This means the AI investigates your code, passes through 'gates' that verify its understanding, and continuously learns across development sessions, ultimately leading to fewer mistakes and more efficient coding workflows.

187 stars.

Use this if you are a software developer who wants your AI coding assistant to be more reliable, self-aware, and remember previous interactions when working on complex codebases.

Not ideal if you are not using an AI coding assistant or only work on very simple, one-off coding tasks that don't require extensive codebase understanding or persistent memory.

software-development AI-assisted-coding code-quality developer-productivity AI-reliability
No Package No Dependents
Maintenance 10 / 25
Adoption 10 / 25
Maturity 13 / 25
Community 15 / 25

How are scores calculated?

Stars

187

Forks

22

Language

Python

License

MIT

Last pushed

Mar 13, 2026

Commits (30d)

0

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