The open-source engine to optimize your LLM agents in production.
No black-box failures. No silent regressions. Just real feedback—and real improvements.
Autonom is a developer-first, open-source platform for optimizing LLM agents in real-world settings.
It’s designed to help you track, evaluate, and continuously improve the performance of any AI agent you’ve deployed.
This isn’t another wrapper.
This is the feedback loop your agents have been missing.
Autonom gives you the tools to observe, evaluate, and improve every part of your LLM agents—node by node.
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📈 Track Everything
Capture all agent activity—inputs, outputs, tool calls, intermediate reasoning—across every node. Gain full visibility into how your agent actually behaves in production. -
🧠 Evaluate Automatically
Use LLM-based evaluators to score each output. Assess quality, correctness, hallucination risk, and more at every step in your agent’s execution graph. -
💡 Generate Insights
Automatically detect failure patterns, drift, or low-performing prompts. Get actionable suggestions tied to specific parts of your agent. -
✍️ Version Prompts
Track, compare, and roll back prompt changes. Version control is built into the system—by node, model, or project. -
🔁 Route Intelligently
Serve the best prompt version dynamically via A2A-style routing. Optimize execution paths before they even run.
If your agent is in production, Autonom helps make sure it's actually working—and keeps getting better.
| Week | Focus | Status |
|---|---|---|
| 1 | Backend foundation + infrastructure | 🟢 In progress |
| 2 | Prompt versioning + A2A routing logic | ⏳ Coming soon |
| 3 | Auto-evaluation + insight generation | ⏳ Coming soon |
| 4 | Deployment setup + UI + public release | ⏳ Coming soon |
We’re building Autonom in the open.
This repo is live—but the full system is still under construction.
Early adopters and contributors are welcome to follow the build, open issues, and help shape what comes next.
- Docs and hosted playground coming soon
- For updates, follow the creators:
Want to help build the future of LLM agent optimization?
We’ll soon add:
CONTRIBUTING.md- Open issues
- Early test environments
- Autonom SDKs
Join the Discord and say hi: https://discord.gg/ekiD3K24
Thanks to everyone helping bring Autonom to life:
Want to appear here? Star the repo, follow along, and make your first PR 🙌
MIT © 2025 – Built with 💡 by the Autonom community