What is aot-evals?
aot-evals is a Claude Code mod by Mahalanobis-Systems that part of AOT, the Agent Optimization Toolkit, a Mahal Systems offering. Design, build, measure and iterate the evals for a production agent: a repository contract (evals/), skills that walk. It is listed under Agents & automation and has 6 GitHub stars.
| Type | Claude code mod |
|---|---|
| Author | Mahalanobis-Systems |
| Repository | Mahalanobis-Systems/aot-evals |
| Popularity | 6 GitHub stars |
| Category | Agents & automation |
| Security | Low risk (100/100) |
| Rank | #657 of 5,272 Claude Code mods; #65 in Agents & automation |
| License | Apache-2.0 |
| Last commit | 2026-10-17 |
| Hooks | 1 events |
| Sees | only the events it hooks |
| Draws on | ToolResult, ToolGroup |
Is aot-evals safe to install?
aot-evals scores 100/100 on the MCPMods security check: Low risk. No checks raised a concern. It passed 8 of 8 checks.
Mod footprints come from claude plugin validate, which lists every event a mod hooks and every API call it makes without running it.
| Check | Result |
|---|---|
| No network access | Pass |
| Starts no processes | Pass |
| Writes no files or config | Pass |
| Doesn't read environment variables | Pass |
| Only sees the events it hooks | Pass |
| Doesn't drive Claude | Pass |
| Passes claude plugin validate | Pass |
| Has an open-source license | Pass |
API calls in its code
| Call | What it means |
|---|---|
$.ui.resolve | draws interface |
How do I install aot-evals?
- Check your Claude Code version. Mods need Claude Code 2.1.287 or later and are on by default.
claude --version
- Read its footprint. This lists every event it hooks and every API call it makes, without running it.
git clone https://github.com/Mahalanobis-Systems/aot-evals claude plugin validate ./aot-evals/.
- Install it. Run this in your terminal, then /reload-plugins in an open session.
git clone https://github.com/Mahalanobis-Systems/aot-evals && claude --plugin-dir ./aot-evals/.
Or ask Claude to set it up
Paste this into Claude Code and it installs aot-evals for you:
Install the "aot-evals" Claude Code mod from https://github.com/Mahalanobis-Systems/aot-evals. Run claude plugin validate on it first and show me what it can access before you enable it.