# Evolve Loop

> A self-learning development pipeline that gets smarter with every cycle. It calibrates itself against your codebase, dynamically selects the highest-impact tasks, implements them in isolated git worktrees, and blocks bad code through eval gates — then learns from each cycle to make better decisions next time. 4 specialized agents (Scout, Builder, Auditor, Operator) work across 5 phases: DISCOVER → BUILD → AUDIT → SHIP → LEARN. The Scout uses multi-armed bandit scoring and 8-dimension quality be

## Facts
- Page: https://tashan.sh/capability/plugin-mickeyyaya-evolve-loop-evolve-loop
- tashan id: plugin:mickeyyaya/evolve-loop/evolve-loop
- Source: https://github.com/mickeyyaya/evolve-loop
- Type: plugin
- Category: other
- tashan score: 38.0 / 100
- Adoption: 16.0
- Upkeep: 57.0
- Freshness: 84.0
- Evidence coverage: 84% of the inputs this score can use
- Health: active
- Instruction depth: deep
- GitHub stars: 4
- License: Apache-2.0
- Official: no

## Install

```sh
/plugin marketplace add anthropics/claude-plugins-community
/plugin install evolve-loop@claude-community
```

## Security audit
Not scanned. We audit npm-published capabilities; this one has no npm package we can resolve, or has not reached the queue. This is not a clean bill of health.

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Measured 2026-09-13 by tashan (https://tashan.sh) from public evidence. Scorer s5.