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Evolve Loop

plugin

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

Works with: Claude Code (native)
native: this artifact type is that client's own format

Install (Claude Code):

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

“2 tools documented (workflow.cycle_budget…); 10 worked examples; setup and auth covered; states a limit — “The phases can't be skipped or reordered. Phase ordering,…”; read with 1 linked doc(s)”

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Security audit

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Reads the config already on your machine and names what is dead, deprecated or running code at install time. No account, nothing uploaded.

tashan Pro$6/mo

Evolve Loop scores 38 today. Pro keeps the series, so you can see whether that is a project getting better or one on its way down.

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tashan badge for Evolve Loop
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source ↗  ·  plugin:mickeyyaya/evolve-loop/evolve-loop

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Measured 2026-09-13  ·  scorer s5  ·  how  ·  something wrong here?