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CLAUDE PLUGIN

evolve-loop

Dan Lee v8.11.1

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 wo...

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From the developer

License

MIT

Declared components

Skills · Agents

Works with

Claude Code

Description

From the marketplace listing

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 benchmarks to target your codebase's weakest areas. The Builder implements in isolation. The Auditor blocks MEDIUM+ severity issues. After each cycle, the pipeline extracts reusable "instincts" — patterns about what worked and what failed — that compound over time. Every 5 cycles, a meta-cycle evaluates the pipeline itself and evolves its own agent prompts based on measured performance. It ran 151 cycles on its own codebase, shipping 67+ improvements and raising its quality score from 83.8 to 94.4 — all autonomously. No external dependencies. MIT licensed.

What changed

No changes recorded yet. Follow this plugin to keep track of future changes.

Keywords

Files & skills

evolve-loop · catalog manifest

Saved declaration

{}
evolve-loop · catalog manifest

Saved declaration

{
  "name": "evolve-loop",
  "source": {
    "sha": "36eebb0512f466510ace20942e046ca7a70ed990",
    "url": "https://github.com/mickeyyaya/evolve-loop.git",
    "source": "url"
  },
  "homepage": "https://github.com/mickeyyaya/evolve-loop#readme",
  "description": "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.\n\n4 specialized agents (Scout, Builder, Auditor, Operator) work across 5 phases: DISCOVER → BUILD → AUDIT → SHIP → LEARN. The Scout uses multi-armed bandit\nscoring and 8-dimension quality benchmarks to target your codebase's weakest areas. The Builder implements in isolation. The Auditor blocks MEDIUM+ severity\nissues. After each cycle, the pipeline extracts reusable \"instincts\" — patterns about what worked and what failed — that compound over time.\n\nEvery 5 cycles, a meta-cycle evaluates the pipeline itself and evolves its own agent prompts based on measured performance. It ran 151 cycles on its own\ncodebase, shipping 67+ improvements and raising its quality score from 83.8 to 94.4 — all autonomously.\n\nNo external dependencies. MIT licensed."
}
evolve-loop · catalog manifest

Skills

[
  "./skills/evolve-loop/",
  "./skills/refactor/",
  "./skills/code-review-simplify/",
  "./skills/inspirer/",
  "./skills/evaluator/"
]

Agents

[
  "./agents/evolve-scout.md",
  "./agents/evolve-builder.md",
  "./agents/evolve-auditor.md",
  "./agents/evolve-operator.md"
]

Saved declaration

{
  "name": "evolve-loop",
  "agents": [
    "./agents/evolve-scout.md",
    "./agents/evolve-builder.md",
    "./agents/evolve-auditor.md",
    "./agents/evolve-operator.md"
  ],
  "author": {
    "name": "Dan Lee"
  },
  "skills": [
    "./skills/evolve-loop/",
    "./skills/refactor/",
    "./skills/code-review-simplify/",
    "./skills/inspirer/",
    "./skills/evaluator/"
  ],
  "license": "MIT",
  "version": "8.11.1",
  "homepage": "https://github.com/mickeyyaya/evolve-loop",
  "keywords": [
    "claude-code",
    "agents",
    "skills",
    "evolve",
    "autonomous",
    "pipeline",
    "self-evolving",
    "eval"
  ],
  "repository": "https://github.com/mickeyyaya/evolve-loop",
  "description": "Self-evolving development pipeline — 3 lean agents across 6 phases with compound discovery loop, proactive research, and strict evaluation. No external dependencies."
}

plugin.json observed Nov 6, 2026 · 10:44 UTC. Manifest source ↗

Catalog declarations and available plugin.json metadata are saved. Referenced skills and executable source files are not downloaded or tested. Missing components in a manifest do not prove that the plugin has none.

Installation instructions

Community

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

Claude Code installation documentation

Technical details
Sources
Community
First seen
Oct 3, 2026 · 22:13 UTC
Last seen
Nov 7, 2026 · 06:00 UTC
Latest observed change
Oct 3, 2026 · 22:13 UTC
Collection status
Listed
Reported installs
Not provided

Installation counts are source-reported, not independently verified active users. Observation dates are not release dates.

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