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...
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.
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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
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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