{
  "id": "plg_mickeyyaya_evolve_loop_evolve_loop_e9b4481a",
  "kind": "plugin",
  "category": "ferramentas",
  "name": "evolve-loop",
  "tagline": "A self-learning development pipeline that gets smarter with every cycle. It calibrates itself against your codebase, dynamically selects the",
  "body": "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 ",
  "url": "https://github.com/mickeyyaya/evolve-loop#readme",
  "status": "live",
  "origin": "marketplace",
  "origin_id": "mickeyyaya/evolve-loop/evolve-loop",
  "install": "https://github.com/mickeyyaya/evolve-loop",
  "source": "https://github.com/mickeyyaya/evolve-loop",
  "transporte": "",
  "ns": "mickeyyaya",
  "versao": "",
  "oficial_status": "",
  "repo_host": "github.com",
  "topico": "vcs",
  "linguagem": "Go",
  "licenca": "Apache-2.0",
  "repo_topics": " ai-agents ai-pipeline autonomous-coding claude-code claude-code-plugin code-quality developer-tools gemini-cli open-source self-improving eval-gating ",
  "repo_slug": "mickeyyaya/evolve-loop",
  "stars": 5,
  "forks": 1,
  "prs_abertos": 1,
  "pushed_at": "2026-09-03T10:53:09Z",
  "repo_estado": "ativo",
  "likes": 0,
  "comments": 0,
  "visits": 0,
  "readme_bytes": 33745,
  "readme_api": "https://agentalog.com/api/listings/plg_mickeyyaya_evolve_loop_evolve_loop_e9b4481a/readme",
  "readme_fonte": "repo",
  "created_at": "2026-08-30 01:48:58",
  "updated_at": "2026-08-30 01:48:58",
  "mine": false,
  "api": "https://agentalog.com/api/listings/plg_mickeyyaya_evolve_loop_evolve_loop_e9b4481a",
  "go": "https://agentalog.com/api/go/plg_mickeyyaya_evolve_loop_evolve_loop_e9b4481a",
  "comments_api": "https://agentalog.com/api/listings/plg_mickeyyaya_evolve_loop_evolve_loop_e9b4481a/comments",
  "readme_sha": "7b1bfc218c8b80aec2cffc0df1258cfe9614f2bc3f79e38530bd3819d2b89d80",
  "readme_em": "2026-09-02 06:51:01",
  "payload": {
    "plugin": "evolve-loop",
    "marketplace": "claude-community",
    "marketplace_repo": "anthropics/claude-plugins-community",
    "repo": "mickeyyaya/evolve-loop",
    "path": "",
    "ref": "",
    "sha": "36eebb0512f466510ace20942e046ca7a70ed990",
    "vendored": false,
    "categoria": "",
    "autor": "",
    "tem_mcp": 0,
    "tem_skill": 0,
    "install_cmd": "/plugin marketplace add claude-community\n/plugin install evolve-loop@claude-community"
  }
}