harness:evolve
From the author
Use when the user wants to run the optimization loop, improve agent performance, evolve the agent, or iterate on quality. Requires .evolver.json to exist (run harness:setup first).
Install
npx skills add raphaelchristi/harness-evolver --skill harness:evolve -a claude-code
Installs to .claude/skills/harness-evolve/ · Each command fetches the skill straight from GitHub with the open skills CLI.
Byte-identical to the scanned commit, with the repository’s licence and a SOURCE.txt.
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Why 74
aiqbench computes the trust score from public signals. It is not a security audit, so read a skill before you install it.
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Closest to this one by what they do and when they are used.
- setupOutlineDriven/outline-driven-developmentUse when the user asks to set up the agent environment. Covers credentials, placeholders, tool access checks, a uv venv, a pack install, or a role-model mapping file. Not for unattended runs.Other★ 54
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- harness:statusraphaelchristi/harness-evolverUse when the user asks about evolution progress, current scores, best version, how many iterations ran, or whether the loop is stagnating.Other★ 57
- harness:healthraphaelchristi/harness-evolverUse when the user wants to check dataset quality, diagnose eval issues, or before running evolve. Checks size, difficulty distribution, dead examples, coverage, and splits. Auto-corrects issues found.Other★ 57
- harness:certifyraphaelchristi/harness-evolverUse when the user wants to verify that the evolved agent's score is stable and reliable. Runs evaluation multiple times and reports mean ± std.Other★ 57
- paranoia-ai-system-evolverDY-2026/GameDesignOS用于升级 AI 系统、agent workflow、Codex skill、prompt、memory、RAG、tool routing、schema、eval set 或 feedback loop；也用于把 AI 工作单从指令单升级为意图单，并对研究、检索、测试和 AI 对话做 VOI 决策门审计。需要 Intent Work Order、WOOP 任务准入、决策对象、VOI/EVPI/EVSI、UL（Uncertainty Ladder，不确定性阶梯）、OODA、eval、Human Gate、versioning 与 rollback 的受控演化时使用。Use when controlled AI system evolution or a decision-oriented information audit is needed.Productivity★ 432
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