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autoresearch 精选

Stateful single-mission improvement loop with strict evaluator contract, markdown decision logs, and max-runtime stop behavior

在 GitHub 打开

安装方式

cp -r skills/autoresearch ~/.claude/skills/autoresearch

把该 skill 目录放进客户端 skills 目录。不同客户端的目录可能不同,Claude Code 默认是 ~/.claude/skills/

整仓一次性获取:git clone --depth 1 https://github.com/Yeachan-Heo/oh-my-claudecode.git

依赖与权限

  • 无需 API Key
  • 无需联网
  • 无外部命令依赖
  • 以上为按正文与 frontmatter 自动推断的信号,仅供参考;安装前建议先阅读原文。

SKILL.md 正文

来源 Yeachan-Heo/oh-my-claudecode@8262f9f · 许可 MIT · 内容未修改

<Purpose>

Autoresearch is a stateful skill for bounded, evaluator-driven iterative improvement. It owns one mission at a time, keeps iterating through non-passing results, records each evaluation and decision as durable artifacts, and stops only when an explicit max-runtime ceiling or another explicit terminal condition is reached.

</Purpose>

<Use_When>

  • You already have a mission and evaluator from /deep-interview --autoresearch
  • You want persistent single-mission improvement with strict evaluation
  • You need durable experiment logs under .omc/autoresearch/
  • You want a supported path for periodic reruns via Claude Code native cron

</Use_When>

<Do_Not_Use_When>

  • You need evaluator generation at runtime — use /deep-interview --autoresearch first
  • You need multiple missions orchestrated together — v1 forbids that
  • You want the deprecated omc autoresearch CLI flow — it is no longer authoritative

</Do_Not_Use_When>

<Contract>

  • Single-mission only in v1
  • Mission setup/evaluator generation stays in deep-interview --autoresearch
  • Evaluator output must be structured JSON with required boolean pass and optional numeric score
  • Non-passing iterations do not stop the run
  • Stop conditions are explicit and bounded, with max-runtime as the primary strict stop hook

</Contract>

<Required_Artifacts>

Canonical persistent storage lives under .omc/autoresearch/<mission-slug>/ and/or .omc/logs/autoresearch/<run-id>/.

Minimum required artifacts:

  • mission spec
  • evaluator script or command reference
  • per-iteration evaluation JSON
  • markdown decision logs

Recommended canonical shape:

.omc/autoresearch/<mission-slug>/
  mission.md
  evaluator.json
  runs/<run-id>/
    evaluations/
      iteration-0001.json
      iteration-0002.json
    decision-log.md

Reuse existing runtime artifacts when available rather than duplicating them unnecessarily.

</Required_Artifacts>

<Workflow>

  1. Confirm a single mission exists and evaluator setup is already available.
  2. Ensure mode/state is active for autoresearch and records:
  • mission slug/dir
  • evaluator reference
  • iteration count
  • started/updated timestamps
  • explicit max-runtime or deadline
  1. On every iteration:
  • run exactly one experiment/change cycle
  • run the evaluator
  • persist machine-readable evaluation JSON
  • append a human-readable markdown decision log entry
  • continue even when evaluation does not pass
  1. Stop when:
  • max-runtime ceiling is reached
  • user explicitly cancels
  • another explicit terminal condition is recorded by the runtime

</Workflow>

<Cron_Integration>

Claude Code native cron is a supported integration point for periodic mission enhancement. In v1, prefer documenting/configuring cron inputs over building a large scheduler UI.

If cron is used:

  • keep one mission per scheduled job
  • preserve the same mission/evaluator contract
  • append new run artifacts rather than overwriting prior experiments

</Cron_Integration>

<Execution_Policy>

  • Do not hand execution back to omc autoresearch
  • Do not create multi-mission orchestration
  • Prefer reusing src/autoresearch/* runtime/schema helpers where they already match the stricter contract
  • Keep logs useful to humans, not only machines

</Execution_Policy>

质量与来源

所属仓库
Yeachan-Heo/oh-my-claudecode
仓库星标
4.0 万
最近更新
今天
采集时间
今天
commit
8262f9f790ee
内容指纹
sha256:f98736d700b4bff
文件路径
skills/autoresearch/SKILL.md

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architecture-survey
Periodic architecture survey — walks the module graph and reports ranked deepening candidates (shallow modules, hypothetical seams, logic behind the wrong seam). Survey, not rescue: it finds candidates and hands them to the captain; it never refactors on its own.
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ask-navigator
Shipyard's navigator — chart a foggy effort (destination unclear, questions not yet stateable) into a map of decision tickets on the repo's issue tracker, then work the frontier one ticket per session until the way is clear, and hand the collapsed decisions to /launch as a mission brief. Wayfinding, not building: it produces decisions, never deliverables.
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ask
Process-first advisor routing for Claude, Codex, Gemini, Antigravity, Grok, or Cursor via `omc ask`, with artifact capture and no raw CLI assembly
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autopilot
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