research
Skill3 starsChanged 13 days agoMITView on GitHub
轻量单发调研：后台代理跑腿读一手来源，把结论连同逐条出处落成一份 markdown。适合一次性查证（文档/API 事实、主题摸底、查资料腿活）；开放问题需多轮假设验证时用 autoresearch。Triggers: research, 调研, 查证, 帮我查资料, 一次性调研.
189 other projects use a version of this.
Adopted by
Most recently taken up by
- dialog-db/dialog-dbtheir own version, first seen Nov 9, 2026
- howells/skillstheir own version, first seen Nov 8, 2026
- xiaoxiaosrm/dsh-mattpocock-skillstheir own version, first seen Nov 8, 2026
- Suge8/friedbuntheir own version, first seen Nov 8, 2026
- wowyuarm/dsh-agent-teamtheir own version, first seen Nov 8, 2026
- Contexera/dsh-agent-teamtheir own version, first seen Nov 8, 2026
Used with
Projects with it also use daily-arxiv, exp-eval and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
LambenthanSkilldaily-arxiv
每日从 arXiv 拉取新论文，过滤相关性，auto-ingest 高优先级论文，检测 SOTA 更新
Also in 5 projects that use this
- LambenthanSkill
exp-eval
实验判决门：Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 claims confidence、ideas status、graph edges
Also in 5 projects that use this
truongtv22SkillProblem-Solving Techniques
Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns (meta-pattern recognition), assumption constraints (inversion exercise), scale uncertainty (scale game), and dispatch when stuck. Techniques derived from Microsoft Amplifier project patterns adapted for immediate application.
Also in 5 projects that use this
liufeng1976Skillsetup-ts-deep-modules
Wire dependency-cruiser into a TypeScript repo so each package is a deep module — implementation hidden in subfolders, reachable only through its entry-point files. User-invoked.
Also in 43 projects that use this
skyllwtSkillexp-pilot-eval
Pilot result evaluation — read pilot results, apply success criteria, update idea page (pilot_result, failure_reason if failed), generate PILOT_VERDICT_REPORT. Called by /ideate Phase 5 after /exp-pilot-run.
Also in 4 projects that use this
- skyllwtSkill
exp-pilot-run
Pilot experiment execution — read Pilot Spec YAML, write pilot code, run experiment(Confirm with the user before operation and require the applicant to conduct manual inspection), return results. Called by /ideate Phase 5. Does NOT modify wiki pages or judge pass/fail.
Also in 4 projects that use this
- +5 more from Lambenthan
- +1 more from skyllwt
Other versions189 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 189
- mattpocock/skills★ 309ksame name
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- QuivrHQ/quivr★ 40ksame name
- The-Vibe-Company/quivr★ 40ksame name
- udecode/plate★ 17ksame name
- openai/plugins★ 7.8ksame name
- ArcReel/ArcReel★ 6.3ksame name
- vinvcn/mattpocock-skills-zh-CN★ 5.5ksame name
- withcoral/coral★ 4.9ksame name
179 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository17 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- autoresearchSkill
- brainstormSkill
- cleanupSkill
- diagnoseSkill
- find-skillsSkill
- handoffSkill
- harness-builderSkill
- implementSkill
- planSkill
- remove-deadcode-pySkill
- reviewSkill
- shipSkill
- sweepSkill
- tddSkill
- writing-for-agentsSkill
The file
Files
Single-shot Research
一次调研一个问题：后台跑腿、一手来源、产物落盘。不跑轮次循环、不做假设对抗——那是 autoresearch 的活。
流程
- 把用户需求定成一句可交付的调研问题，确认产物落点：默认
docs/research/YYYY-MM-DD--<topic>.md（与 autoresearch 无恢复面日志同目录同命名）；项目已有调研笔记惯例则跟随惯例并说明落点。 - 派后台代理跑腿（subagent 或 cli-delegate 等只读委派；没有就本会话直接做）：逐条结论回溯一手来源（官方文档、源码、spec、第一方 API），不采信二手转述；每条结论记来源与获取时点。
- 主会话裁决：委派结果是 claim，关键事实回主会话核对来源后才落盘；对不上来源的结论如实标注不确定。
- 落盘为单份 markdown，文档头带归属行（
Research: <问题一句话> | 日期 | 会话/轨道）——该行即自登记，sweep 对其零引用时按自足交付物走人裁不自动删；调研服务于某条已开的轨道时，在该轨道下次阶段变化或交接时由tracks/<id>.md的Evidence:链接它（写入时机见../writing-for-agents/references/recovery_surface_policy.md）；调研本身不写.harness/。
边界
- 单问单答；调研中发现开放问题需要多轮验证 → 用户确认后转
autoresearch另立轨道。 - 只读取证，不改代码；结论要落地改动 →
plan/implement。 - 不做任务收尾（归
cleanup）。
Recommended next skill
- 结论要变成改动：
plan；范围已明确直接implement。 - 问题升级为开放研究：
autoresearch。 - 结束：交付调研文档即完成。
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.