research
Skill3 starsChanged 5 days agoMITView on GitHub
技术调研:用户让调研、对比方案、参考竞品或开源实现、查最新模型与价格时调用;结论附出处、时效和置信度,能实测的先实测。用于:调研一下、有哪些方案、参考竞品、行业怎么做、最新模型和价格。设计收敛后的选型和工期转 dev-plan。
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
LambenthanSkillexp-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
skyllwtSkillexp-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 repository28 other files it gives its agents.
- AGENTS.mdAGENTS.md
- client-deliverableSkill
- dev-planSkill
- diagnosing-bugsSkill
- frontend-designSkill
- grillSkill
- handoffSkill
- ops-triageSkill
- ponytail-debtSkill
- ponytail-reviewSkill
- ponytailSkill
- prototypeSkill
- retroSkill
- reviewSkill
- shipSkill
- showcase-pageSkill
- tddSkill
- ui-shotsSkill
- algorithmic-artSkill
- gsap-awwwards-websiteSkill
- gsap-coreSkill
- gsap-scrolltriggerSkill
- gsap-timelineSkill
- web-animSkill
- writing-for-agentsSkill
- zh-checkSkill
- zh-talkSkill
- zh-writeSkill
The file
Files
Research
上下游
- 后接:选型与工期 →
dev-plan;界面参考 →frontend-design。 - 写入:影响后续决策的结论和来源 → 决策记录;其余 → 会话产物。
来源
按可信度排序:
- 实测结果、源码、官方文档与定价页;
- 有实名作者的一手经验:issue、个人博客、v2ex 等社区的实践分享;
- 二手汇总和营销文章。
- 模型型号、价格、版本号、API 用法一律查当前来源。训练数据里的版本可能已经过时。
- 按发布日期筛选:模型、价格和最佳实践默认只用近 6 个月的资料,更早的标注日期。
- 能拿到源码就 clone 到
/tmp读实现。
实测
几分钟能验证的结论就实测:调 API 测延迟、首字时间、吞吐和实际计费,跑 benchmark,写最小 demo。实测前估算费用,超过 1 美元或会消耗用户额度时先问。
参考竞品
每个参考写清三件事:它怎么做、为什么这样做、我们取哪一点。只借鉴原理和用户所指的那一点,结构、命名和文案自己设计。参考对象本身做得不好的地方,直接指出。
输出
- 每条结论附来源链接,或实测命令与输出,并标置信度:实测、官方、一手经验、二手、推断。
- 多个方案对比时编号,给推荐和理由。
- 用户提出与结论矛盾的事实时,先复查来源,再给判断。
完成判据
每条结论都有来源或实测记录;没有来源的明确标为推断。
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
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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.

