research
Skill4 starsChanged 3 days agoMITView on GitHub
Investigate a question against high-trust primary sources and capture the findings as a cited Markdown file in the repo. Use for "how does WordPress handle X", "what's the current best practice for Y", "compare approaches" — anything requiring current documentation. Runs as a background agent; always uses Context7 or official docs, never guesses API knowledge.
189 other projects use a version of this, 44 of them edited.
Adopted by
Most recently taken up by
- SireJeff/k0ntexttheir own version, first seen Nov 15, 2026
- quickchatai/quickreviewedited, first seen Nov 15, 2026
- igoroliveirg/claude-copytheir own version, first seen Nov 15, 2026
- krishagel/geoffreytheir own version, first seen Nov 15, 2026
- HiteSit/real-scientist-skillsedited, first seen Nov 15, 2026
- Fractera/web4-node-starter-kittheir own version, first seen Nov 15, 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 · 44
- mattpocock/skills★ 309k11% same
- QuivrHQ/quivr★ 40k12% same
- The-Vibe-Company/quivr★ 40k12% same
- ArcReel/ArcReel★ 6.3k12% same
- withcoral/coral★ 4.9k12% same
- bestofjs/bestofjs★ 3.1k12% same
- CelestoAI/SmolVM★ 1.2k12% same
- moeru-ai/xsai★ 66712% same
- aws/graph-explorer★ 49012% same
- biersoeckli/QuickStack★ 36512% same
34 more not listed
Wrote their own version · 145
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- udecode/plate★ 17ksame name
- openai/plugins★ 7.8ksame name
- vinvcn/mattpocock-skills-zh-CN★ 5.5ksame name
- docker/docs★ 4.7ksame name
- thinking-machines-lab/tinker-cookbook★ 4.2ksame name
- parcadei/Continuous-Claude★ 3.9ksame name
- parcadei/Continuous-Claude-v2★ 3.9ksame name
- parcadei/Continuous-Claude-v3★ 3.9ksame name
135 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 repository44 other files it gives its agents.
- AGENTS.mdAGENTS.md
- diagnosing-bugsSkill
- domain-modelingSkill
- fixSkill
- frontend-designSkill
- grill-meSkill
- grill-with-docsSkill
- gsap-coreSkill
- gsap-performanceSkill
- gsap-pluginsSkill
- gsap-scrolltriggerSkill
- gsap-timelineSkill
- gsap-utilsSkill
- handoffSkill
- landing-page-conversion-auditSkill
- refactorSkill
- reviewSkill
- share-learningSkill
- tddSkill
- threejs-animationSkill
- threejs-fundamentalsSkill
- threejs-geometrySkill
- threejs-interactionSkill
- threejs-lightingSkill
- threejs-loadersSkill
- threejs-materialsSkill
- threejs-postprocessingSkill
- threejs-shadersSkill
- threejs-texturesSkill
- to-specSkill
- to-ticketsSkill
- verifySkill
- wp-accessibilitySkill
- wp-accessibility-standardsSkill
- wp-css-standardsSkill
- wp-github-actions-standardsSkill
- wp-html-standardsSkill
- wp-i18nSkill
- wp-js-standardsSkill
- wp-performanceSkill
- wp-php-standardsSkill
- wp-pluginSkill
- wp-security-auditSkill
- wp-themeSkill
The file
We split this skill into the rules it gives an agent
4 rules. 0 are common, 4 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 170 edited versions we read keep these.
4
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 18
Run as a background agent when the question is deep — don't block the session
- Distinctive: line 30
Never answer from memory when the answer is load-bearing (API signatures, hook timing, config options) — fetch first
- Distinctive: line 33
Before implementing with any external library, this skill (or the context7 MCP prompt itself) is mandatory per the External Libraries rule …
- Distinctive: line 35
Never fabricate a citation — a URL you didn't fetch is a lie
“Common” is measured: kept by at least 6 in 10 of the 170 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Research — Evidence Over Memory
Library APIs change; WordPress moves; your training data ages. When the answer matters, research it — with citations.
Procedure
- Source hierarchy (high-trust first):
- Context7 MCP (library/framework docs, current)
- Official docs: developer.wordpress.org, the library's own docs site
- Primary source code (WordPress core
wp-includes/, the library's repo) - Community/vendor blogs only as a tiebreaker, cited as such
- Run as a background agent when the question is deep — don't block the session
- Verify versions: which WP version / library version do the findings apply to?
Note it in the output (e.g. "Vite 8 uses
rolldownOptions;build.rollupOptionsis a deprecated alias") - Capture findings as a cited Markdown file:
docs/research/{slug}.mdwith:- The question, answered in 2-3 sentences
- Key findings, each with its source URL and the version it applies to
- "Not proven" section for anything you couldn't verify — unknown stays unknown, never aspirational
Rules
- Never answer from memory when the answer is load-bearing (API signatures, hook timing, config options) — fetch first
- Distinguish quoted docs from your synthesis; the file must be audit-able
- Before implementing with any external library, this skill (or the context7 MCP prompt itself) is mandatory per the External Libraries rule in AGENTS.md
- Never fabricate a citation — a URL you didn't fetch is a lie
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.

