research
Skill5 starsChanged 10 days agoMITView on GitHub
Investigate a question against high-trust primary sources and capture the findings as a cited Markdown file. Use when the user wants a topic researched, docs or package facts gathered, reading legwork delegated, or a wayfinder research ticket resolved.
189 other projects use a version of this, 53 of them edited.
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-skillsedited, first seen Nov 8, 2026
- Suge8/friedbuntheir own version, first seen Nov 8, 2026
- wowyuarm/dsh-agent-teamedited, first seen Nov 8, 2026
- Contexera/dsh-agent-teamedited, 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 · 53
- mattpocock/skills★ 309k29% same
- QuivrHQ/quivr★ 40k31% same
- The-Vibe-Company/quivr★ 40k31% same
- ArcReel/ArcReel★ 6.3k31% same
- withcoral/coral★ 4.9k31% same
- bestofjs/bestofjs★ 3.1k31% same
- CelestoAI/SmolVM★ 1.2k31% same
- moeru-ai/xsai★ 66731% same
- aws/graph-explorer★ 49031% same
- biersoeckli/QuickStack★ 36531% same
43 more not listed
Wrote their own version · 136
- 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
126 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 repository57 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- architecture-satisfactionSkill
- autopilotSkill
- browser-testSkill
- chatter-scoutSkill
- closeoutSkill
- codebase-designSkill
- code-reviewSkill
- code-smells-auditSkill
- commitSkill
- dependency-auditSkill
- diagnosing-bugsSkill
- domain-modelingSkill
- fix-ci-failuresSkill
- fix-github-issuesSkill
- fix-nightwatch-issuesSkill
- fix-posthog-issuesSkill
- grillingSkill
- grill-meSkill
- grill-with-docsSkill
- handoffSkill
- harness-toolsSkill
- housekeeperSkill
- implementSkill
- implement-specSkill
- improve-codebase-architectureSkill
- laravel-herd-worktreesSkill
- panelSkill
- prototypeSkill
- prSkill
- prune-testsSkill
- releaseSkill
- repository-cleanupSkill
- resolve-review-commentsSkill
- resolving-merge-conflictsSkill
- retroSkill
- run-afterSkill
- scratch-cleanupSkill
- scratch-statusSkill
- setupSkill
- sweepSkill
- tddSkill
- teachSkill
- to-questionnaireSkill
- to-specSkill
- to-ticketsSkill
- triage-github-prSkill
- triageSkill
- ui-designSkill
- upgrade-planSkill
- verifySkill
- wait-whatSkill
- wayfinderSkill
- which-skillSkill
- wizardSkill
- writing-for-agentsSkill
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 0 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 169 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 25
Append to the file as you go: after each source settles a claim, add it with its citation (a URL, a file path, or package@version).
“Common” is measured: kept by at least 6 in 10 of the 169 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
Answer one question from primary sources and leave a cited Markdown file behind.
The question is $ARGUMENTS. If that is empty, the question is the one stated in the conversation; if there is none either, stop and report that you need the question as an argument (in Claude Code this skill runs in its own subagent and cannot see the conversation).
Where this runs
In Claude Code with the plugin installed, the body below runs in the researcher subagent and the answer returns to the caller when it finishes. In other harnesses, dispatch it and wait per harness-tools (leek-skills:researcher where the harness loads this plugin's agents; read-only for source sweeps; general-purpose when it must fetch or write) or run it inline and say so. Either way the work must finish inside this session: a sub-agent's task handle dies at /clear, session end, or compaction, so never leave one running, and in everything durable (tickets, resolution comments, hand-off text) reference the findings by file path, never by task ID.
The research brief
- Create the findings file first, before any investigation: a single Markdown file holding the question and an empty findings list. Save it where the repo already keeps such notes: the tracker doc (
.agents/issue-tracker.md) names the place when it has one; otherwise match the existing convention. Search that place first, since an earlier note may already answer the question. If there is none,.scratch/research/<slug>.mdis the default (an inbox thatscratch-cleanuplater files intodocs/). A run cut off partway then still leaves its findings behind. - Investigate the question against primary sources: official docs, package source (
vendor/for Composer,node_modules/for npm), specs, first-party APIs, never a secondary write-up of them. Follow every claim back to the source that owns it. In a Laravel project with Boost, prefer thesearch-docsMCP tool over web search for framework and package questions, it returns version-pinned ecosystem docs. - Append to the file as you go: after each source settles a claim, add it with its citation (a URL, a file path, or
package@version). Never hold findings back to write in one pass at the end. - Budget turns. This run has a hard turn cap and is killed without a final message when it hits it. At about 100 turns, stop investigating whatever is left: record the open parts as unanswered in the file, then finish with steps 5 and 6.
- End the file with a short What this unblocks section: the answer in one or two lines (or what stayed unanswered and why), and what it makes decidable, no pipeline banners or skill routing.
- Report back: the answer in a few lines, the file path, and a Next block (below). The final message is data for the caller, who relays the answer plus the path to the user rather than re-pasting the document.
Wayfinder integration
When resolving a wayfinder research ticket, follow the configured tracker's Wayfinding operations. Claim it first through the Claim operation so a concurrent session cannot pick it up mid-flight. Write the findings file (no branch: see the tracker's Working in parallel rules), link it through the Assets operation, then use the Resolve operation to record the answer and the file pointer and close the ticket. Research tickets are the one type a charting session may run several of in parallel, all collected before the session ends.
Next block
End the report with the conditions that apply, most likely first (no pipeline banner: research is supporting work). The caller routes on them:
- Answered, and a decision was waiting on it →
/grill-meon that decision, naming it - Answered a
wayfinderticket →/wayfinder <map>for the next frontier ticket - Answered, and it changes a published spec →
/to-specto revise, naming which section is now wrong - Unanswerable from primary sources → say so plainly;
/to-questionnaireif a person holds the answer - Answered, but surfaced a new unknown →
/researchon the new question, stated as a question
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.

