research
Skill1 starsChanged 5 months agoMITView on GitHub
Deep, multi-note research across the vault. Decompose a question into several searches, gather and read many related notes (following wikilinks and backlinks), then write a structured, cited analysis note into the fitting resource topic. Heavier than query, which gives a concise one-shot answer — use for "compare X and Y", "write an analysis of Z", "deep dive on…".
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
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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
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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.
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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 repository10 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- brainstormingSkill
- download-videoSkill
- grill-meSkill
- ingestSkill
- querySkill
- setupSkill
- vault-lintSkill
- weekly-reviewSkill
The file
Files
<!-- Adapted from the research skill of a private LLM-wiki repo (see BACKLOG.md), following the
LLM-wiki pattern (karpathy). Reworked for this PARA vault: qmd optional, Grep fallback. -->research — deep multi-note study, written back into the vault
research vs query: query answers one question concisely from the top notes. research
deliberately sweeps broadly and produces a persisted, structured analysis note. Vault
conventions live in CLAUDE.md.
Folder paths in this skill are the template defaults — the authoritative paths live in the "Folder roles" table in CLAUDE.md's Vault structure section. Look folders up there by role — never trust the literal defaults on a renamed or non-English vault.
Steps
- Scope & confirm. Restate the research question, the angle, the intended sections/depth,
and where the analysis note will land (usually
04-Resources/<Topic>/; the relevant project file's folder when it's project-scoped; ask if there's no obvious home). Because this sweeps wide and writes a file, confirm before the heavy retrieval — this is the same gate thebrainstormingskill uses. - Broad retrieval. Decompose the question into sub-questions and run several searches —
never rely on one query. Probe
command -v qmdonce:- qmd installed:
qmd query "<sub-question>" -n 15per sub-question. - No qmd: Grep key terms and synonyms across
**/*.md; Glob the relevant topic folders; scan the## Indexsections of the topic starter notes. Then widen beyond direct hits: follow[[wikilinks]]outward AND backlinks (Grep for the central notes' names inside[[…]]) so related material isn't missed.
- qmd installed:
- Read in full. Fetch the gathered notes whole — snippets are only leads; synthesize from full text, including cited source notes.
- Synthesize a structured analysis:
- A clear question/thesis up front.
- Sections by sub-topic, every claim carrying a
[[wikilink]]citation. Separate what a source claims from established fact. - An explicit Open questions / gaps subsection and a Contradictions subsection (lint-minded: note where notes disagree or evidence is thin).
- A Sources list of the notes drawn on.
- Write the note to
04-Resources/<Topic>/Analysis - <Readable Name>.mdwith frontmatter (tags: [resource, analysis],created). Analysis notes are the allowed exception to one-note-one-thought atomicity — they are synthetic and longer by design. - Cross-link & index. Link the analysis to the notes it draws on (they gain a backlink
automatically), add it to the
## Indexsection of the topic starter note, and log one line in today's daily note. Follow-up todos obey the two-place todo rule. - Re-embed if qmd is installed; skip silently otherwise.
Quality bar
- Cite every claim; never assert un-sourced statements as established. Label model knowledge added on top of vault content as such.
- Surface gaps and contradictions rather than papering over them — where the vault is thin on a
sub-topic, say so and recommend an
ingestto fill it.
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