research
Skill0 starsChanged 23 days agoMITView on GitHub
Research methodology hub: experimental design, statistical tests and inference, sample-size / power analysis, hypothesis generation and testing, critical evaluation of scientific claims, peer review, academic writing (IMRAD), research brainstorming, grant proposals (NSF/NIH/DARPA/NSTC), market research reports, HTR iterative optimization, classical text analysis. TRIGGER = design an experiment / pick a statistical test / compute sample size / generate or test a hypothesis / review a paper / write a paper or grant / evaluate evidence quality. SKIP = running concrete bio-computation, database or API lookups (-> scientific), finding papers and citation formatting (-> references), publication-grade figures (-> docs-figures), generic ML libraries (-> data-ml), UI/infrastructure engineering (-> dev).
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 repository21 other files it gives its agents.
- autoskillSkill
- credentialsSkill
- data-mlSkill
- devSkill
- docs-figuresSkill
- docxSkill
- find-skillsSkill
- generate-imageSkill
- grill-meSkill
- grill-with-docsSkill
- omc-referenceSkill
- pdfSkill
- pptxSkill
- product-self-knowledgeSkill
- referencesSkill
- scientificSkill
- skill-creatorSkill
- teamSkill
- uvSkill
- workflow-skill-creatorSkill
- xlsxSkill
The file
Files
research hub
Routing rules
- Goal = reach a CONCLUSION / design an experiment / statistical decision / academic text -> this hub
- Goal = run a concrete algorithm or fetch a database record -> scientific
- Paper retrieval, citation formatting, patents / regulatory text -> references
- Publication-grade figure, slide, or poster output -> docs-figures
Sub-skill index
| skill | description |
| statistical-analysis | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power… |
| statistical-power | Calculates sample sizes and statistical power for study planning. Applies when someone asks "how many… |
| experimental-design | Designs experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and… |
| hypothesis-generation | Formulates evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or… |
| scientific-brainstorming | Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit… |
| scientific-critical-thinking | Evaluates scientific claims and evidence quality. Applies to experimental design validity, biases and… |
| peer-review | Prepares evidence-bounded, constructive peer-review drafts and structured manuscript assessments. Supports… |
| scholar-evaluation | Provides qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes… |
| scientific-writing | Drafts, revises, and audits scientific manuscripts or reports with explicit evidence provenance,… |
| arbor | Applies Arbor Hypothesis Tree Refinement to research artifacts with repeatable evaluators, including model… |
| research-grants | Supports research proposal preparation and review for NSF, NIH, DOE, DARPA, and Taiwan NSTC, including… |
| hypogenic | Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled… |
| predictingthepast | Ancient text restoration, attribution, dating, contextualization, and embedding via Aeneas (Latin) / Ithaca… |
| market-research-reports | Builds evidence-traceable market research reports and assumption-driven market sizing or forecast scenarios.… |
Cross-hub handoff
- Choosing a statistical method -> this hub; RUNNING the stats code on data -> data-ml (statsmodels/scikit-learn/pymc)
- Citing literature -> references; CRITIQUING its claims -> this hub (scientific-critical-thinking)
How to use
- Pick the sub-skill from the index above; 2. read
<hub>/<name>/INSTRUCTIONS.md; 3. its scripts/assets resolve relative to that file's directory.
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