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Experimental design
Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Evaluate research rigor. An agent skill from weapp-tailwindcss/weapp-tailwindcss. | weapp-tailwindcss/ | 1.9k | 22 repos | ~5.9k | Automated safety check: Notes | MIT | today |
| 2 | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. | spacering-net/ | 3.9k | 3 repos | ~5k | Automated safety check: Pass | MIT | today |
| 3 | Structures benchmark and evaluation papers around five pillars, with a completeness audit, an Introduction logic chain, a section skeleton and a pre-submission checklist. | HKUSTDial/ | 8.7k | — | ~2.8k | Automated safety check: Pass | CC-BY-4.0 | 1 mo ago |
| 4 | Turns a refined research proposal into a claim-to-evidence-to-run-order roadmap instead of a sprawling benchmark wishlist. | zjYao36/ | 128 | 6 repos | ~2.3k | Automated safety check: Notes | No licence | 6 mo ago |
| 5 | Sample-size and statistical power calculations for planning studies. | spacering-net/ | 3.9k | 1 repo | ~3.6k | Automated safety check: Notes | MIT | today |
| 6 | Builds a scoring-aligned outline for a mathematical modeling paper and a model selection plan with baseline, improvement and validation experiments. | yushui2022/ | 453 | 1 repo | ~1.8k | Automated safety check: Pass | MIT | 2 days ago |
| 7 | Chains research-refine and experiment-plan to turn a vague research direction into a focused proposal and a claim-driven experiment roadmap. | zjYao36/ | 128 | 5 repos | ~1.4k | Automated safety check: Notes | No licence | 6 mo ago |
| 8 | Turns a broad metabolic modelling topic into a concrete, paper-shaped plan with organism, model, perturbations, metrics and figures before any FBA code is written. | aiming-lab/ | 15k | — | ~1.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 9 | Plans, runs, and documents analytical method validation, verification, or transfer studies under ICH Q2(R2)/Q14, USP, ICH M10, CLSI EP, or ISO/IEC 17025. | K-Dense-AI/ | 48k | 1 repo | ~4.9k | Automated safety check: Notes | MIT | 4 days ago |
| 10 | A skill your agent uses when the user asks to "design an A/B test", "set up a creative/landing test", "run an incrementality test", or "is this result statistically and practically material?"… | aaron-he-zhu/ | 2.9k | 2 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 11 | Critically review strategy drafts from edge-strategy-designer for edge plausibility, overfitting risk, sample size adequacy, and execution realism. | tradermonty/ | 3k | 1 repo | ~988 | Automated safety check: Pass | MIT | 4 days ago |
| 12 | Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so results are interpretable. | Oleafly/ | 209 | 3 repos | ~3.5k | Automated safety check: Notes | MIT | today |
| 13 | Turns a vague research direction into a focused, problem-anchored method plan through up to five review rounds with a second model. | zjYao36/ | 128 | 6 repos | ~6.9k | Automated safety check: Notes | No licence | 6 mo ago |
| 14 | Experiment executor and monitor for academic research. An agent skill from Imbad0202/experiment-agent. | Imbad0202/ | 200 | — | ~3.1k | Automated safety check: Pass | CC-BY-NC-4.0 | 14 days ago |
| 15 | Statistical significance calculator for A/B test results with sample size requirements, segment breakdowns, and hypothesis generation. | irinabuht12-oss/ | 4k | — | ~1.4k | Automated safety check: Pass | No licence | 16 days ago |
| 16 | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. | Raidriar7170/ | 125 | 5 repos | ~1.4k | Automated safety check: Pass | MIT | 13 days ago |
| 17 | A skill your agent uses when auditing a finished or near-finished AER, AER:Insights, or AEJ manuscript for internal consistency: headline numbers across abstract, introduction, results, and tables… | brycewang-stanford/ | 4.5k | 1 repo | ~2.6k | Automated safety check: Pass | Unknown | 4 days ago |
| 18 | Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation, adversarial review, and decision logs. | Oleafly/ | 209 | 2 repos | ~3.5k | Automated safety check: Pass | MIT | today |
| 19 | Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. | jimmc414/ | 595 | 1 repo | ~2.5k | Automated safety check: Pass | No licence | today |
| 20 | Defines a testable hypothesis with clear success metrics and a validation approach. | product-on-purpose/ | 715 | — | ~966 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 21 | Convert a completed data-analysis conversation into evidence-backed, reproducible living research through the Krisk MCP server. | napjon/ | 117 | — | ~702 | Automated safety check: Pass | BSD-3-Clause | 8 days ago |
| 22 | Design an A/B experiment — hypothesis, variants, primary metric, and sample size. | Owl-Listener/ | 2.9k | 1 repo | ~472 | Automated safety check: Pass | MIT | 1 mo ago |
| 23 | 23.Ab Test Plan Design a statistically rigorous A/B or multivariate test plan — If/Then/Because hypothesis, control and variant specs, required sample size per variant (absolute vs relative MDE via… | indranilbanerjee/ | 859 | 1 repo | ~2k | Automated safety check: Pass | MIT | 6 days ago |
| 24 | Complete academic research skill suite covering the full pipeline: paper reading (read/explain papers with storytelling), idea generation (brainstorm research directions), experiment design (plan… | voidful/ | 134 | — | ~887 | Automated safety check: Pass | MIT | 6 mo ago |
| 25 | Best practices for systematic research, source evaluation, and evidence gathering | vstorm-co/ | 1.1k | — | ~577 | Automated safety check: Pass | MIT | 3 days ago |
| 26 | 26.Design Study A skill your agent uses when checking a radiology or medical AI study design before drafting or submission. | Aperivue/ | 331 | — | ~3.9k | Automated safety check: Pass | MIT | 4 days ago |
| 27 | Produces ranked, evidence-grounded next steps when an ML experiment has stalled, drawing on a Leeroopedia knowledge base or on fetched docs and issues. | Leeroo-AI/ | 195 | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 28 | Plans research experiments in four progressive stages, from a first working implementation through baseline tuning and creative research to ablation studies. | lingzhi227/ | 386 | — | ~752 | Automated safety check: Pass | No licence | 7 mo ago |
| 29 | PhD-level expertise in data science, statistics, and machine learning. | magnus919/ | 282 | — | ~3.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 30 | Methodology for market research and data collection, ensuring data quality and source traceability | chekusu/ | 688 | — | ~533 | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 31 | 學術研究實驗設計技能——從研究假設到可重現實驗計畫的完整流程。當使用者需要規劃實驗、設計 ablation study、選擇 baseline、確定評估指標,或問「我應該跑哪些實驗」時,一定要使用此技能。觸發詞包括:實驗設計、experiment design、ablation、baseline、跑什麼實驗、evaluation metric、如何驗證方法。適用於機器學習、NLP、CV… | voidful/ | 134 | — | ~1.2k | Automated safety check: Pass | MIT | 6 mo ago |
| 32 | A skill your agent uses when the user wants to design experiments, plan ablation studies, structure baselines, or create incremental evaluation strategies. | fcakyon/ | 415 | — | ~987 | Automated safety check: Pass | MIT | 23 days ago |
| 33 | Stress-test an academic research question, proposal, study design, analysis plan, manuscript claim, review protocol, or AI research project through a one-question-at-a-time interview until its… | Exekiel179/ | 103 | — | ~2k | Automated safety check: Pass | MIT | 11 days ago |
| 34 | Applies the epidemiological reasoning and population-health frameworks of Albert Hofman (Harvard epidemiologist, Rotterdam Study). | K-Dense-AI/ | 129 | — | ~1.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 35 | [production-grade internal] Optimizes AI/ML/LLM usage when you need model selection, prompt engineering, cost reduction, or experiment design. | nagisanzenin/ | 181 | — | ~3k | Automated safety check: Pass | No licence | 1 mo ago |
| 36 | 36.Ab Testing A skill your agent uses when designing or analyzing a controlled experiment — falsifiable hypothesis, sample size from an MDE, reading significance/CI/power, CUPED, or rescuing tests that won't go… | ericrisco/ | 174 | — | ~2.4k | Automated safety check: Pass | MIT | 2 days ago |
| 37 | 37.Denario Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. | davila7/ | 32k | 8 repos | ~1.5k | Automated safety check: Notes | MIT | yesterday |
| 38 | Calculate A/B test statistical significance. An agent skill from guia-matthieu/clawfu-skills. | guia-matthieu/ | 150 | — | ~1k | Automated safety check: Pass | MIT | 8 days ago |
| 39 | 39.Vivado Sim A skill your agent uses when the user needs help with Vivado simulation strategy, flow selection, and debugging. | Shinei-Nouzen-Arch/ | 180 | — | ~2.9k | Automated safety check: Pass | GPL-2.0 | 1 mo ago |
| 40 | Mine and synthesize real top-journal scenario/vignette experiment patterns for behavioral research. | Drchronx/ | 137 | — | ~1.1k | Automated safety check: Pass | Unknown | 4 mo ago |
| 41 | Design, plan, and analyze A/B tests with statistical rigor. An agent skill from OpenClaudia/openclaudia-skills. | OpenClaudia/ | 713 | — | ~1.7k | Automated safety check: Pass | MIT | 21 days ago |
| 42 | Generate falsifiable trade strategy hypotheses from market data, trade logs, and journal snippets. | tradermonty/ | 3k | 1 repo | ~693 | Automated safety check: Pass | MIT | 4 days ago |
| 43 | Design/audit tissue, cell, organoid, animal, perturbation and rescue validation; not physical SOP execution. | huang-sir1/ | 1.9k | — | ~3.6k | Automated safety check: Pass | Unknown | 18 days ago |
| 44 | Guides turning an observation into testable, falsifiable hypotheses with null and alternative statements, competing explanations and predictions tied to experimental design. | aiming-lab/ | 15k | — | ~628 | Automated safety check: Pass | MIT | 1 mo ago |
| 45 | AlphaEvolve expert consultant grounded strictly in the official reference guide. | Google-Cloud-AI/ | 119 | — | ~3k | Automated safety check: Pass | Apache-2.0 | 8 days ago |
| 46 | 46.Causal Causal inference toolkit for when experiments are not possible: estimate treatment effects from observational data with assumption checks and mandatory caveats. | ai-analyst-lab/ | 304 | — | ~1.8k | Automated safety check: Pass | MIT | 9 days ago |
| 47 | Frames an epic as a testable if-then hypothesis with a target user, expected outcome, small discovery experiments and validation measures. | deanpeters/ | 7.2k | 1 repo | ~3.2k | Automated safety check: Pass | Unknown | 1 mo ago |
| 48 | Expert data scientist for advanced analytics, machine learning, and statistical modeling. | davila7/ | 32k | 8 repos | ~2.6k | Automated safety check: Pass | MIT | yesterday |