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Hypothesis generation
Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg. | spacering-net/ | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | today |
| 2 | Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source. | Yuan1z0825/ | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 3 | This skill enriches vague prompts with targeted research and clarification before execution. | severity1/ | 1.9k | 1 repo | ~1.7k | Automated safety check: Pass | MIT | 8 days ago |
| 4 | Formulate evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions, measurements, and preregistration-ready… | K-Dense-AI/ | 2.4k | 2 repos | ~3.9k | Automated safety check: Pass | MIT | yesterday |
| 5 | A skill your agent uses when a researcher is choosing, framing, refining, or stress-testing a research question, hypothesis, thesis topic, project idea, grant direction, paper angle, or stalled… | Rimagination/ | 305 | 1 repo | ~4.3k | Automated safety check: Pass | MIT | 17 days ago |
| 6 | Build or review source-backed descriptive, diagnostic, predictive, and prescriptive analysis for consequential decisions. | limingrui679-design/ | 1k | — | ~2.2k | Automated safety check: Pass | MIT | 4 days ago |
| 7 | 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 |
| 8 | Creative research ideation and exploration. An agent skill from spacering-net/codeg. | spacering-net/ | 3.9k | 13 repos | ~2k | Automated safety check: Pass | MIT | today |
| 9 | 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 |
| 10 | A skill your agent uses when the user has a research question and needs a complete experiment package — design document, runnable code, results (measured or simulated with honest provenance)… | ai4s-research/ | 237 | 2 repos | ~2.5k | Automated safety check: Pass | MIT | 2 mo ago |
| 11 | Get a deep critical review of research idea from GPT via Codex MCP. | GRIND-Lab-Core/ | 106 | 5 repos | ~1.1k | Automated safety check: Notes | No licence | 5 mo ago |
| 12 | 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 |
| 13 | Help with humanities scholarly writing: sharpen research questions, map supplied readings, plan and draft arguments, review chapters, preserve authorial voice, and respond to reviewers. | tizzy916/ | 435 | — | ~3.4k | Automated safety check: Pass | CC-BY-NC-4.0 | 18 days ago |
| 14 | Turns completed system-internals and adversary-tradecraft research into one focused, testable threat hunt hypothesis about a single attack pattern. | OTRF/ | 4.7k | — | ~600 | Automated safety check: Pass | MIT | 9 mo ago |
| 15 | A skill your agent uses when the user asks to write or draft a PhD / doctoral research proposal, research plan, 研究计划书, or 开题报告 — a forward-looking plan of background, gap, research questions… | luwill/ | 858 | — | ~4.4k | Automated safety check: Notes | No licence | 9 days ago |
| 16 | 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 |
| 17 | Plans and audits runs of the HypoGeniC and HypoRefine packages, which propose hypotheses from labeled text datasets, with local checks before any model call. | K-Dense-AI/ | 48k | 1 repo | ~3.6k | Automated safety check: Notes | MIT | 4 days ago |
| 18 | Generates structured literature survey reports from collected papers using a multi-stage pipeline: outline generation (query-type adaptive) → draft survey → section-by-section expansion → summary… | EvoScientist/ | 476 | 3 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 19 | A skill your agent uses when a contributor wants to create, repair, or complete an OpenRSI-Index AutoResearch task proposal grounded in a remote model-development repository, including… | OpenRSI-Foundation/ | 204 | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | today |
| 20 | Personalized academic literature digests and ranked research ideas grounded in the researcher's papers and persistent memory. | junshi-research/ | 126 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | 23 days ago |
| 21 | Turn vague or partially formed AI, computer-science, data-driven, and engineering-method research directions into evidence-grounded, falsifiable, paper-ready Research Idea Briefs through heuristic… | cpt13-g/ | 240 | — | ~2.6k | Automated safety check: Pass | No licence | 2 mo ago |
| 22 | 22.Deltasci Two-perspective co-reasoning for AI4Science hypothesis generation. | boheling/ | 144 | — | ~1.8k | Automated safety check: Pass | MIT | 4 mo ago |
| 23 | This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. | aws-samples/ | 274 | 3 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | 8 days ago |
| 24 | A skill your agent uses when the user wants cross-disciplinary research ideas generated as concise research cards with Title, Abstract, Design, Distinctiveness, and Significance rather than one-shot… | jameslemon2002/ | 136 | — | ~1.4k | Automated safety check: Pass | MIT | 6 mo ago |
| 25 | Find and read academic papers (S2 + arXiv). An agent skill from EvoScientist/EvoSkills. | EvoScientist/ | 476 | — | ~6.3k | Automated safety check: Notes | Apache-2.0 | 9 days ago |
| 26 | A skill your agent uses when you have an approved research question and need a concrete analysis plan, before touching outcome data or fitting any model | K-Dense-AI/ | 349 | — | ~1.7k | Automated safety check: Pass | Unknown | 26 days ago |
| 27 | Comprehensive product research and opportunity analysis for Amazon sellers. | nexscope-ai/ | 741 | 1 repo | ~3.2k | Automated safety check: Pass | MIT | 1 mo ago |
| 28 | 全自动科研平台:从论文检索、知识图谱构建、研究缺口分析、假设生成,到实验执行、论文写作、自审修正的完整科研流水线。Agent 按此 Skill 的指令自主推进研究流程。触发场景:做研究、搜论文、找研究缺口、生成假设、跑实验、写论文、文献综述、benchmark对比 / Triggers: research, literature review, paper search, hypothesis… | ZS520L/ | 103 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | 4 mo ago |
| 29 | Evaluates a draft research idea like a top-venue reviewer and advisor, scoring it on five dimensions, checking fit with your capacity and returning a clear verdict. | HKUSTDial/ | 8.7k | — | ~3.4k | Automated safety check: Pass | CC-BY-4.0 | 1 mo ago |
| 30 | Use only the current SciAtlas automated review workflow (reviewpipeline) to take a novice user from zero setup to a final automated review of a research idea or paper, including setup, registration… | zjunlp/ | 160 | — | ~2.2k | Automated safety check: Notes | MIT | 10 days ago |
| 31 | Analyze connections across read papers and generate actionable research ideas. | AlphaLab-USTC/ | 134 | — | ~1.1k | Automated safety check: Pass | MIT | 6 mo ago |
| 32 | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature… | Galaxy-Dawn/ | 5.7k | 2 repos | ~2.4k | Automated safety check: Pass | MIT | 16 days ago |
| 33 | Takes a field of study or practice and finds the few independent generators behind it, testing each set by whether it can regenerate the observed phenomena. | lijigang/ | 7.5k | — | ~3.2k | Automated safety check: Pass | MIT | yesterday |
| 34 | Use only the current SciAtlas multi-step idea-generation workflow (sciatlasideagen) to take a novice user from zero setup to final literature-grounded research idea seeds, including setup… | zjunlp/ | 160 | — | ~1.7k | Automated safety check: Notes | MIT | 10 days ago |
| 35 | Filter, compare, and rank papers, posts, captures, threads, bookmarks, product claims, or research ideas for high-entropy mechanistic insight and underpriced leverage. | tokenbender/ | 367 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 36 | Legal abductive reasoning skill for generating and evaluating the most reasonable explanatory hypotheses when evidence is incomplete or facts are ambiguous. | THUYRan/ | 873 | — | ~4k | Automated safety check: Pass | No licence | 1 mo ago |
| 37 | Research viral content ideas from a project profile for Instagram, YouTube, X, and TikTok. | swaroop2004/ | 147 | — | ~920 | Automated safety check: Pass | No licence | 2 mo ago |
| 38 | Clusters the latest news-feed results by topic and writes a briefing of research idea seeds with citations, plus a structured seeds file, without crawling new sources. | OpenLAIR/ | 1.2k | — | ~1.3k | Automated safety check: Notes | Unknown | 22 days ago |
| 39 | Use only SciAtlas search-papers to take a novice user from zero setup to final prior-art grounding for a research idea, including setup, registration guidance, configuration, retrieval, artifact… | zjunlp/ | 160 | — | ~1.1k | Automated safety check: Pass | MIT | 10 days ago |
| 40 | 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 |
| 41 | You MUST use this before any data analysis or investigation - before exploring a dataset, loading or profiling data, running a model, computing a statistic, or testing an idea, and before any… | K-Dense-AI/ | 349 | — | ~2.5k | Automated safety check: Pass | Unknown | 26 days ago |
| 42 | Find and read academic papers: disambiguate queries, discover papers (search, citation traversal, recommendations, arXiv monitoring, trending, GitHub search), evaluate (TLDR, citations, code, SOTA)… | AI4Scientist/ | 128 | — | ~7.7k | Automated safety check: Notes | No licence | 4 mo ago |
| 43 | Generates and iteratively refines research ideas for a given area, checking each one's novelty against Semantic Scholar and arXiv, and scoring it on interestingness, feasibility and novelty. | lingzhi227/ | 386 | — | ~747 | Automated safety check: Pass | No licence | 7 mo ago |
| 44 | 學術研究的 Idea 產生技能——從發散到收斂,系統化地產出高品質研究構想。當使用者想腦力激盪研究方向、找新 research idea、或問「我接下來可以做什麼研究」時,一定要使用此技能。觸發詞包括:brainstorm、想 idea、研究方向、下一步做什麼、有什麼可以研究的、找 gap、research proposal。適用於任何階段的學術研究構想生成。 | voidful/ | 134 | — | ~1.6k | Automated safety check: Pass | MIT | 6 mo ago |
| 45 | 45.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 |
| 46 | Turns a vague math interest into a bounded, searchable problem and builds a source-traced evidence graph, with novelty checks and conjectures drawn from evidence gaps. | tradecatlabs/ | 17k | — | ~554 | Automated safety check: Pass | MIT | today |
| 47 | 47.Hypogenic Automated hypothesis generation and testing using large language models. | davila7/ | 32k | 10 repos | ~5.4k | Automated safety check: Pass | MIT | yesterday |
| 48 | 48.Interview Me Interactive interview to formalize a research idea into a structured specification with hypotheses and empirical strategy | maxwell2732/ | 137 | 1 repo | ~921 | Automated safety check: Pass | No licence | 4 mo ago |