Topic · Research & Science
Best hypothesis generation skills, page 2
Hypothesis generation skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | Offers ten ideation frameworks for exploring new research directions, stress-testing half-formed ideas and finding gaps when you are stuck or changing fields. | Orchestra-Research/ | 13k | 3 repos | ~4.8k | Automated safety check: Pass | MIT | 3 mo ago |
| 50 | 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 | 7 days ago |
| 51 | 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/ | 348 | — | ~2.5k | Automated safety check: Pass | Unknown | 24 days ago |
| 52 | A skill your agent uses when the user wants to turn a research idea, experiment results, related works, or draft into a paper through the Codex-native PaperPRISM workflow. | XueruiSu/ | 108 | — | ~1.2k | Automated safety check: Pass | No licence | 2 mo ago |
| 53 | Run a cumulative daily or retrospective sweep of research papers on a chosen topic, audit their claims, methods, integrity signals, and independent support, then identify overlooked but feasible… | tamdogood/ | 218 | — | ~3.1k | Automated safety check: Pass | MIT | 1 mo ago |
| 54 | 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 |
| 55 | Assess and monitor an ongoing research project's competitor landscape, novelty risk, and method/data opportunities from a proposal, paper, research question, data or method notes, or a suspected… | franklee16/ | 223 | — | ~4k | Automated safety check: Pass | MIT | 19 days ago |
| 56 | A skill your agent uses when designing, running, logging, diagnosing, or iterating experiments for the selected research idea. | BingHanOfUESTC/ | 106 | — | ~446 | Automated safety check: Pass | MIT | 3 mo ago |
| 57 | Frames a data/ML problem before any modeling — the decision, the action, the cost of a wrong call, task type, target, and success metric. | flyrank-bih/ | 140 | — | ~700 | Automated safety check: Pass | Unknown | 1 mo ago |
| 58 | 58.Scholar Data Comprehensive open data directory (100+ datasets across 14 categories) with auto-fetch capability, plus data collection instrument design, variable dictionaries, data management, IRB materials, and… | joshzyj/ | 167 | — | ~23k | Automated safety check: Notes | Unknown | 19 days ago |
| 59 | 59.Edmans Audit Audit a finance paper against Alex Edmans' "Learnings From 1,000 Rejections" (2025, Financial Management) three-part framework: Contribution, Execution, Exposition. | aspi6246/ | 157 | — | ~1.6k | Automated safety check: Pass | No licence | 1 mo ago |
| 60 | Generate testable hypotheses from observations. An agent skill from jimmc414/Kosmos. | jimmc414/ | 594 | — | ~1.7k | Automated safety check: Pass | No licence | 3 days ago |
| 61 | Routing guide -- when to use nansen agent (AI research) vs direct CLI data commands. | nansen-ai/ | 139 | — | ~948 | Automated safety check: Pass | MIT | yesterday |
| 62 | A skill your agent uses when the user wants to debug, diagnose, or systematically iterate on an experiment that already exists, or when they need a structured experiment log for tracking runs… | EvoScientist/ | 474 | 3 repos | ~2k | Automated safety check: Pass | Apache-2.0 | 7 days ago |
| 63 | Research ideation workflow from literature search to research planning. | catlog22/ | 563 | — | ~2.8k | Automated safety check: Notes | No licence | yesterday |
| 64 | 64.Primekg Queries a pinned Precision Medicine Knowledge Graph (PrimeKG) CSV for typed gene, drug, disease, and phenotype nodes, direct associations, disease context, and one- or two-hop paths. | K-Dense-AI/ | 48k | 1 repo | ~2.4k | Automated safety check: Pass | MIT | 2 days ago |
| 65 | 65.Gap Analysis A skill your agent uses when the user asks to analyze research gaps, find research gaps, generate research ideas, or analyze papers for gaps. | xujingchen1996/ | 134 | — | ~932 | Automated safety check: Pass | MIT | 2 mo ago |
| 66 | Guide a research project through the full academic lifecycle — from raw idea to concrete research question, literature grounding, methodology, writing, feedback, and publication. | GRCEngClub/ | 419 | — | ~2.2k | Automated safety check: Pass | Unknown | 3 days ago |
| 67 | 67.Scholar Idea Explore broad social science ideas and convert them into formal, researchable questions. | joshzyj/ | 167 | — | ~8.8k | Automated safety check: Notes | Unknown | 19 days ago |
| 68 | 当用户提供研究资料、项目背景、实验结果、论文草稿、PR/仓库信息或自然语言线索,希望在文献调查基础上提出科学问题、凝练可证伪假设、寻找创新点或判断研究想法价值时使用。⚠️ 不适用:用户只需要完整实验方案/分析计划(优先 research-plan)、只要写文献综述正文(优先 research-literature-review)、或只要不需要文献依据的普通头脑风暴。 | huangwb8/ | 2.9k | — | ~1.6k | Automated safety check: Pass | MIT | 3 days ago |
| 69 | Debug complex issues using competing hypotheses with parallel investigation, evidence collection, and root cause arbitration. | wshobson/ | 40k | 1 repo | ~1.2k | Automated safety check: Pass | MIT | 3 days ago |
| 70 | Main orchestration workflow for systematic literature research - search, evaluate, traverse, synthesize via the rp tools pipeline (Scopus + OpenAlex) | wentorai/ | 858 | — | ~4.9k | Automated safety check: Pass | Unknown | 1 mo ago |
| 71 | Verify research idea novelty against recent literature. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 5 repos | ~823 | Automated safety check: Pass | No licence | 4 mo ago |
| 72 | Develop and optimize rough CCF research ideas into problems, insights, mechanisms, and evidence plans. | mikubaka88/ | 3k | — | ~1.9k | Automated safety check: Pass | MIT | 21 days ago |
| 73 | Assess research ideas for value, novelty, insight, and mechanism. | mikubaka88/ | 3k | — | ~2.1k | Automated safety check: Pass | MIT | 21 days ago |
| 74 | Light 科研主线第 3 步·提 idea:从模糊方向/数据/文献结构化发散(激发算子系统生成,不是泛泛头脑风暴) → 产值得做且做得成的分层候选 idea(moonshot 冲刺/solid 稳妥/safe 保底),每个必答为什么值得做·创新点· 比现有强在哪·解决什么具体问题·能投什么层次,且提出时就自带撞车前置自查(最像的前作+delta,吃上游 literature-search… | Light0305/ | 640 | 1 repo | ~4.6k | Automated safety check: Pass | MIT | 3 mo ago |
| 75 | Semantic search across UK Biobank's 12,000+ data fields and publications — find the right variables for your research question. | ClawBio/ | 1.2k | 2 repos | ~1k | Automated safety check: Pass | MIT | yesterday |
| 76 | Decision-grade workflow for synthesizing a source set into clear findings, contradictions, confidence markers, gaps, and next questions. | NateBJones-Projects/ | 4.7k | — | ~939 | Automated safety check: Pass | Unknown | yesterday |
| 77 | Generate and rank research ideas given a broad direction. An agent skill from GRIND-Lab-Core/night_owl_research_agent. | GRIND-Lab-Core/ | 106 | — | ~3.2k | Automated safety check: Warn | No licence | 5 mo ago |
| 78 | Generates testable research hypotheses and experimental designs. | liangdabiao/ | 290 | — | ~903 | Automated safety check: Pass | No licence | 5 mo ago |
| 79 | Design a dynamic research team and plan using agent teams -- analyzes question, composes team, creates executable research plan. | Wirasm/ | 2.3k | — | ~4.9k | Automated safety check: Pass | MIT | 5 days ago |
| 80 | 80.Idea Creator Generate and rank research ideas given a broad direction. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 5 repos | ~3.9k | Automated safety check: Warn | No licence | 4 mo ago |
| 81 | Conduct a systematic literature review that maps the current landscape of a research question. | joshzyj/ | 167 | — | ~14k | Automated safety check: Notes | Unknown | 19 days ago |
| 82 | A skill your agent uses when maintaining hypothesis generation, falsifiability, FINER checks, or hypothesis portfolios. | meamaturinlove221/ | 136 | — | ~557 | Automated safety check: Pass | Unknown | 4 mo ago |
| 83 | 83.Interview Me Interactive interview that formalizes a fuzzy research idea into a structured spec (RQ, hypotheses, identification, data needs, empirical strategy). | pedrohcgs/ | 1.6k | — | ~1.8k | Automated safety check: Pass | MIT | 10 days ago |
| 84 | Generate structured research questions, testable hypotheses, and candidate empirical strategies from a topic, phenomenon, or dataset description. | pedrohcgs/ | 1.6k | — | ~1.7k | Automated safety check: Pass | MIT | 10 days ago |
| 85 | A skill your agent uses when the user wants to generate and literature-vet a pool of novel, testable research hypotheses for a question or domain. | gaasher/ | 174 | — | ~2.6k | Automated safety check: Pass | MIT | 3 mo ago |
| 86 | 86.Grants NIH grant research skill for clinical researchers. An agent skill from alirezarezvani/claude-skills. | alirezarezvani/ | 28k | — | ~3.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 87 | A skill your agent uses when evaluating whether a research idea clears the AER top-5 bar, when routing between AER, AER:Insights, and the AEJ family, or when sharpening a fuzzy contribution sentence… | brycewang-stanford/ | 4.5k | 1 repo | ~2k | Automated safety check: Pass | Unknown | 2 days ago |
| 88 | Discover, evaluate, and download publicly available datasets from the internet. | GRIND-Lab-Core/ | 106 | — | ~8.1k | Automated safety check: Warn | No licence | 5 mo ago |
| 89 | Structured hypothesis formulation from observations. An agent skill from foryourhealth111-pixel/Vibe-Skills. | foryourhealth111-pixel/ | 3.6k | — | ~3.1k | Automated safety check: Notes | MIT | 1 mo ago |
| 90 | Decompose research ideas into atomic, self-contained concepts with bidirectional math-code mapping. | lingzhi227/ | 383 | — | ~712 | Automated safety check: Pass | No licence | 7 mo ago |
| 91 | 91.Start Design Start design for a GitHub issue - creates design doc from research/ideas, updates status to Todo | Log2n-io/ | 250 | — | ~3.9k | Automated safety check: Pass | Unknown | yesterday |
| 92 | A skill your agent uses when the user wants guided reading, deep reading, or structured analysis of a single paper, starting from fuzzy keywords or a research question. | ZimoLiao/ | 576 | — | ~968 | Automated safety check: Pass | MIT | 12 days ago |
| 93 | Get a deep critical review of research from Claude via claude-review MCP. | AI4Scientist/ | 128 | 3 repos | ~1.3k | Automated safety check: Pass | No licence | 4 mo ago |
| 94 | Synthesize the shortlist into a discussion-ready research idea brainstorm memo, writing output/REPORT.md, output/APPENDIX.md, and output/REPORT.json. | WILLOSCAR/ | 513 | — | ~441 | Automated safety check: Pass | No licence | 2 days ago |
| 95 | Generate research questions from existing materials — codebooks, survey questionnaires, datasets, or published papers/abstracts. | joshzyj/ | 167 | — | ~4.2k | Automated safety check: Pass | Unknown | 19 days ago |
| 96 | Interview preparation and recording-consent law. An agent skill from jamditis/claude-skills-journalism. | jamditis/ | 416 | — | ~2.8k | Automated safety check: Pass | MIT | 3 days ago |
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