Skip to content

Skill catalog

314research & science agent skills synced from skills.sh, with their install counts. Read them here, or let your agent fetch the right one through the Graph-of-Skills MCP server.

Want your agent to use these? Set up Graph-of-Skills or get a free key. How these skills are sourced and what we check. Cannot find one? Your agent can write a skill for your own library. Have skills of your own? Install one on another machine. A skill that comes from GitHub shows its npx skills add command on its page.

  1. person-research arcmira/mcp

    Researches a person across podcasts and YouTube for interview or meeting prep: where they appeared, their own words, who discusses them. Uses arcmira.

    2,224 installs
  2. sponsor-research arcmira/mcp

    Sponsor and ad-read research on podcasts and YouTube: who sponsors a show, or which shows a brand sponsors, how often, since when. Uses arcmira.

    2,223 installs
  3. alphagenome-single-variant-analysis google-deepmind/science-skills

    Analyzes genetic variant effects on gene expression (RNA-seq), chromatin accessibility (DNASE), histone marks (ChIP), and transcription factors using the AlphaGenome API. Use when the user asks about non-coding variant…

    2,211 installs
  4. uniprot-database google-deepmind/science-skills

    Access protein metadata, function, taxonomy, and sequences across UniProtKB, UniParc, and UniRef. Use when searching for proteins, mapping identifiers, or retrieving functional annotations and publications. Don't use fo…

    2,211 installs
  5. clinvar-database google-deepmind/science-skills

    Use when needing clinical significance, pathogenicity classifications (e.g., Pathogenic, Benign, VUS), clinical evidence rationales, or finding "hard positive" benchmark controls for human genomic variants.

    2,200 installs
  6. huggingface-papers huggingface/skills

    Look up and read Hugging Face paper pages in markdown, and use the papers API for structured metadata such as authors, linked models/datasets/spaces, Github repo and project page. Use when the user shares a Hugging Face…

    2,195 installs
  7. opentargets-database google-deepmind/science-skills

    Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.

    2,181 installs
  8. protein-sequence-msa google-deepmind/science-skills

    Performs multiple sequence alignment of proteins with EBI Clustal Omega. Use when you need to align multiple sequences to assess similarity, domain conservation, or key residue conservation. Supports up to 4000 sequence…

    2,175 installs
  9. protein-sequence-similarity-search google-deepmind/science-skills

    Searches for homologous protein sequences using MMseqs2 (fast, default) or BLAST (comprehensive, fallback). Trigger this whenever the user provides a protein sequence or FASTA file and asks to find homologues, sequence…

    2,175 installs
  10. research-decision-room nexu-io/open-design

    Turn messy user research notes, interviews, support tickets, surveys, and product context into an evidence-backed decision room: a single HTML artifact with an evidence ledger, theme map, confidence heatmap, opportunity…

    2,174 installs
  11. dbsnp-database google-deepmind/science-skills

    Use when you want to look up, map, and search for short genetic variants (SNPs, indels) in NCBI's dbSNP database. Resolves between rsIDs, genomic coordinates in VCF format, and HGVS strings. For an rsID, returns variant…

    2,173 installs
  12. math-reasoning lingzhi227/agent-research-skills

    Formal mathematical reasoning for research papers — derive equations, write proofs, formalize problem settings, select statistical tests, and generate LaTeX math notation. Use when the user needs mathematical derivation…

    2,172 installs
  13. embl-ebi-ols google-deepmind/science-skills

    Query and search the EMBL-EBI Ontology Lookup Service (OLS) for biomedical ontology terms, definitions, and hierarchies across 250+ ontologies (e.g., GO, DOID, HP). Use when the user asks to search for terms, retrieve d…

    2,168 installs
  14. interpro-database google-deepmind/science-skills

    Identify domains, families, and sites in proteins; find all proteins in a family or sharing a domain; explore species distribution for a domain; annotate genomes with protein families and GO terms. InterPro combines 14…

    2,164 installs
  15. string-database google-deepmind/science-skills

    Query the STRING database for protein-protein interactions (PPIs), functional enrichment, and homology. Use when the user asks about interactions between specific proteins, interaction evidence, confidence scores, prote…

    2,164 installs
  16. foldseek-structural-search google-deepmind/science-skills

    Performs 3D structural searches of proteins against various databases (PDB, AlphaFold, CATH, MGnify, etc.) using the Foldseek API. Use ONLY when the user provides a physical 3D coordinate file (.cif, .mmcif, or .pdb) an…

    2,163 installs
  17. gtex-database google-deepmind/science-skills

    Use when you want to retrieve quantitative RNA expression data and variant eQTL information from the GTEx (Genotype-Tissue Expression) Project across 54 non-diseased tissue sites.

    2,158 installs
  18. hypothesis-generation k-dense-ai/scientific-agent-skills

    Formulates evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions, measurements, and preregistration-ready analysis plans. Used when t…

    2,143 installs
  19. ucsc-conservation-and-tfbs google-deepmind/science-skills

    Fetch Evolutionary Conservation scores (phyloP, phastCons) and Transcription Factor Binding Sites (TFBS) from the UCSC Genome Browser. Use when analyzing whether genomic variants or regions are evolutionarily conserved,…

    2,126 installs
  20. systems-thinking refoundai/lenny-skills

    Help users think in systems and understand complex dynamics. Use when someone is dealing with multi-stakeholder problems, trying to understand second-order effects, managing platform ecosystems, or analyzing complex org…

    2,098 installs
  21. scholar-evaluation k-dense-ai/scientific-agent-skills

    Provides qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with optional local quality controls. Never use for ranking people or consequential…

    2,097 installs
  22. bgpt-paper-search k-dense-ai/scientific-agent-skills

    Searches BGPT scientific papers by topic or DOI and retrieves claim-level evidence extracted from full text, including experiments, reported statistics, scope, limitations, and provenance. Use for literature reviews, ev…

    2,076 installs
  23. x-ray-a-company useosint/skills

    Corporate due-diligence workflow — resolve a brand or website to its registered legal entity, map group structure and beneficial ownership, profile officers and directors, enumerate the digital estate, and screen litiga…

    2,073 installs
  24. research-grants k-dense-ai/scientific-agent-skills

    Supports research proposal preparation and review for NSF, NIH, DOE, DARPA, and Taiwan NSTC, including opportunity-specific requirements, aims, review criteria, budgets, broader impacts, forms, and resubmissions. Use fo…

    2,061 installs
  25. exa-search cline/skills

    Deep research powered by Exa. Use for lead generation, literature reviews, deep dives, competitive analysis, or any query where one search falls short, including phrases like 'research this', 'find everything about', 'f…

    2,044 installs
  26. read-deleted-pages useosint/skills

    Recover deleted, edited or historical web content using the Wayback Machine and its CDX API, archive.today, Common Crawl and Memento/Timetravel. Use when a page is deleted, changed or 404s, checking what a site used to…

    2,033 installs
  27. market-research-reports k-dense-ai/scientific-agent-skills

    Builds evidence-traceable market research reports and assumption-driven market sizing or forecast scenarios. Use for market definition, industry and customer evidence, competitive landscapes, TAM/SAM/SOM reconciliation,…

    2,031 installs
  28. academic-research-suite imbad0202/academic-research-skills-codex

    ARS-Codex research, writing, manuscript review, study screening, and experiments. Use for deep research, literature or systematic reviews, meta-analysis, research questions, drafts, revisions, roadmaps, abstracts, citat…

    2,003 installs
  29. literature-review davila7/claude-code-templates

    Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-anal…

    1,990 installs
  30. research-lookup k-dense-ai/scientific-agent-skills

    Compiles current scholarly evidence for a scientific manuscript or research brief when the user explicitly asks to gather literature, references, background evidence, competing findings, or a manuscript research packet.…

    1,990 installs
  31. ccf-idea-optimizer mikubaka88/ccfa-skills

    Develop and optimize rough CCF research ideas into problems, insights, mechanisms, and evidence plans. Use for 优化idea, 具象化idea, 找方向, 方向探索, and rescue routes when development is the requested deliverable. Judging whether…

    1,981 installs
  32. geomaster k-dense-ai/scientific-agent-skills

    Supports geospatial research workflows for remote sensing, vector and raster GIS, spatial statistics, terrain and network analysis, and machine learning for Earth observation. Use when processing satellite imagery, alig…

    1,977 installs
  33. ccf-experiment-designer mikubaka88/ccfa-skills

    Design and interpret CCF experiments: datasets, baselines, metrics, ablations, execution specifications, observed feedback, and result-table contents. Use for 设计实验, 消融, benchmark planning, 实验结果分析, and evidence design wi…

    1,976 installs
  34. ccf-literature-searcher mikubaka88/ccfa-skills

    Find and verify external literature, prior art, datasets, benchmarks, and citation candidates. Use for 文献检索, 相关工作, benchmark搜索, and research opportunity maps. Recurring recent-paper watch belongs to ccf-literature-monit…

    1,975 installs
  35. ccf-integrity-auditor mikubaka88/ccfa-skills

    Audit existing CCF claims, numbers, terminology, and citations against supplied or verified evidence. Use for 引用核验, claim审计, 数字一致性, and BibTeX/context checks. Full scientific review belongs to ccf-paper-reviewer; new li…

    1,971 installs
  36. ccf-idea-reviewer mikubaka88/ccfa-skills

    Assess research ideas for value, novelty, insight, and mechanism. Use for 思路审核, 靠谱吗, 值得做吗, 创新够不够, idea review, scoring, and ranking; no numeric-score request is needed. Default to concept-only review without experiment…

    1,966 installs
  37. ccf-literature-monitor mikubaka88/ccfa-skills

    Scan recent arXiv/OpenReview papers, venue feeds, labs, and competitors for overlap. Use for 竞品监控, 新论文追踪, 论文跟踪, and recurring novelty watch. Give dated evidence and changes since the prior scan. Broad related-work retri…

    1,964 installs
  38. clinical-reports k-dense-ai/scientific-agent-skills

    Creates safety-bounded draft structures and runs local deterministic checks for clinical case, diagnostic, trial, safety, and aggregate research reports. Use only with synthetic, de-identified, or aggregate inputs and v…

    1,961 installs
  39. layers-domain jamiemill/layers-skills

    Techniques for mapping a domain's concepts, terminology conflicts, and bounded contexts — the raw material the conceptual model is built from

    1,958 installs
  40. clinical-decision-support k-dense-ai/scientific-agent-skills

    Prepares and validates research-only clinical decision-support evaluation, evidence-profile, cohort, survival, biomarker/model, privacy, and governance artifacts. Supports aggregate or synthetic research documentation a…

    1,956 installs
  41. rdkit k-dense-ai/scientific-agent-skills

    Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpl…

    1,954 installs
  42. layers-observed-behaviour jamiemill/layers-skills

    Techniques for planning user research and synthesising it into grounded, confidence-rated findings about what users actually do

    1,943 installs
  43. adaptyv k-dense-ai/scientific-agent-skills

    Uses the Adaptyv Bio Foundry API and Python SDK to design protein characterization experiments, estimate costs, submit sequences, monitor laboratory progress, and retrieve results. Applies to Adaptyv Foundry, its target…

    1,941 installs
  44. molecular-dynamics k-dense-ai/scientific-agent-skills

    Runs and analyzes molecular dynamics simulations with OpenMM and MDAnalysis. Sets up protein/small molecule systems, defines force fields, runs energy minimization and production MD, and analyzes trajectories (RMSD, RMS…

    1,940 installs
  45. fluidsim k-dense-ai/scientific-agent-skills

    Plans, configures, inspects, restarts, and analyzes bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and HPC safety checks. Use for FluidSim solver selection, parameter review,…

    1,938 installs
  46. medchem k-dense-ai/scientific-agent-skills

    Applies medicinal chemistry filters for compound triage, using drug-likeness rules (Lipinski, Veber, CNS), structural alert catalogs (PAINS, NIBR, ChEMBL), complexity metrics, and the medchem query language for library…

    1,926 installs
  47. depmap k-dense-ai/scientific-agent-skills

    Retrieves and analyzes Cancer Dependency Map (DepMap) release data, including CRISPR Chronos gene effects, cancer model annotations, omics biomarkers, and PRISM drug sensitivity. Supports cancer-selective dependency, co…

    1,925 installs
  48. cirq k-dense-ai/scientific-agent-skills

    Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level…

    1,924 installs
  49. diffdock k-dense-ai/scientific-agent-skills

    Predicts protein-small-molecule binding poses with DiffDock and DiffDock-L from PDB or sequence plus SMILES/SDF/MOL2. Covers batch docking, pose triage, confidence interpretation, and validation. Use for molecular docki…

    1,924 installs
  50. pathml k-dense-ai/scientific-agent-skills

    Supports local computational pathology research with PathML: slide loading and tiling, preprocessing and QC, h5path storage, multiplex quantification, spatial graphs, and bounded model inference. Use for whole-slide H&E…

    1,923 installs