Skip to content

Skill catalog

289research & 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. 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…

    2,137 installs
  2. 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…

    2,136 installs
  3. 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.

    2,130 installs
  4. 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…

    2,123 installs
  5. 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,…

    2,100 installs
  6. 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
  7. 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…

    2,084 installs
  8. 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…

    2,057 installs
  9. 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…

    2,040 installs
  10. 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…

    2,022 installs
  11. 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…

    2,021 installs
  12. 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…

    2,006 installs
  13. 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
  14. 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,…

    1,976 installs
  15. 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…

    1,950 installs
  16. 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…

    1,948 installs
  17. 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

    1,945 installs
  18. 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.…

    1,935 installs
  19. layers-observed-behaviour jamiemill/layers-skills

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

    1,930 installs
  20. 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…

    1,922 installs
  21. market-research-reports davila7/claude-code-templates

    Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics an…

    1,920 installs
  22. 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…

    1,907 installs
  23. 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…

    1,902 installs
  24. 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…

    1,900 installs
  25. 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…

    1,891 installs
  26. 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…

    1,889 installs
  27. 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…

    1,886 installs
  28. 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…

    1,886 installs
  29. 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…

    1,885 installs
  30. 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,…

    1,885 installs
  31. 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…

    1,882 installs
  32. 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…

    1,881 installs
  33. 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…

    1,878 installs
  34. 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…

    1,872 installs
  35. 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…

    1,871 installs
  36. 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…

    1,871 installs
  37. 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…

    1,871 installs
  38. 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…

    1,870 installs
  39. deep-research lingzhi227/agent-research-skills

    Conduct systematic academic literature reviews in 6 phases, producing structured notes, a curated paper database, and a synthesized final report. Output is organized by phase for clarity.

    1,869 installs
  40. etetoolkit k-dense-ai/scientific-agent-skills

    Analyzes, manipulates, compares, annotates, and visualizes phylogenetic or other hierarchical trees with ETE 4. Supports Newick/Nexus tree I/O, topology edits and pattern matching, Robinson-Foulds comparisons, gene-tree…

    1,868 installs
  41. geniml k-dense-ai/scientific-agent-skills

    Supports audited local Geniml genomic-interval workflows: validate BED and universe contracts, plan Region2Vec or scEmbed runs, inspect model/tokenizer compatibility, and assess consensus universes.

    1,868 installs
  42. phylogenetics k-dense-ai/scientific-agent-skills

    Builds and analyzes phylogenetic trees using MAFFT multiple sequence alignment, IQ-TREE maximum likelihood with ModelFinder and branch support, and FastTree approximate inference. Uses ETE3 for tree summaries and visual…

    1,864 installs
  43. Used for converting one CT DICOM series folder to a HU NIfTI volume with affine evidence. Not for multi-frame DICOM or clinical use.

    1,861 installs
  44. qutip k-dense-ai/scientific-agent-skills

    Simulate and audit closed and open quantum-system models with QuTiP 5, including deterministic, trajectory, steady-state, spectral, and phase-space workflows. Use for local quantum-dynamics work where physical assumptio…

    1,856 installs
  45. rowan k-dense-ai/scientific-agent-skills

    Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. Use for pKa and macropKa prediction, conformer and tautomer ensembles, docking and analogue docking, protein-ligand…

    1,856 installs
  46. glycoengineering k-dense-ai/scientific-agent-skills

    Analyzes and engineers protein glycosylation by scanning canonical N-glycosylation sequons, describing S/T-rich regions, checking curated glycan evidence, and preparing NetNGlyc, NetOGlyc and GlycoSHIELD workflows. Use…

    1,848 installs
  47. primekg k-dense-ai/scientific-agent-skills

    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. Use for PrimeKG reproducibility, bio…

    1,848 installs
  48. earnings-preview-single anthropics/financial-services

    Generate a concise 4-5 page equity research earnings preview for a single company. Analyzes the most recent earnings transcript, competitor landscape, valuation, and recent news to produce a professional HTML report.

    1,809 installs
  49. find-anyone useosint/skills

    Build a sourced, corroborated profile of a named individual from public records, social platforms, professional networks, court and property filings, licensing boards, patents, papers and obituaries — anchoring the name…

    1,803 installs
  50. ce-slack-research everyinc/compound-engineering-plugin

    Search Slack for interpreted organizational context -- decisions, constraints, and discussion arcs -- and produce a synthesized research digest with cross-cutting analysis. Use when the user says 'search slack for', 'wh…

    1,796 installs