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Skill catalog

11,561agent 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. ccf-skill-forger mikubaka88/ccfa-skills

    Maintain and audit Codex/CCFA skills, triggers, references, scripts, docs/SVG diagrams, installation dependencies, and release validation. Use for skill维护, GPT model adaptation, and family routing cleanup. Do not perfor…

    1,946 installs
  2. vss-summarize-video nvidia/skills

    Use to summarize a recorded video via the LVS summarization microservice (HITL-gated) with a VLM fallback. Not for report generation or live RTSP captioning.

    1,946 installs
  3. arboreto k-dense-ai/scientific-agent-skills

    Infers candidate gene regulatory networks from bulk or single-cell expression data using AertsLab Arboreto GRNBoost2 and GENIE3. Use for transcription factor-target association ranking, compatible Dask execution, sparse…

    1,945 installs
  4. finlab koreal6803/finlab-ai

    Comprehensive guide for FinLab quantitative trading package across global stock markets (TW, US, KR, JP, HK; both single-name equities and ETFs/funds). Use when working with trading strategies, backtesting, stock data,…

    1,945 installs
  5. layers-observed-behaviour jamiemill/layers-skills

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

    1,945 installs
  6. 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…

    1,945 installs
  7. pydeseq2 k-dense-ai/scientific-agent-skills

    Performs bulk RNA-seq differential expression analysis with PyDESeq2, including count validation, formula designs, explicit contrasts, Wald tests, FDR correction, coefficient-matched LFC shrinkage, and result visualizat…

    1,945 installs
  8. building-a-promotion-case refoundai/lenny-skills

    Help users systematically document their impact, identify skill gaps, and collaborate with their managers to secure a promotion by proving they are already operating at the next level.

    1,944 installs
  9. kelos-e2e kelos-dev/e2e-skills

    Verifies Kelos skills.sh installation. Use when asked to run the Kelos e2e skill check.

    1,944 installs
  10. 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,…

    1,943 installs
  11. pymatgen k-dense-ai/scientific-agent-skills

    Analyzes, validates, converts, and transforms materials structures and computed materials data with pymatgen. Use for local phase diagrams, symmetry sensitivity, electronic-structure I/O, and bounded Materials Project q…

    1,943 installs
  12. torchdrug k-dense-ai/scientific-agent-skills

    Builds and troubleshoots TorchDrug 0.2.1 workflows for molecular graphs, property prediction, self-supervised pretraining, molecule generation, retrosynthesis, protein representation learning, and knowledge graph reason…

    1,943 installs
  13. imaging-data-commons k-dense-ai/scientific-agent-skills

    Queries and downloads public cancer imaging data from NCI Imaging Data Commons. Supports IDC collection discovery, DICOM access, radiology (CT, MR, PET) and pathology AI datasets, metadata SQL, visualization, licensing,…

    1,942 installs
  14. documenting-decisions pandoscope/skills

    Routes human attention to decisions that matter in agent-generated code. Active during planning, implementing, fixing. Defines when and how to place DECISION markers in code comments. Also applies when reviewing a diff/…

    1,941 installs
  15. esm k-dense-ai/scientific-agent-skills

    Uses the Biohub esm Python SDK for ESM3 protein generation, ESMC embeddings, and ESMFold2 all-atom folding. Applies to local model inference and Biohub hosted clients, including former Forge workflows; distinguishes the…

    1,940 installs
  16. Build ETL pipelines and analytics dashboards for Harvard Art Museums API data using Python, SQL, and Streamlit

    1,940 installs
  17. roblox-cloud tabooharmony/roblox-brain

    Use for Roblox Open Cloud: API keys, OAuth 2.0, webhooks, scopes, token lifecycle, DataStore or messaging access from outside the game.

    1,940 installs
  18. zarr-python k-dense-ai/scientific-agent-skills

    Stores and queries chunked N-D scientific arrays with Zarr-Python 3, including codecs, sharding, S3/GCS storage, and NumPy/Dask/Xarray integration. Use for array layout, bounded I/O, format migration, or scientific meta…

    1,940 installs
  19. logfire-query pydantic/skills

    Query and analyze Logfire telemetry data — traces, logs, spans, metrics, summaries, and SQL results. Use this skill when the user asks to "query logfire", "search traces", "find logs", "query data", "search spans", "loo…

    1,939 installs
  20. pyhealth k-dense-ai/scientific-agent-skills

    Builds and validates PyHealth clinical machine-learning pipelines for EHR, signals, imaging, and medical codes. Use for PyHealth dataset loading, MIMIC-III/IV, eICU or OMOP prediction tasks, patient-level evaluation, mo…

    1,939 installs
  21. scvi-tools k-dense-ai/scientific-agent-skills

    Fits probabilistic models for single-cell omics, including scVI batch integration, scANVI annotation, totalVI CITE-seq, MultiVI RNA/ATAC integration, and posterior differential expression. Use for generative modeling, r…

    1,939 installs
  22. Build AI agents with Pydantic AI — tools, capabilities (including on-demand loading), structured output, streaming, testing, and multi-agent patterns. Use when the user mentions Pydantic AI, imports pydantic_ai, or asks…

    1,938 installs
  23. Pre-migration readiness assessor for porting NumPy to cuPyNumeric. Use BEFORE substantial porting work begins when the user asks whether code will scale on GPU, whether they should migrate to cuPyNumeric, which NumPy pa…

    1,938 installs
  24. flowstudio-power-automate-build github/awesome-copilot

    Build, scaffold, and deploy Power Automate cloud flows using the FlowStudio MCP server. Your agent constructs flow definitions, wires connections, deploys, and tests — all via MCP without opening the portal. Load this s…

    1,938 installs
  25. roblox-input tabooharmony/roblox-brain

    Use when handling Roblox touch, gamepad, keyboard, mouse or motion input, on-screen action buttons, or cross-platform action binding.

    1,938 installs
  26. nature-paper-xray yuan1z0825/nature-skills

    Read one supplied paper closely enough to reconstruct how its authors actually got there, rather than restating what the abstract claims. Use for 精读论文, 讲透这篇论文, 把这篇读懂, 作者为什么这么设计, 这个公式怎么推出来的, paper x-ray, and deep single-…

    1,937 installs
  27. neurokit2 k-dense-ai/scientific-agent-skills

    Builds and audits reproducible NeuroKit2 research workflows for physiological time-series preprocessing, event/interval analysis, multimodal alignment, variability, and complexity. Use when code imports neurokit2 or nee…

    1,937 installs
  28. Use when you want to expose an n8n workflow as a tool the coding agent can call. Two cases. (1) Wrap n8n API capabilities the MCP doesn't natively expose: folder deletion, project create/rename, tag rename/delete, insta…

    1,936 installs
  29. novel-writer-workflow-guide wordflowlab/novel-writer-skills

    Use when user starts a novel project or asks how to organize their writing - guides through novel-writer's seven-step methodology and ensures proper workflow

    1,936 installs
  30. who-owns-this-domain useosint/skills

    Establish who registered and who operates a domain using WHOIS, RDAP and DNS. Use when running a whois lookup, querying RDAP, digging A, AAAA, MX, NS, TXT, SOA or CAA records, reading SPF includes, DKIM selectors or DMA…

    1,936 installs
  31. dhdna-profiler k-dense-ai/scientific-agent-skills

    Applies the DHDNA framework as an exploratory rubric for reasoning and writing patterns in supplied text. Used for explicit requests for DHDNA, cognitive-style reflection, a thinking-pattern profile, or comparisons of t…

    1,935 installs
  32. Guide for onboarding new model architectures into NeMo AutoModel, including architecture discovery, implementation patterns, registration, and validation.

    1,935 installs
  33. task-workflow customware-ai/skills

    Canonical workflow for a task. Read and follow strictly end to end while working on the task.

    1,935 installs
  34. n8n-multi-instance czlonkowski/n8n-skills

    Use when an n8n-mcp account targets more than one n8n instance — i.e. the `n8n_instances` tool is available, the user mentions multiple n8n instances or environments (prod vs staging, several teams or clients), several…

    1,933 installs
  35. End-to-end data engineering and analytics application using Harvard Art Museums API with ETL pipelines, SQL analytics, and Streamlit visualization

    1,932 installs
  36. Use when working with n8n's built-in Data Tables, designing schemas, inserting/updating/upserting rows, deduping, or querying. Triggers on "Data Table", "data table", `n8n-nodes-base.dataTable`, "dedup", "idempotency",…

    1,932 installs
  37. gitnexus-impact-analysis abhigyanpatwari/gitnexus

    Use when the user wants to know what will break if they change something, or needs safety analysis before editing code. Examples: "Is it safe to change X?", "What depends on this?", "What will break?"

    1,931 installs
  38. managing-up refoundai/lenny-skills

    Help users master the art of proactive communication and alignment with their managers and founders to unlock autonomy, secure resources, and drive business impact.

    1,931 installs
  39. 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…

    1,931 installs
  40. 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…

    1,930 installs
  41. pysam k-dense-ai/scientific-agent-skills

    Provides Python/HTSlib workflows for genomic files. Used when reading, querying, filtering, or writing SAM/BAM/CRAM, VCF/BCF, FASTA/FASTQ, or tabix data with pysam, including pileup, coverage, indexing, and CRAM referen…

    1,930 installs
  42. sentry-tanstack-start-sdk getsentry/sentry-for-ai

    Full Sentry SDK setup for TanStack Start React. Use when asked to "add Sentry to TanStack Start", "install @sentry/tanstackstart-react", or configure error monitoring, tracing, session replay, logs, or user feedback in…

    1,930 installs
  43. appwrite-cli appwrite/skills

    How to use the Appwrite CLI well. Covers when to use appwrite.config.json vs `appwrite client`, pull/push vs one-shot service calls, type-safe SDK and model generation, query flags, CI auth, Cloud regional endpoints, fu…

    1,929 installs
  44. brandkit nexu-io/open-design

    Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cult…

    1,929 installs
  45. 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…

    1,929 installs
  46. cobrapy k-dense-ai/scientific-agent-skills

    Performs constraint-based metabolic modeling with COBRApy, including FBA, pFBA, FVA, gene knockouts, flux sampling, growth media, production envelopes, gap filling, and SBML model validation for systems biology and meta…

    1,929 installs
  47. 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…

    1,929 installs
  48. Start or patch Dynamo router modes and run router endpoint smoke checks. Use for round-robin, KV-aware, least-loaded, or device-aware routing setup; use recipe-runner for recipe deployment and troubleshoot for failure d…

    1,929 installs
  49. molfeat k-dense-ai/scientific-agent-skills

    Featurizes small molecules with Molfeat for QSAR/QSPR, chemical similarity, virtual screening, and molecular ML. Covers ECFP/MACCS fingerprints, RDKit descriptors, pharmacophores, pretrained embeddings, configuration pe…

    1,929 installs
  50. code-documentation bytedance/deer-flow

    Use this skill when the user requests to generate, create, or improve documentation for code, APIs, libraries, repositories, or software projects. Supports README generation, API reference documentation, inline code com…

    1,928 installs