Capability

Declares compatibility agent skills

Skills whose frontmatter states the agents, versions or services they were written for.

Highest-scoring with this capability: go-ci from eduardo-sl/go-agent-skills (95/100), tao-run-deft-object-detection from NVIDIA/skills (92/100) and agent-ready from mblode/agent-skills (91/100).

By category

The 100 highest-scoring of 527 skills

Ranked by Suede Skill Check score; Suede AI's own skills are not ranked. Open a category above for the full list with this filter on.

SkillRepositoryWhat it does
go-api-design 95/100 · Aeduardo-sl/go-agent-skillsHTTP/REST API design for Go services: handlers, ServeMux routing, middleware, request validation, pagination, idempotency, health checks, error…
go-ci 95/100 · Aeduardo-sl/go-agent-skillsSets up continuous integration for Go projects with GitHub Actions, caching, golangci-lint, test and coverage gates, vulnerability scanning, SAST, Dependabot, and build matrices.
go-cli 95/100 · Aeduardo-sl/go-agent-skillsBuild command-line tools in Go: flag handling, subcommands, stdin/stdout discipline, exit codes, signal handling, and when Cobra/Viper earn their…
go-coding-standards 95/100 · Aeduardo-sl/go-agent-skillsApplies Go coding standards and style conventions from Effective Go and Go Code Review Comments, including import ordering, struct initialization, receivers, and formatting rules.
go-concurrency-review 95/100 · Aeduardo-sl/go-agent-skillsReviews and implements safe Go concurrency patterns: goroutines, channels, sync primitives, context propagation, and lifecycle management, plus debugging race conditions and designing producer/consumer pipelines.
go-context 95/100 · Aeduardo-sl/go-agent-skillsExplains correct use of context.Context in Go, including propagation, cancellation, timeouts, deadlines, values, and common anti-patterns.
go-data-structures 95/100 · Aeduardo-sl/go-agent-skillsCorrect use of Go's built-in data structures: slices (nil vs empty, append semantics, aliasing, preallocation), maps (comma-ok, sets, iteration…
go-database 95/100 · Aeduardo-sl/go-agent-skillsDatabase patterns for Go services: database/sql, connection management, transactions, migrations, query builders, and ORM usage (sqlc, GORM, ent)…
go-design-patterns 95/100 · Aeduardo-sl/go-agent-skillsIdiomatic Go design patterns: functional options, builder, factory, strategy, middleware chain, pub/sub, and other patterns adapted for Go's type…
go-documentation 95/100 · Aeduardo-sl/go-agent-skillsGo documentation conventions: godoc comments, package docs, testable Example functions, deprecation notices, doc links, and project docs (README…
go-error-handling 95/100 · Aeduardo-sl/go-agent-skillsCovers Go error handling patterns including wrapping, sentinel errors, custom error types, and the errors package, for implementing, designing, debugging, and reviewing error handling.
go-grpc 95/100 · Aeduardo-sl/go-agent-skillsgRPC services in Go beyond the basics: proto design, status codes and error details, interceptors, deadlines, streaming, health checks, and graceful…
go-interface-design 95/100 · Aeduardo-sl/go-agent-skillsGuides Go interface design, including implicit interfaces, consumer-side definition, compliance verification, composition, accept-interfaces-return-structs, and common pitfalls, for designing, decoupling, and reviewing code.
go-modernize 95/100 · Aeduardo-sl/go-agent-skillsModernize Go code to use current language features and standard library additions, Go 1.21 through 1.27: generics and generic methods, log/slog…
go-naming 95/100 · Aeduardo-sl/go-agent-skillsApplies Go naming conventions to packages, files, types, functions, methods, receivers, variables, constants, errors, acronyms, and tests, grounded in Effective Go.
go-observability 95/100 · Aeduardo-sl/go-agent-skillsStructured logging, distributed tracing, metrics, and health checks for Go services. Covers slog, OpenTelemetry, Prometheus, and observability best…
go-performance-review 95/100 · Aeduardo-sl/go-agent-skillsDetects performance anti-patterns in Go and applies optimizations covering allocations, benchmarks, pprof, GC and GOMEMLIMIT tuning, PGO, and HTTP client reuse.
go-refactoring 95/100 · Aeduardo-sl/go-agent-skillsSafe refactoring workflow for Go: behavior-preserving steps, compiler-checked renames, extracting packages, breaking circular dependencies, and…
go-troubleshooting 95/100 · Aeduardo-sl/go-agent-skillsDiagnoses runtime problems in Go programs: panics, stack traces, deadlocks, goroutine leaks, memory leaks, OOM kills, and race reports, using delve and pprof.
go-build-release 93/100 · Aeduardo-sl/go-agent-skillsBuild and release Go binaries that are reproducible and verifiable: version stamping, -trimpath builds, cross-compilation, GoReleaser, checksums…
go-defensive-coding 93/100 · Aeduardo-sl/go-agent-skillsPrevents panics and subtle runtime bugs in Go, covering typed-nil interfaces, slice aliasing, integer overflow, defer in loops, defensive copying, and zero-value design.
go-graphql 93/100 · Aeduardo-sl/go-agent-skillsBuild GraphQL servers in Go with gqlgen: schema-first generation, resolver structure, the N+1 problem and dataloaders, complexity and depth limits…
go-semantic-tools 93/100 · Aeduardo-sl/go-agent-skillsNavigates and analyzes Go codebases semantically with gopls, go list for dependency graphs, and go doc for APIs rather than text search.
go-test-quality 93/100 · Aeduardo-sl/go-agent-skillsGuides Go testing for production code, including subtests, helpers, fixtures, golden files, httptest, testcontainers, fuzz testing, testing/synctest, mocking strategies, test isolation, and coverage analysis.
go-test-table-driven 93/100 · Aeduardo-sl/go-agent-skillsDeep dive on table-driven tests in Go: when to use them, when to avoid them, struct design, subtest naming, advanced patterns like test matrices and…
generate-image 93/100 · AK-Dense-AI/claude-scientific-skillsGenerates or edits images with AI models through the OpenRouter Image API (Gemini, Seedream, Recraft, GPT-Image, Riverflow). Use for photos…
hypogenic 93/100 · AK-Dense-AI/claude-scientific-skillsPlans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets. Use for the `hypogenic`…
matchms 93/100 · AK-Dense-AI/claude-scientific-skillsProcesses, cleans, compares, and searches tandem mass spectra with matchms. Use for MS/MS file I/O, metadata harmonization, peak filtering, spectral…
ncats-arax 93/100 · AK-Dense-AI/claude-scientific-skillsQueries the NCATS Translator ARAX production API for bounded, typed, provenance-rich one-hop and endpoint-pinned two-hop biomedical knowledge-graph…
neurokit2 93/100 · AK-Dense-AI/claude-scientific-skillsBuilds and audits reproducible NeuroKit2 research workflows for physiological time-series preprocessing, event/interval analysis, multimodal…
opentrons-integration 93/100 · AK-Dense-AI/claude-scientific-skillsAuthors, reviews, migrates, simulates, and troubleshoots official Opentrons Python Protocol API v2 protocols for Flex and OT-2 robots. Use for…
git-commit 92/100 · Aeduardo-sl/go-agent-skillsStructured git commit messages following Conventional Commits format for Go projects. Generates well-scoped, atomic commits with clear descriptions…
go-dependency-injection 92/100 · Aeduardo-sl/go-agent-skillsDependency injection in Go: constructor injection, wiring in main, avoiding global state, and when frameworks (wire, fx, dig) earn their complexity…
go-project-layout 92/100 · Aeduardo-sl/go-agent-skillsScaffold new Go projects and services: directory structure, cmd/ and internal/ conventions, when to use a flat layout, module naming, and main…
tao-run-deft-aoi-cosmos3 92/100 · ANVIDIA/skillsRun the disk-backed DEFT AOI improvement loop for NVIDIA Cosmos Reason 3 / Cosmos3 models, using Nano by default and Edge or Super when explicitly…
tao-run-deft-object-detection 92/100 · ANVIDIA/skillsRuns the DEFT data augmentation loop for Grounding DINO object detection, with baseline inference, gap analysis, unique-neighbor mining, retraining, and source pool preparation.
agent-ready 91/100 · Amblode/agent-skillsImplements agent-readiness on sites and docs from scorecards like Mintlify Agent Score or AFDocs, including llms.txt coverage and agents hitting 404s on guessed URLs.
agent-skills-creator 91/100 · Amblode/agent-skillsCreates and improves portable Agent Skills using a validator and routing scenarios, with evidence-based decisions to keep, cut, merge, or retire skills.
chat-history 91/100 · Amblode/agent-skillsRecovers decisions, previous fixes, and research from past AI conversations with source evidence, reading local Claude Code, Codex, Grok, and Cursor history.
ci-speedup 91/100 · Amblode/agent-skillsCuts CI wait by measuring a pipeline's critical path from run timestamps, then splitting, sharding, and trimming setup, with a before and after ledger.
pr-babysitter 91/100 · Amblode/agent-skillsMonitors or repairs an open GitHub PR, handling CI failures, conflicts, review threads, and merge readiness while reporting state changes.
iso-standards-readiness 91/100 · AK-Dense-AI/claude-scientific-skillsPrepares and structurally reviews readiness evidence for ISO 13485, ISO 14971, ISO/IEC 17025, and ISO 15189 standards, covering scope, controlled documents, and risk files.
treatment-plans 91/100 · AK-Dense-AI/claude-scientific-skillsFormats and structurally validates treatment-plan documentation after licensed professionals have supplied and verified clinical decisions, without making clinical decisions itself.
tao-finetune-anomalygennext 91/100 · ANVIDIA/skillsValidate a user AnomalyGenNext dataset and recipe, freeze its validation set, and prepare a canonical texture fine-tuning recipe. Use when…
tao-prepare-anomalygennext-inputs 91/100 · ANVIDIA/skillsPrepare normalized object-detection false negatives, source masks, and clean-image embedding inputs for AnomalyGenNext. Use when turning box-level…
warp-compile-time-optimizer 91/100 · ANVIDIA/skillsUse when compile time or startup time is the problem in code that uses Warp: a request to improve, optimize, or cut compile times; an app that is…
transcriptapi 90/100 · AZeroPointRepo/youtube-skillsProvides YouTube access for transcripts, video and channel search, channel browsing, playlists, and within-channel search from pasted links, IDs, or handles.
youtube-api 90/100 · AZeroPointRepo/youtube-skillsRetrieves YouTube data without Google API quotas or OAuth setup, including transcripts, video metadata, channel info, search results, and playlists.
youtube-channels 90/100 · AZeroPointRepo/youtube-skillsBrowses a YouTube channel from a handle or URL, listing recent uploads, searching within the channel, and resolving a handle to a channel ID.
youtube-data 90/100 · AZeroPointRepo/youtube-skillsRetrieves structured YouTube data without Google API quotas or OAuth, including transcripts, video metadata, channel upload history, search results, and playlist contents.
youtube-full 90/100 · AZeroPointRepo/youtube-skillsProvides YouTube access for transcripts, video and channel search, channel browsing, playlists, and within-channel search, for video summaries, quotes, translations, and topic research.
youtube-playlist 90/100 · AZeroPointRepo/youtube-skillsLists and browses the videos in a YouTube playlist from pasted links or IDs, and works through a playlist for transcripts or research.
youtube-search 90/100 · AZeroPointRepo/youtube-skillsFinds YouTube videos and channels on any topic, including creators who cover a subject, tutorials, talks, and channel lookups by name or handle.
go-binary-size 90/100 · Aeduardo-sl/go-agent-skillsReduce the size of compiled Go binaries and container images: linker flags, inlining budget, CGO and build tags, embedded assets, dependency weight…
go-openapi 90/100 · Aeduardo-sl/go-agent-skillsSpec-first REST development in Go with OpenAPI: generating server interfaces and clients with oapi-codegen, request validation middleware, RFC 9457…
go-skills-router 90/100 · Aeduardo-sl/go-agent-skillsIndex and routing table for this repository's Go skills: maps a task to the skill that owns it, names the secondary skills worth loading alongside…
statistical-power 90/100 · AK-Dense-AI/claude-scientific-skillsCalculates sample sizes and statistical power for study planning. Applies when someone asks "how many subjects/samples/replicates do I need", wants…
uncertainty-and-units 90/100 · AK-Dense-AI/claude-scientific-skillsTracks physical units and propagates measurement uncertainty in scientific calculations using pint and uncertainties. Use for unit conversion and…
kaggle 90/100 · Ashepsci/kaggle-skillHandles Kaggle tasks when explicitly requested, covering competitions, datasets, models, notebooks, forums, benchmarks, hackathons, badges, and account setup.
tao-analyze-detection-kpi 90/100 · ANVIDIA/skillsRuns TAO Data Services KPI analysis for object detection, comparing inference annotations with ground truth to compute per-class TP/FP/FN/TN, precision, recall, accuracy, and AP.
tao-analyze-gaps-od-map 90/100 · ANVIDIA/skillsRun TAO Data Services object-detection gap analysis from ground-truth and inference annotations. Use when an object detection workflow needs to…
tao-analyze-gaps-vlm-bcq 90/100 · ANVIDIA/skillsExtract false-positive and false-negative gaps from VLM binary-classification-question (BCQ, yes/no) predictions. Use when the user asks to "analyze…
tao-generate-image-embeddings 90/100 · ANVIDIA/skillsRun TAO Data Services image embedding to turn a parquet of image filepaths into an embedding parquet using CLIP, SigLIP, or a TAO checkpoint. Use…
tao-run-automl 90/100 · ANVIDIA/skillsRun container-backed AutoML / hyperparameter optimization (HPO) for NVIDIA TAO networks using AutoMLRunner. Handles algorithm selection (bayesian…
tao-token-efficient-execution 90/100 · ANVIDIA/skillsToken-efficient execution kit for repeated TAO agentic workflows. Compiles a skill into stage cards once (with a strong model), then executes them…
tao-train-optical-inspection 90/100 · ANVIDIA/skillsOptical Inspection for defect detection using Siamese networks. Compares image pairs to detect manufacturing defects, anomalies, or quality issues…
tao-train-visual-changenet 90/100 · ANVIDIA/skillsVisual ChangeNet for binary image classification and segmentation in AOI defect detection. Use when training, evaluating, exporting, or running…
app-verification 89/100 · Bmblode/agent-skillsBuilds and maintains a repo's own verification harness (verify CLI, doctor, worktree isolation, feature map, seed data) and a reproduce-first bug…
autoship 89/100 · Bmblode/agent-skillsRuns a changesets npm release through the version PR, CI publish, and registry verification. Use when asked to "release this package", "autoship"…
pr-creator 89/100 · Bmblode/agent-skillsCreates or updates GitHub PRs with house-style titles and bodies, issue linking, repository templates, and draft state. Use when asked to "create a…
scaffold-cli 89/100 · Bmblode/agent-skillsScaffolds a TypeScript CLI and npm package with the house toolchain, dual tsdown outputs, CLI contracts, changesets, and publishing templates. Use…
scaffold-nextjs 89/100 · Bmblode/agent-skillsScaffolds a Next.js turborepo with Blode UI, icons, Ultracite (oxlint/shadcn), workspace hooks, and GitHub/Vercel setup. Use when asked to "create a…
test-audit 89/100 · Bmblode/agent-skillsPrunes low-value tests across a whole suite to a measured target while holding coverage.
ui-verification 89/100 · Bmblode/agent-skillsRuns scoped browser probes for focus, hit targets, overflow, themes, request failures, and performance attribution, with evidence linked to UI rule IDs.
autoskill 89/100 · BK-Dense-AI/claude-scientific-skillsAnalyzes user-requested Screenpipe history windows to detect repeated research workflows, match existing scientific skills, and stage new skill…
citation-management 89/100 · BK-Dense-AI/claude-scientific-skillsManages academic citations by searching OpenAlex, PubMed, and Google Scholar, extracting metadata, validating references, and generating formatted BibTeX entries.
diffdock 89/100 · BK-Dense-AI/claude-scientific-skillsPredicts protein-small-molecule binding poses with DiffDock and DiffDock-L from PDB or sequence plus SMILES/SDF/MOL2. Covers batch docking, pose…
flowio 89/100 · BK-Dense-AI/claude-scientific-skillsReads, inspects, and writes Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO. Use for low-level FCS metadata and channel…
fluidsim 89/100 · BK-Dense-AI/claude-scientific-skillsPlans, configures, inspects, restarts, and analyzes bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and…
infographics 89/100 · BK-Dense-AI/claude-scientific-skillsCreates and reviews infographics with Nano Banana 2 via OpenRouter. Use for statistical summaries, timelines, comparisons, processes, and visual…
latchbio-integration 89/100 · BK-Dense-AI/claude-scientific-skillsBuilds, registers, debugs, and operates bioinformatics workflows on Latch using the Python SDK, CLI, Latch Data and Registry, Nextflow, Snakemake…
latex-posters 89/100 · BK-Dense-AI/claude-scientific-skillsCreates research posters in LaTeX using beamerposter, tikzposter, or baposter. Use for conference posters, academic presentations, multi-column…
liteparse 89/100 · BK-Dense-AI/claude-scientific-skillsLocal document and PDF parsing that returns spatial text with bounding boxes. Use for extracting text from PDFs, DOCX, Office files, and images…
literature-review 89/100 · BK-Dense-AI/claude-scientific-skillsConducts systematic, scoping, and narrative literature reviews using sources such as PubMed, arXiv, and bioRxiv, tracking search coverage and evidence limitations.
matlab 89/100 · BK-Dense-AI/claude-scientific-skillsBuilds, reviews, migrates, and plans MATLAB or GNU Octave numerical workflows. Use for arrays, tabular/time data, tests, projects, graphics, MAT…
openpiv 89/100 · BK-Dense-AI/claude-scientific-skillsPerforms Particle Image Velocimetry (PIV) analysis with OpenPIV. Use when extracting velocity fields from PIV image pairs, analyzing fluid dynamics…
pathml 89/100 · BK-Dense-AI/claude-scientific-skillsSupports local computational pathology research with PathML: slide loading and tiling, preprocessing and QC, h5path storage, multiplex…
pathogen-variant-surveillance 89/100 · BK-Dense-AI/claude-scientific-skillsQueries public GenSpectrum LAPIS data for pathogen genomic surveillance, current lineage nomenclature, weekly sequence proportions, reporting…
pydeseq2 89/100 · BK-Dense-AI/claude-scientific-skillsPerforms bulk RNA-seq differential expression analysis with PyDESeq2, including count validation, formula designs, explicit contrasts, Wald tests…
pymatgen 89/100 · BK-Dense-AI/claude-scientific-skillsAnalyzes, validates, converts, and transforms materials structures and computed materials data with pymatgen. Use for local phase diagrams, symmetry…
pymc 89/100 · BK-Dense-AI/claude-scientific-skillsBuilds and checks Bayesian models with PyMC, including hierarchical models, NUTS MCMC, variational inference, mutable-data predictions, posterior…
pytdc 89/100 · BK-Dense-AI/claude-scientific-skillsProvides Therapeutics Data Commons workflows through PyTDC for registry discovery, dataset access, task-aware splits, evaluator metrics, benchmark…
scholar-evaluation 89/100 · BK-Dense-AI/claude-scientific-skillsProvides qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with…
scientific-visualization 89/100 · BK-Dense-AI/claude-scientific-skillsCreates and audits truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly. Use it for figure design…
scikit-learn 89/100 · BK-Dense-AI/claude-scientific-skillsSupports machine learning in Python with scikit-learn. Applies when working with supervised learning (classification, regression), unsupervised…
shap 89/100 · BK-Dense-AI/claude-scientific-skillsExplain and audit machine-learning predictions with SHAP. Use for selecting SHAP explainers and maskers, computing and validating feature…
simpy 89/100 · BK-Dense-AI/claude-scientific-skillsBuilds, inspects, tests, and analyzes bounded process-based discrete-event simulations with SimPy. Use for event scheduling, resource queues…
torch-geometric 89/100 · BK-Dense-AI/claude-scientific-skillsSupports PyTorch Geometric (PyG) graph neural networks — node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous…
hsb-ip-def 89/100 · BNVIDIA/skillsGenerates, validates, compares, or explains HSB HOLOLINK_def.svh macros, running bundled local Python scripts and writing validated .svh output files after the user confirms paths.
nvflare-autofl 89/100 · BNVIDIA/skillsUse for agent-assisted Auto-FL optimization of an existing NVFLARE job in simulation, POC, or production. Do not use for code conversion…

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