mcpField

Skills

97,222 packaged capabilities and playbooks for agents. Install any of them with one command.

Testing & quality

F
fuzz
fuzz
ariadoss / superskills

Lightweight web fuzzing via ffuf — directory discovery, parameter testing, subdomain enumeration.

Security59
G
game-improvement-loop
game-improvement-loop
gil-1 / skills

Personal Skills that improve managing large codebase with agents

Development59
G
gauntlet-loop
gauntlet-loop
nicholasspisak / gauntlet-loop

Use when the user invokes /gauntlet-loop or asks to turn an objective, plan, spec, PRD, or requirements document (inline text, a .md file, or an .html file) into an orchestrated execution system prompt — e.g. "gauntlet this plan", "make an orchestrator prompt for this spec", "generate the execution prompt for @plan.md".

Agent workflows59
G
Gemini CLI
Gemini CLI
ovachiever / droid-tings

Consult Google Gemini CLI for second opinions on architecture, debugging, and security audits. Use Gemini's 1M+ context window for comprehensive code analysis. Compare Flash (fast) vs Pro (thorough) vs 3-Pro-Preview (cutting-edge). Use when: need second opinion on architectural decisions, stuck debugging after 2+ attempts, writing security-sensitive code, planning refactors (5+ files), approaching 70%+ context capacity, unfamiliar with tech stack, need peer review, or want Flash vs Pro vs 3-Pro-Preview comparison. Keywords: gemini-cli, google gemini, gemini command line, second opinion, model comparison, gemini-2.5-flash, gemini-2.5-pro, gemini-3-pro-preview, architectural decisions, debugging assistant, code review gemini, security audit gemini, 1M context window, AI pair programming, gemini consultation, flash vs pro, AI-to-AI prompting, peer review, codebase analysis, gemini CLI tool, shell gemini, command line AI assistant, gemini architecture advice, gemini debug help, gemini security scan, gemini code compare

Agent workflows59
G
gh-pr-review
gh-pr-review
cherryhq / cherry-studio

Automated Cherry Studio review for local branches, PRs, commits, files, architecture docs, and repository skills. Use for code or documentation reviews that need project-specific naming, main/renderer/shared placement and dependency rules, IpcApi and DataApi boundaries, lifecycle/service ownership, renderer hooks, React/UI conventions, and tests. Review depth adapts to diff size and runtime subagent capability (single-agent or multi-agent reviewer-verifier). Report-only by default; code fixes and GitHub submission each require explicit invocation-time authorization (`fix` / `submit`). Normal-review prompts and safe interruption behavior follow the interaction contract below. To diagnose gaps in the skill after a review session, run `/gh-pr-review diag`.

Testing & quality59
I
inspect-role-naming
inspect-role-naming
venhdev / skills

Audit codebase identifiers and architectural role suffixes for load-bearing responsibility mismatches and boundary collisions.

Testing & quality59
I
ios-animation-code-review
ios-animation-code-review
existential-birds / beagle

Reviews iOS animation code for correctness, performance, accessibility, and Apple API best practices. Use when reviewing .swift files containing animation code — withAnimation, .animation(), PhaseAnimator, KeyframeAnimator, matchedGeometryEffect, navigationTransition, CABasicAnimation, CASpringAnimation, UIViewPropertyAnimator, UIDynamicAnimator, symbolEffect, scrollTransition, contentTransition, or custom Transition conformances.

Testing & quality59
L
launching-evals
launching-evals
nvidia / skills

Agent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.

Testing & quality59
L
ln-11-plan-reviewer
ln-11-plan-reviewer
levnikolaevich / claude-code-skills

Reviews an implementation plan against repository evidence before execution; identifies missing decisions and risks. Not for completed-code review.

Development59
L
ln-12-delivery-reviewer
ln-12-delivery-reviewer
levnikolaevich / claude-code-skills

Reviews a completed change for regressions, unmet acceptance, and release risks. Not for whole-codebase audits or repairs.

Testing & quality59
L
ln-310-story-validator
ln-310-story-validator
levnikolaevich / claude-code-skills

Validates Stories/Tasks with GO/NO-GO verdict, Readiness Score (1-10), Penalty Points, and Anti-Hallucination verification. Auto-fixes to reach 0 points, delegates to ln-002 for docs. Use when reviewing Stories before execution or when user requests validation.

Development59
M
memory-benchmark
memory-benchmark
tursodatabase / turso

How to benchmark and analyze memory usage in Turso using the memory-benchmark crate and dhat heap profiler. Use this skill whenever the user mentions memory usage, memory profiling, allocation tracking, heap analysis, memory regression, memory benchmarking, dhat, or wants to understand where memory is being allocated during SQL workloads. Also use when investigating memory growth in WAL or MVCC mode. IMPORTANT - If you modify the perf/memory crate (add profiles, change CLI flags, change output format, etc.), update this skill document to reflect those changes so it stays accurate for future agents.

Testing & quality59
M
merge-discipline
merge-discipline
fudesign2008 / open-skills

Hard gate before merging into a protected branch: run Parts A→B→C→R→D (OpenSpec archive association, rebase/conflict pre-check, coverage preference, pr-code-review with content-matched depth via pr-review-gate (unset ≡ auto), squash decision from commit quality + tip-pin merge). Do NOT merge while an associated OpenSpec change is still active; do NOT skip on a direct \"merge MR\" command; do NOT auto-select squash when two viable strategies exist — ask with a commit-quality recommendation; a single-commit or single-permitted-strategy MR concludes without prompting; after merging, sync the local workspace onto the resolved target branch. Triggers — 「合并 tip」「merge tip」「合并纪律」「push 后合并」「archive 合入」「合并前门控」「rebase 检查」「冲突预检」「合并前 rebase」「先 archive 再 merge」「合并前 code-review」 / merge discipline, archive-before-merge, rebase pre-check, coverage gate, pr code review before merge.

Development59
M
motoko-benchmarks-generation
motoko-benchmarks-generation
research-ag / motoko-skills

How to write benchmarks in Motoko using bench-helper. Covers project setup (mops.toml), bench file layout in bench/*.bench.mo, the Bench.Schema rows/cols model, and safe patterns for encode/decode, hashing, crypto, and allocation benches.

Testing & quality59
N
nemo-evaluator

Use when evaluating LLMs, running benchmarks like MMLU/HumanEval/GSM8K, setting up evaluation pipelines, or asking about "NeMo Evaluator", "LLM benchmarking", "model evaluation", "MMLU", "HumanEval", "GSM8K", "benchmark harnesses".

Testing & quality59
O
observability-audit
observability-audit
marcioaltoe / skills

Use when reviewing whether code has enough operational evidence: structured logs, correlation IDs, metrics, traces, run summaries, error normalization, and safe redaction. Trigger for production readiness reviews, sync/job reviews, incident-prone code, or before delivery of backend workflows. Do not use for visual UI-only review.

Testing & quality59
O
observability
observability
n0an / observability-agent-skill

Writes and reviews Swift observability code on Apple platforms - unified logging (Logger, OSLog, privacy redaction, log levels and persistence), signposts and Instruments, activity tracing, MetricKit metrics and diagnostics (launch, hangs, crashes, OOM, disk writes), crash reports and symbolication, OSLogStore log export, Xcode Organizer, and shipping telemetry to your own backend or third-party SDKs. Use when adding logging, instrumenting performance, wiring MetricKit, diagnosing production crashes or hangs, exporting logs for support, or choosing between print, Logger, signposts, and analytics SDKs.

Development59
O
optimize-web-animations
optimize-web-animations
akillness / jeo-skills

Profile, audit, and optimize frontend page performance with emphasis on animation work, memory-leak risks, long-session slowdowns, CSS animations, canvas/WebGL requestAnimationFrame loops, marquees, skeletons, GSAP/Three/Matter effects, timers, listeners, and observers. Use when the user asks to make animations performant, pause offscreen animations, look for memory leaks, profile pages that slow the computer over time, fix janky scrolling, reduce CPU/GPU use, or repeat the "only play in view" optimization on React/Vite/Next/frontend pages using Codex Browser.

Development59
P
performance-audit
performance-audit
mgd34msu / goodvibes-plugin

Load PROACTIVELY when task involves optimizing speed, reducing bundle size, or improving responsiveness. Use when user says "make it faster", "reduce bundle size", "fix slow queries", "optimize rendering", or "check Core Web Vitals". Covers bundle analysis and tree-shaking, database query optimization (N+1, indexing), React rendering performance (re-renders, memoization), network waterfall optimization, memory leak detection, server-side performance, and Core Web Vitals (LCP, FID, CLS) improvement.

Testing & quality59
P
playwright-skill
playwright-skill
fixmyberlin / fixmyskills

E2E testing and browser automation for TanStack Start apps (FMC/TILDA). Use @playwright/test for committed suites/CI; agent-browser MCP (skill tech-stack) for agent exploration; this skill for smoke tests, stubbed auth, map hooks, and quick ad-hoc scripts.

Testing & quality59
P
playwright-validation
playwright-validation
open-metadata / openmetadata

Use when validating UI changes in a branch require Playwright E2E testing. Reviews branch changes, validates UI with Playwright MCP, and adds missing test cases.

Testing & quality59
P
PreCommit
PreCommit
julianobarbosa / claude-code-skills

Pre-commit hooks framework for multi-language code quality automation. USE WHEN setting up pre-commit OR configuring git hooks OR adding linting OR code formatting OR security scanning OR Terraform validation OR Kubernetes manifests OR Helm charts OR Python linting OR JavaScript formatting. Manages .pre-commit-config.yaml, hook installation, and CI integration.

Testing & quality59
P
prisma-8-migration-review

No description yet

Testing & quality59
P
prototype-to-production
prototype-to-production
kemiljk / skills

Harden an existing prototype for real use, including failure states, accessibility, security boundaries, and maintainability.

Development59
P
python-lint
python-lint
paldom / python-skills

Sets up and tunes Ruff linting and formatting for a Python package — pyproject [tool.ruff] rule selection, Black/Flake8/isort migration — and fixes lint or format failures. Use when the user says 'set up linting', 'add ruff', 'fix lint errors', 'configure the formatter'. Not for type errors, non-Python file formatting, pre-commit wiring, or CI workflows.

Testing & quality59
P
python-pytest-patterns
python-pytest-patterns
0xdarkmatter / claude-mods

pytest testing patterns for Python. Triggers on: pytest, fixture, mark, parametrize, mock, conftest, test coverage, unit test, integration test, pytest.raises.

Testing & quality59
Q
qa-engineer
qa-engineer
anyproto / anytype-ts

Analyze code changes and generate Playwright E2E tests in anytype-desktop-suite. Run after implementing features or modifying editor/component behavior to ensure new functionality has test coverage.

Testing & quality59
Q
quality-advisor
quality-advisor
vladm3105 / aidoc-flow-framework

Provide real-time quality guidance during artifact creation - section completion, anti-pattern detection, cumulative-tag and naming checks - before an artifact is finished. Use while authoring or reviewing a single SDD document.

Documents59
Q
quality-enforcement
quality-enforcement
noobygains / godmode

Use when preparing code for commit, PR, or merge - covers linting, type safety, bundle budgets, coverage thresholds, complexity limits, dependency audit, and dead code detection

Testing & quality59
S
semaphoreci
semaphoreci
membranedev / application-skills

Semaphore integration. Manage data, records, and automate workflows. Use when the user wants to interact with Semaphore data.

Cloud & DevOps59
S
ship-gate
ship-gate
unlearndev / skills

Read the staged git diff and flag anything that shouldn't be committed — secrets or API keys, leftover debug code (dd(), console.log, etc.), large commented-out blocks, and accidentally added large or binary files. For each problem show the file and line and why it's a problem, then end with a clear PASS or BLOCK. Use before committing, when the user asks to "check what's staged", "review my staged changes", "anything I shouldn't commit", "scan the diff before I commit", or wants a pre-commit safety check.

Testing & quality59
S
signals-scout-web-vitals
signals-scout-web-vitals
posthog / skills

Signals scout for Core Web Vitals (`$web_vitals`). Watches each page's p75 LCP / INP / CLS / FCP against Google's thresholds and its own history — poor-band pages, band crossings, sharp regressions — and dates each regression against deploys and flag rollouts.

Testing & quality59
S
skill-evolver
skill-evolver
dp-archive / archive

Analyze skill execution traces to identify issues and automatically evolve/improve skills. Use when users provide trace files (JSON) from skill runs and want to improve skill performance based on real execution data. Triggers on requests like "analyze traces", "evolve skill based on traces", "improve skill from execution history", "find issues in skill traces", or when working with skill trace/log files.

Agent workflows59
S
specalign
specalign
alleneubank / claude-code

Comprehensive configuration system for Claude Code

Testing & quality59
S
spring-kotlin-code-review
spring-kotlin-code-review
jetbrains / skills

Review Kotlin + Spring changes for behavioral regressions, transaction and proxy bugs, API and serialization mistakes, persistence risks, security issues, configuration drift, and missing tests. Use when reviewing a PR, diff, patch, or design change where generic style-focused review would miss Spring-specific correctness and operational risks.

Testing & quality59
T
taste-accessibility
taste-accessibility
madebymustafa / design-taste

Accessibility built into generation, not bolted on after: WCAG 2.2 AA compliance checks (contrast, keyboard, focus, labels, semantics, target size, reduced motion, autocomplete, error handling), baked into every page or component the agent builds. Run before calling any UI done. Stack on the design-taste core skill.

Design & UI59
T
taste
taste
voidxai / taste

Use this skill when the user wants a qualitative judgment on whether code, architecture, APIs, or design are *good* — not just working. MUST USE for: the word "taste" or "品味"; phrases like "well-designed", "feels off", "feels mediocre", "amateur hour", "something is off", "design quality"; asking which approach shows better craftsmanship; requesting someone to evaluate overall quality of code or a system. Also use when the user's core question is "is this good?" rather than "make this work." Do NOT use for: specific bug fixes, performance debugging, security audits, writing tests, refactoring with clear instructions, or UI changes with concrete goals like "fix spacing on mobile."

Testing & quality59
T
tauri-pilot
tauri-pilot
mpiton / tauri-pilot

Inspect, interact with, and test a running Tauri v2 app via CLI. Communicates over Unix socket using JSON-RPC 2.0. Use when testing UI, automating interactions, or debugging a Tauri app.

Testing & quality59
T
tdd
tdd
carlitose / agent-skills

Test-driven development with a red-green-refactor loop. Use when the user wants to build features or fix bugs using TDD, mentions “red-green-refactor,” wants integration tests, or asks for test-first development.

Testing & quality59
T
test-metrics-dashboard
test-metrics-dashboard
proffesor-for-testing / agentic-qe

Use when querying test history, analyzing flakiness rates, tracking MTTR, or building quality trend dashboards from test execution data.

Testing & quality59
T
testcontainers
testcontainers
claude-dev-suite / claude-dev-suite

Testcontainers for Docker-based integration testing in Java. Covers database containers, messaging systems, and Spring Boot @ServiceConnection. USE WHEN: user mentions "testcontainers", "docker test", "integration test", asks about "@ServiceConnection", "PostgreSQLContainer", "MongoDBContainer", "test database", "docker compose test" DO NOT USE FOR: Unit tests - use `junit`; REST API tests - use `rest-assured`; Tests without Docker - use H2 or embedded databases; Non-Java projects - check language-specific tools.

Testing & quality59
T
testing-qa
eddiebe147 / claude-settings

Expert guide for testing Next.js applications with Playwright, Jest, and React Testing Library. Use when writing tests, debugging test failures, or setting up test infrastructure.

Testing & quality59
T
trace-check
trace-check
vladm3105 / aidoc-flow-framework

DEPRECATED in v0.4.0. Use `/aidoc-flow:doc-validator` traceability pass. This skill is a redirect stub and will be removed in v1.0.0.

Documents59
V
video-comparer
video-comparer
nicepkg / ai-workflow

This skill should be used when comparing two videos to analyze compression results or quality differences. Generates interactive HTML reports with quality metrics (PSNR, SSIM) and frame-by-frame visual comparisons. Triggers when users mention "compare videos", "video quality", "compression analysis", "before/after compression", or request quality assessment of compressed videos.

Creative & media59
W
web-perf
web-perf
midudev / autoskills

Audit, diagnose, or optimize website loading and interaction performance, Core Web Vitals, and Lighthouse performance scores.

Testing & quality59
W
webapp-testing
webapp-testing
boshi-xixixi / traeskill

Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.

Testing & quality59
W
woostack-debug
woostack-debug
howarewoo / woostack

Read-only systematic debugging: prove the root cause of a bug, test failure, or unexpected behavior from source/runtime evidence plus optional exact GitHub Project, issue, or PR context, then hand back evidence and a proposed minimal fix. Debug never mutates GitHub or repository state.

Development59
W
woostack-harden
woostack-harden
howarewoo / woostack

Public standalone read-only review of a supplied specification or candidate issue plan against bounded repository evidence; reports discrepancies and unresolved decisions without synthesizing approval.

Testing & quality59
W
wp-phpstan-review
wp-phpstan-review
jorgerosal / wordpress-skills

WordPress PHPStan review and setup guidance. Use when reviewing `phpstan.neon`, WordPress static-analysis setup, baselines, PHPStan levels, CI jobs, WordPress stubs, `szepeviktor/phpstan-wordpress`, or when user mentions "PHPStan", "static analysis", "phpstan.neon", "baseline", "WordPress stubs", or "CI type checks". Helps review WordPress-specific PHPStan configuration, baseline strategy, extension wiring, and practical rollout patterns for plugins, themes, and larger WordPress codebases.

Testing & quality59
W
writing-skills
writing-skills
mavcui / agent-skills-hunter

The ultimate collection of Agent Skills, all in one place, “make every bit of context count” The ultimate collection of 400+ high-quality Agent Skills for Claude AI — creative, technical, and enterprise workflows

Agent workflows59
W
writing-skills
writing-skills
mavscui / agent-skills-hunter

The ultimate collection of Agent Skills, all in one place, “make every bit of context count” The ultimate collection of 400+ high-quality Agent Skills for Claude AI — creative, technical, and enterprise workflows

Agent workflows59
W
writing-skills
writing-skills
zhanlincui / agent-skills-hunter

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Agent workflows59
A
accessibility
accessibility
microsoft / hve-core

Consolidated accessibility skill entrypoint for WCAG 2.2, ARIA Authoring Practices, cognitive accessibility, Section 508, EN 301 549, design intent verification, and the Accessibility Planner workflow.

Design & UI58
A
adding-e2e-tests
adding-e2e-tests
revitalb-port / skills-registry-demo

Set up Playwright end-to-end testing in a project, including test configuration, example tests, and CI integration.

Testing & quality58
A
aep-gen-eval
aep-gen-eval
memorysaver / agentic-engineering-patterns

Defines the reusable generator/evaluator pattern: scoring, agent contracts, eval protocol. Validating one specific artifact is /aep-validate.

Agent workflows58
A
aep-validate
aep-validate
memorysaver / agentic-engineering-patterns

Validates one artifact — code, document, or spec — with separate generator and evaluator roles. Use for code review, "validate", "verify", or "dry-run".

Testing & quality58
A
agent-browser-debug
agent-browser-debug
owenleezy / agent-browser-skill

[INTERNAL TEMPLATE] Debugging execution protocol. Called by agent-browser orchestrator.

Development58
A
agent-capabilities
agent-capabilities
jgtolentino / insightpulse-odoo

Comprehensive documentation of Claude's capabilities for visual regression testing, CI/CD integration, and quality assurance automation. Use when setting up testing infrastructure, implementing visual regression, or understanding agent testing capabilities. (project)

Testing & quality58
A
ai-development-guide
ai-development-guide
shinpr / claude-code-workflows

Applies language-agnostic and backend technical decision criteria, anti-pattern detection, debugging, and quality gates. Use when reviewing general/backend implementation choices, code smells, failures, or implementation completeness.

Development58
A
analyze-repo
analyze-repo
miles990 / claude-software-skills

Enterprise-grade repository analysis with arc42/C4 architecture documentation, technical debt quantification, security assessment, and multi-stakeholder reporting

Development58
8761–8820 of 11,883

New to MCP?

From what the protocol is to installing your first server, these answers cover most first questions.

An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.