Quality gates
7,902 rows from 2,334 repositories
Checks that block a change rather than commenting on it.
What Quality gates skills agree on
2,127 skill files read, by 1,524 of the 2,830 authors on this shelf whose files we hold, 2026-09-06
The middle one of the 271 measured here is ~1.5k tokens long, counted with cl100k_base
Counted by distinct author, so one author publishing three of these counts once. Where a claim sits in fewer files than authors, that is said: a claim held by forty authors across three files is one file people copied, not forty people who agreed. Near-identical wordings are grouped and the other wordings are shown, so the grouping is yours to check.
What they tell the agent to do
- Read full output and check exit code45 of 1524 in 40 filesalso worded as read full output and check exit codes; read the full output and check exit codes
- Verify output confirms the claim44 of 1524 in 39 filesalso worded as Output verification results; confirm the output supports your claim
- Identify the command that proves the claim43 of 1524 in 39 filesalso worded as identify the command proving the claim; identify the command that derives each claim
- Execute the full verification command36 of 1524 in 30 filesalso worded as provide full output of verification commands; execute full verification commands fresh
- Produce a verification report34 of 1524 in 18 filesalso worded as generate verification report; Produce verification report
- Review git diff changes30 of 1524 in 16 filesalso worded as review git diff for unintended changes; Review git diff
- Fix build failures immediately29 of 1524 in 9 filesalso worded as Fix compilation errors immediately; stop and fix build failures immediately
- Group findings by severity28 of 1524also worded as Categorize findings by severity; rank findings by severity
- State claim only with evidence27 of 1524 in 22 filesalso worded as State claims only with evidence; make the claim only with evidence
- Verify regression tests with red-green cycle26 of 1524 in 22 filesalso worded as perform red-green cycle for regression tests; run regression tests through red-green cycle
- Run the full test suite26 of 1524 in 25 filesalso worded as Run test suite; Run the test suite
- Run test suite with coverage25 of 1524 in 10 filesalso worded as Execute test suite with coverage; run test suite with coverage collection
- Fix critical type errors22 of 1524 in 7 filesalso worded as fix critical type errors before continuing; Fix critical type errors before proceeding
- Verify every fifteen minutes22 of 1524 in 7 filesalso worded as run verification every fifteen minutes during long sessions; Verify every 15 minutes in long sessions
- Run build verification22 of 1524 in 7 filesalso worded as Run build verify before PRs; run verification against production builds
What they tell it not to do
- Do not claim completion without fresh verification72 of 1524 in 69 filesalso worded as do not claim success without fresh verification; Do not claim completion without fresh verification evidence
- Do not skip verification steps41 of 1524also worded as do not skip any verification steps; do not skip full verification for efficiency
- Do not use hedging words like should or probably40 of 1524 in 34 filesalso worded as do not use hedging language like should or probably; Do not use hedging language like should or seems
- Do not express satisfaction before verification39 of 1524 in 34 filesalso worded as Expressing satisfaction before verification; do not express satisfaction before verifying
- Do not rely on partial verification37 of 1524 in 33 filesalso worded as Relying on partial verification; Do not rely on partial test runs
- Do not trust agent success reports blindly30 of 1524 in 26 filesalso worded as do not trust agent success reports; Trusting agent reports without checking
- Do not modify any files28 of 1524 in 26 filesalso worded as Do not modify files; never modify the source file
- Do not claim work is done without evidence28 of 1524 in 27 filesalso worded as do not report findings without evidence; Do not claim completion without evidence
- Do not continue if build fails26 of 1524 in 11 filesalso worded as do not continue if build fails; Do not continue after a failed gate
- Do not commit secrets to source code20 of 1524 in 13 filesalso worded as Do not commit secrets or API keys; do not commit production secrets
What they expect to be installed
- git335 of 1524
- grep193 of 1524
- bash136 of 1524
- npm133 of 1524 in 121 files
- python3133 of 1524
- curl104 of 1524
- gh91 of 1524 in 89 files
- node88 of 1524
- ruff86 of 1524 in 74 files
- python83 of 1524
What they ask it to produce
- Verification report111 of 1524 in 93 filesalso worded as verification status report; verification-report.md
- Validation report68 of 1524 in 58 filesalso worded as JSON validation report; validation reports
- Verification results40 of 1524also worded as Validation results; verification results report
- Verification command output37 of 1524 in 32 filesalso worded as Command output; fresh verification command output
- Screenshots29 of 1524also worded as screenshot; screenshot files
- Evidence-backed status report29 of 1524 in 25 filesalso worded as status report with evidence; evidence-based status report
- Verification evidence28 of 1524 in 27 filesalso worded as evidence of verification; Verification report with evidence
- Summary report28 of 1524also worded as summary table; Summary
When Quality gates authors say to reach for one
The situations these authors wrote into their own files, counted out of the same 1,524 authors, with the skills that name each one
- Before creating a pull request100 of 1524 in 78 files
- Before claiming work is complete51 of 1524 in 48 files
- Verification before completion
- Night market validation and qa
- Verification before completion obra
- F2a3b4c5 d6e7 4f5a 8b9c 2d3e4f5a6b7c
- Verification before completion skills cycleaddict verification before completion
- Verification before completion skills cygnusfear verification before completion
- and 67 more on this shelf
- User request for verification39 of 1524 in 38 files
- Verification loop
- Unity verify
- Content research and sourcing
- Verification engine
- Factcheck
- Fp check
- and 2 more on this shelf
- Before committing changes37 of 1524
- Agent check
- Hooks check
- Skill check
- Verification before completion
- Verifying reasoning
- Verify
- and 1 more on this shelf
- Before moving to the next task36 of 1524 in 32 files
- Verification before completion
- Verification before completion obra
- F2a3b4c5 d6e7 4f5a 8b9c 2d3e4f5a6b7c
- Verification before completion skills cycleaddict verification before completion
- Verification before completion skills cygnusfear verification before completion
- Verification before completion skills davila7 verification before completion
- and 77 more on this shelf
- After refactoring code35 of 1524 in 13 files
- Verification loop
- Quarkus verification
- Ecc verification loop
- and 13 more on this shelf
- After completing a feature25 of 1524 in 10 files
- Verification loop
- Ecc verification loop
- and 11 more on this shelf
- User says verify25 of 1524 in 24 files
How Quality gates skills are built
7,290 skill directories by 2,067 authors, read from their repositories’ own file trees 2026-08-05
The middle bundle among those shipping files is 3 files, 14.4 KB beside SKILL.md
Counted by distinct author, same as above, so one author publishing forty template copies counts once. SKILL.md itself is not counted as a file, so a single-file skill is one where that file is the whole skill.
The shape
- SKILL.md is the whole skill822 of 2,067 authors, 3,905 of 7,290 skills
- files ship beside it1,245 of 2,067 authors, 3,385 of 7,290 skills
- executable scripts ship inside531 of 2,067 authors, 1,272 of 7,290 skills
The folders they converge on
- references/705 of 2,067 authors, 1,762 of 7,290 skills
- scripts/438 of 2,067 authors, 948 of 7,290 skills
- agents/237 of 2,067 authors, 458 of 7,290 skills
- assets/149 of 2,067 authors, 248 of 7,290 skills
- evals/122 of 2,067 authors, 279 of 7,290 skills
- examples/94 of 2,067 authors, 274 of 7,290 skills
code-yeongyu/oh-my-openagent/.agents/skills/codex-qa Skill
no license67,917★ repoomo/lazycodex: The coding agent for tokenmaxxers;the one and only agent harness for complex codebases. For your Codex, for your OpenCode
JanDeDobbeleer/oh-my-posh/dev.ohmyposh/validator MCP server
23,285★ repoValidate oh-my-posh configurations and segment snippets against the official schema.
amElnagdy/guard-skills/skills/clean-code-guard Skill
1,154★ repoGuard skills for coding agents, quality gates that catch AI-generated failure modes in code, tests, and docs
AgnosticUI/agnosticui/.claude/skills/check-accessibility Skill
823★ repoAgnosticUI Local (v2) is a CLI-based UI component library that copies components directly into your project. Works with AI tools, agent-driven UIs, and prompt-ready workflows.
Affitor/affiliate-skills Skill
595★50 AI agent skills for affiliate marketing. Research trending content, write data-backed posts, generate infographics, build landing pages, deploy — full flywheel with social intelligence. Works with Claude Code, Pi, ChatGPT, Gemini, Cursor, Windsurf, any AI.
PV-Bhat/vibe-check-mcp-server/io.github.PV-Bhat/vibe-check-mcp-server MCP server
503★ repoMetacognitive AI agent oversight: adaptive CPI interrupts for alignment, reflection and safety
plugin87/ux-ui-agent-skills/.claude/skills/a11y-audit Skill
no license493★ repoTurn Claude into a Senior Design Architect — DTCG design tokens, 42 components, WCAG 2.2 accessibility, any-framework code, 138 design systems, and runnable skills.
harshaneel/humanize/ai-check Skill
350★ repoBest static AI text humanizer. Two research-grounded LLM-agnostic skills that make AI writing sound human and relatable. Nine levers, 50+ peer-reviewed sources, 2024-2026 detection literature.
saidutt46/domain-check/io.github.saidutt46/domain-check MCP server
no license299★ repoFast domain availability checker with RDAP/WHOIS — batch checks, TLD presets, and name generation.
billy-enrizky/openbrowser-ai/plugin/skills/accessibility-audit Skill
238★ repoOpenBrowser is a framework for intelligent browser automation. It combines direct CDP communication with a CodeAgent architecture, where the LLM writes Python code executed in a persistent namespace, to navigate, interact with, and extract information from web pages autonomously.
tsubotax/melta-ui/io.github.tsubotax/melta-ui MCP server
194★ repoAI-Ready design system MCP: melta UI tokens, component contracts, 99 rules, check_html self-verify
PabloNAX/ultracode-skill/ultracode Skill
174★ repoCodex-first Ultracode skill for dynamic coding workflows
zach22-1999/amazon-skills/skills/zach-feature-demand-validator Skill
151★ repoOpen-source Agent Skills for Amazon sellers: product research, feature validation, listing audits, ads search-term analysis, and CVR diagnostics. 亚马逊跨境电商 Skills。
guangshu100/BidMaster-Pro/skills/check/compliance_check Skill
140★ repo全流程 智能招投标 Agent:标书生成 · 招投标解读 · 标书检查 · 标书文档ai排版 · 商机发现 一键完成。 21 项合规检查 · 多模型切换 · RAG 知识库 · OCR 抽取。 从招标公告到可交付 docx 文档,全流程 AI 自动化。
PixelOrange7/orangeo-ai-visibility-skill Skill
130★Open-source GEO / AEO skill for AI visibility readiness: check robots.txt, llms.txt, schema, citation signals, competitor gaps, and buyer prompts
goSprinto/compliance-skills/gdpr-compliance-checker Skill
130★ repoDaleSeo/korean-skills/skills/grammar-checker Skill
129★ repo🇰🇷 Korean language skills for AI agents
cozytab/fable5-mode Skill
118★Make Opus 4.8 (or any Claude model) work like Claude Fable 5 — a Claude Code skill + guard hooks (plan gate, model ceiling, per-task enforcement) for Fable-5-grade discipline: plan, self-verify, and route sub-agents, without Fable 5.
AltimateAI/data-engineering-skills/skills/altimate-code Skill
118★ repoSkills related to Data Engineering Work for Claude Code
runesleo/claude-video-kit/skills/video-explainer Skill
113★ repoAgent Skill + Remotion pipeline: brief/script → review receipt → narrated 9:16 explainer. RC: video-explainer skill.
joshua-zyy/academic-paper-writer/skills/academic-citation Skill
104★ repo面向 CS / AI / ML 领域的证据驱动、分节推进的论文写作 Agent Skill。
rengwu/wayfinder-maps/.claude/skills/verify Skill
96★ repoPlanetary visualization tool for /wayfinder maps
zxyasfas/paper_format_agent/io.github.zxyasfas/paper-format-agent MCP server
83★ repoLocal-first DOCX formatter for academic papers with a content-fingerprint integrity guard.
hookdeck/webhook-skills/skills/adyen-webhooks Skill
80★ repoWebhook integration skills for AI coding agents (Claude Code, Cursor, Copilot). Step-by-step guidance for setting up webhook receivers, signature verification, and event handling for Stripe, Shopify, GitHub, and more. Built on the Agent Skills specification.
Chinese reference formatter skill
Zechang-Xiong/chinese-reference-formatter-skill Skill
73★Codex skill for formatting Chinese academic references and BibTeX
kyungseo/skillstead/skills/docs-claim-check Skill
71★ repoPractical, portable skills for agentic coding workflows — clearer diagrams, checked claims, safer GitHub releases, natural EN↔KO writing.
DevelopersGlobal/ai-agent-skills/skills/ai-output-validation Skill
65★ repoAI agent skills for production grade applications
lovstudio/skills/skills/anti-wechat-ai-check Skill
65★ repoTop-level index for the Lovstudio skills ecosystem
lennney/mcp-slim-guard/io.github.lennney/mcp-slim-guard MCP server
59★ repoSchema compression (83%+ savings) + security proxy for MCP servers — SSRF, injection, rate limit
GulajavaMinistudio/awesome-copilot-id/.agents/skills/artifact-consistency-checker Skill
58★ repoA curated collection of custom agents, skills, rules, and prompts for GitHub Copilot, Google Antigravity, OpenCode, ChatGPT Codex, and Oh My Pi. Tailored for Indonesian developers to streamline SDLC workflows with AI.
color4-alt/CiteCheck/skills/citecheck Skill
56★ repoAgent Skill: Check academic paper citations for format, queryability, thematic relevance, and semantic accuracy.
iwasa-kosui/kamae-ts/skills/kamae-review Skill
53★ repomarconae/speq-skill/.claude/skills/speq-audit Skill
48★ repoA light-weight and straightforward system for spec-driven development with Claude Code or OpenAI Codex. Written in Rust 🦀
natdexterra/work-with-design-systems Skill
48★Inspect, build, or extend Figma design systems from Claude Code. Read-only audits with WCAG checks and component scoring, build mode with variable bindings and slots, optional Phase 6 sync to tokens.css + AI rules.
motiful/skill-forge/.claude/skills/maintenance-rules Skill
46★ repoSkill engineering methodology and publishing pipeline for AI agent skills. Validates structure, scans for security, audits entire projects, and publishes to GitHub. Skills are code — engineer them like it.
XshuiAi/media-publish-check Skill
46★自媒体发布审核 Skill|Pre-publish audit for Douyin, Xiaohongshu, Weixin Video Accounts & Kuaishou.
fcavalcantirj/claude-code-eyes Skill
43★Give Claude Code eyes 👁️ — a camera skill so it can SEE real hardware, displays and wiring: verify a rendered panel, check wiring before power-on, and catch bugs that live on the glass, not the logs.
Aurite-ai/agent-verifier/skills/verification Skill
43★ repoAgent Verifier is a coding agent skill that verifies code against organizational policies, code quality patterns, security requirements, and framework best practices — before code ships. Works with Claude Code, Cursor, Windsurf, and 30+ agents.
haabe/mycelium/plugins/mycelium/skills/a11y-check Skill
42★ repoAI made building cheap. It didn't make deciding cheap. Mycelium is a Claude Code harness that makes your agent run discovery and weigh evidence before it writes code. It earns the right to start. Built for software, courses, AI tools, and services.
scdenney/open-science-skills/codex/46-orchestrate Skill
no license42★ repoAgentic skills for Claude Code and Codex, built from published social-science methods sources. Covers experimental design, computational text analysis, manuscript QA, and transparent reporting.
longhang2004/vietnamese-humanizer/skills/grammar-checker-vi Skill
42★ repoAgent Skills and lightweight tools for clearer, more natural Vietnamese writing, translation cleanup, grammar checks, and style consistency.
saidwivedi/research-skills/plugins/research-collaborator/skills/research-collaborator Skill
40★ repoClaude Code skills for AI/ML researchers
IJONIS/geo-lint/skills/content-creator Skill
38★ repoThe first open-source GEO linter. 92 rules for SEO, GEO, and content quality — built for AI agents to run, read, fix, and re-lint automatically.
netresearch/git-workflow-skill/skills/git-workflow Skill
no license38★ repoAgent Skill for Git workflow best practices - branching, commits, PR workflows | Claude Code compatible
eai-org/agent-toolkit/skills/check-ticket-implementation Skill
37★ repoMinimalistic, project-agnostic skills and rules for AI coding agents
olgasafonova/SkillCheck-Free/skills/skill-check Skill
36★ repoValidate Claude Code skills against the agentskills specification (Free tier)
tonkotsuboy/x-impact-checker/skills/x-impact-checker Skill
35★ repoAI agent skill to analyze X (Twitter) posts for viral potential using the actual recommendation algorithm
zxkane/autonomous-dev-team/skills/autonomous-common Skill
no license33★ repoTurns issues into merged PRs/MRs with zero human intervention — supports GitHub and GitLab, and Claude Code, Codex CLI, Kiro CLI, Antigravitiy CLI, opencode, and other agent CLIs.
tenequm/skills/skills/audio-quality-check Skill
32★ repoAgent skills for building, shipping, and growing software products
specstoryai/agent-skills/skills/specstory-guard Skill
32★ repoSpecStory's official collection of agent skills. Summarize, organize and create with `.specstory/history`
mustafacagri/ai-quality-gate/io.github.mustafacagri/ai-quality-gate MCP server
32★ repo🚀 Kill the Junior AI Era. 🤖 Level up AI code to automatically Principal standards. 🛡️ Quality Gate ✨
Shelpuk-AI-Technology-Consulting/agent-skill-tdd/skills/tdd Skill
30★ repoTDD + requirements workflow skill for AI coding agents (Claude Code, Codex, Antigravity, Cursor, Windsurf, etc.). Part of the Shelpuk agentic suite alongside Serena, Kindly Web Search, and Lad.
gygantskiyMatilyock/ios-developer-agents/.claude/skills/ios-accessibility-validator Skill
30★ repoAI Agents and Skills for iOS Developers
zebbern/skills/claude-code-project Skill
no license29★ repoHigh-quality Agent Skills made to perform reliably in real workflows
benjaminard/fable-skills/skills/delegate-and-verify Skill
29★ repoA skill library that teaches Claude Opus the working disciplines of Claude Fable 5. Move the checkpoints, not the capacity.
mralaminahamed/wp-dev-skills/skills/wp-admin-browser Skill
27★ repoWordPress plugin development skills for AI coding agents — Claude Code, Gemini CLI, Cursor, Windsurf, Cline, Codex, Copilot, opencode, and more
arimet/handoff/skills/handoff Skill
27★ repoClaude Code skill that quizzes you on the code Claude wrote — verify you understood it before shipping.
raccioly/docguard/io.github.raccioly/docguard MCP server
25★ repoDeterministic doc-drift detection: guard, score, explain, verify-claims and diagnose MCP tools.
WenyuChiou/agent-collab-skills/skills/agent-acceptance-gate Skill
23★ repoClaude Code marketplace for multi-agent collaboration — task splitter, output reconciler, adversarial debate, shared memory, acceptance gate. Composes with codex-delegate / gemini-delegate.
analystacademy/flight-check Skill
23★Final check for AI-generated slide decks — catches fake sources, AI tells, and other mistakes you don't want in your presentation.