TRANSPARENT RANKING · 2026-09-26

Quality signals

SkillSignal's transparent six-factor metadata score—not a security certification.

Method

Weighted metadata score: source 25%, maintenance 20%, documentation 20%, compatibility 15%, community 10%, and trend 10%.

  1. 01agent-browser

    Browser automation built for repeatable agent workflows.

    vercel-labs · Browser Automation
    96/100
  2. 02frontend-design

    Design constraints that push generated interfaces beyond generic AI UI.

    Anthropic · Code Review & Testing
    96/100
  3. 03spreadsheets

    Build, analyze and verify spreadsheet files with formula-aware workflows.

    OpenAI · Documents & Data
    95/100
  4. 04prompt-optimizer

    Finished, placeholder-free chat prompts shaped around the user's real task, audience, and output.

    github/awesome-copilot · Content & Marketing
    94/100
  5. 05skill-creator

    Create, improve, and benchmark Agent Skills with trigger tests and comparative evaluation.

    anthropics/skills · Code Review & Testing
    94/100
  6. 06ad-campaign-analyzer

    Campaign performance analysis that separates signal from noise and recommends what to cut, scale, or test.

    github/awesome-copilot · Content & Marketing
    94/100
  7. 07mcp-builder

    Plan, implement, and evaluate high-quality MCP servers in Python or TypeScript.

    anthropics/skills · Code Review & Testing
    94/100
  8. 08web-design-guidelines

    Review interfaces against practical web design and accessibility rules.

    vercel-labs · Code Review & Testing
    94/100
  9. 09documents

    Create and edit professional Word documents with visual verification.

    OpenAI · Documents & Data
    94/100
  10. 10grill-me

    Relentless decision interviews for sharper plans and designs.

    mattpocock · Code Review & Testing
    93/100
  11. 11anti-ui-slop

    Instruction-only, product-specific UI design contracts with optional real-interface evidence and a hard finish gate.

    github/awesome-copilot · Code Review & Testing
    93/100
  12. 12autoresearch

    Autonomous, metric-driven code experiments that keep improvements and discard regressions.

    github/awesome-copilot · Code Review & Testing
    93/100
  13. 13daily-focus-board

    A browser-based daily focus board with gentle prioritization, progress notes, counters, and local persistence.

    github/awesome-copilot · Documents & Data
    93/100
  14. 14landing-page-conversion-audit

    Evidence-bounded landing-page diagnosis with a short fix list ranked by expected business impact.

    github/awesome-copilot · Content & Marketing
    93/100
  15. 15prd

    Discovery-led product requirements with measurable outcomes, non-goals, acceptance criteria, and risk analysis.

    github/awesome-copilot · Documents & Data
    93/100
  16. 16brag-sheet

    Evidence-backed impact statements reconstructed from work history without invented metrics.

    github/awesome-copilot · Documents & Data
    93/100
  17. 17competitor-ad-intelligence

    Evidence-led analysis of public paid ads, creative patterns, landing pages, funnels, and market gaps.

    github/awesome-copilot · Content & Marketing
    93/100
  18. 18power-bi-report-design-consultation

    Decision-led Power BI report guidance for chart choice, layout, interaction, mobile use, and accessibility.

    github/awesome-copilot · Documents & Data
    93/100
  19. 19semgrep

    Approval-gated Semgrep security scans with telemetry disabled and auditable SARIF output.

    trailofbits/skills · Code Review & Testing
    93/100
  20. 20meeting-minutes

    Concise internal meeting records centered on verified decisions, owned actions, due dates, and follow-up.

    github/awesome-copilot · Documents & Data
    93/100
  21. 21bigquery-pipeline-audit

    A targeted Python and BigQuery audit for runaway cost, unsafe reruns, scan size, writes, and observability.

    github/awesome-copilot · Code Review & Testing
    93/100
  22. 22codeql

    Interprocedural security analysis with explicit database-quality and query-suite gates.

    trailofbits/skills · Code Review & Testing
    93/100
  23. 23commit-message-storyteller

    Narrative Conventional Commit messages that explain intent, impact, and logical change boundaries.

    github/awesome-copilot · GitHub, Git & DevOps
    93/100
  24. 24doc-coauthoring

    Structured context gathering, section refinement, and reader testing for substantial documents.

    anthropics/skills · Documents & Data
    93/100
  25. 25differential-review

    Risk-first security review for diffs, commits, and pull requests with blast-radius analysis.

    trailofbits/skills · Code Review & Testing
    93/100
  26. 26pdf

    Read, create and visually validate PDF documents and forms.

    OpenAI · Documents & Data
    93/100
  27. 27web-design-reviewer

    Browser-based visual review for responsive, accessible, consistent web interfaces with source-level fixes.

    github/awesome-copilot · Code Review & Testing
    92/100
  28. 28build-evidence-map

    Auditable decision maps that preserve support, counterevidence, qualifications, and unknowns.

    github/awesome-copilot · Web Research
    92/100
  29. 29create-implementation-plan

    Machine-readable implementation plans with atomic phases, dependencies, tests, risks, and unique identifiers.

    github/awesome-copilot · Code Review & Testing
    92/100
  30. 30create-technical-spike

    Time-boxed technical research documents that turn one critical unknown into an evidence-backed decision.

    github/awesome-copilot · Code Review & Testing
    92/100
  31. 31supply-chain-risk-auditor

    Measured dependency risk reports covering advisories, maintainers, abandonment, and install scripts.

    trailofbits/skills · GitHub, Git & DevOps
    92/100
  32. 32webapp-testing

    Playwright workflows for local webapp behavior, screenshots, and browser-log evidence.

    anthropics/skills · Browser Automation
    92/100
  33. 33variant-analysis

    Systematic hunts for other instances of a known bug or vulnerability root cause.

    trailofbits/skills · Code Review & Testing
    92/100
  34. 34noob-mode

    A persistent plain-language layer for approvals, errors, technical output, choices, and undo guidance.

    github/awesome-copilot · Documents & Data
    91/100
  35. 35tdd

    A practical test-driven development workflow for coding agents.

    mattpocock · Code Review & Testing
    91/100
  36. 36ai-seo

    Technical and editorial SEO workflows for product-led teams.

    coreyhaines31 · Content & Marketing
    91/100
  37. 37eyeball

    Document analysis delivered as a Word file with highlighted source screenshots beside factual claims.

    github/awesome-copilot · Documents & Data
    91/100
  38. 38context-map

    A pre-change map of files, dependencies, tests, reference patterns, and implementation risks.

    github/awesome-copilot · Code Review & Testing
    91/100
  39. 39content-management-systems

    Owning-seam guidance for themes, plugins, content models, editors, media, and static export workflows.

    github/awesome-copilot · Content & Marketing
    91/100
  40. 40convert-excel-to-md

    Sheet-aware XLSX-to-Markdown conversion with batch support and embedded-image extraction.

    github/awesome-copilot · Documents & Data
    91/100
  41. 41convert-word-to-md

    GitHub Copilot Agent Skill for converting DOCX to Markdown before agent-assisted review, search, extraction, and summarization.

    github/awesome-copilot · Documents & Data
    91/100
  42. 42create-llms

    Create an llms.txt index from repository documentation.

    github/awesome-copilot · Documents & Data
    91/100
  43. 43csharp-mstest

    Write modern MSTest tests with data-driven patterns.

    github/awesome-copilot · Code Review & Testing
    91/100
  44. 44mcp-create-adaptive-cards

    Create Adaptive Card payloads for MCP experiences.

    github/awesome-copilot · Content & Marketing
    91/100
  45. 45containerize-aspnet-framework

    Create Windows container files for ASP.NET Framework projects.

    github/awesome-copilot · GitHub, Git & DevOps
    91/100
  46. 46create-github-issues-for-unmet-specification-requirements

    Open issues for specification requirements not yet implemented.

    github/awesome-copilot · GitHub, Git & DevOps
    91/100
  47. 47csharp-docs

    Write useful XML documentation for C# APIs.

    github/awesome-copilot · Documents & Data
    91/100
  48. 48java-docs

    Write consistent Javadoc for Java types and APIs.

    github/awesome-copilot · Documents & Data
    91/100
  49. 49bug-receipt

    Close defects with a structured diagnosis and verification receipt.

    github/awesome-copilot · Code Review & Testing
    91/100
  50. 50create-architectural-decision-record

    Structured ADRs with context, consequences, rejected alternatives, and implementation notes.

    github/awesome-copilot · Documents & Data
    91/100
  51. 51internal-comms

    Format-aware drafting for status reports, leadership updates, newsletters, FAQs, and incident reports.

    anthropics/skills · Content & Marketing
    91/100
  52. 52javascript-typescript-jest

    Write maintainable Jest tests for JavaScript and TypeScript.

    github/awesome-copilot · Code Review & Testing
    91/100
  53. 53mcp-copilot-studio-server-generator

    Generate an MCP server shaped for Copilot Studio integration.

    github/awesome-copilot · Code Review & Testing
    91/100
  54. 54chrome-devtools

    Automate, debug, and profile web pages through Chrome DevTools MCP.

    github/awesome-copilot · Browser Automation
    91/100
  55. 55create-github-issues-feature-from-implementation-plan

    Split implementation-plan phases into trackable GitHub issues.

    github/awesome-copilot · GitHub, Git & DevOps
    91/100
  56. 56csharp-async

    Apply safe, modern asynchronous programming patterns in C#.

    github/awesome-copilot · Code Review & Testing
    91/100
  57. 57editorconfig

    Generate an EditorConfig tailored to the repository.

    github/awesome-copilot · GitHub, Git & DevOps
    91/100
  58. 58mcp-deploy-manage-agents

    Deploy and manage MCP-connected agents.

    github/awesome-copilot · GitHub, Git & DevOps
    91/100
  59. 59mcp-security-audit

    Audit MCP configuration for secrets, injection, and supply-chain risk.

    github/awesome-copilot · Code Review & Testing
    91/100
  60. 60find-skills

    Find Skills is Vercel's discovery workflow for locating and installing reusable Agent Skills.

    vercel-labs/skills · Code Review & Testing
    90/100
  61. 61pr-screenshots

    Matched before-and-after visual evidence for pull requests, including upload and sizing guidance.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  62. 62vercel-react-best-practices

    Vercel React Best Practices is a maintained performance guide for React and Next.js.

    vercel-labs/agent-skills · Code Review & Testing
    90/100
  63. 63az-cost-optimize

    Find Azure resource cost optimizations and create tracked actions.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  64. 64conventional-commit

    Write commits that follow Conventional Commits semantics.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  65. 65csharp-nunit

    Apply current NUnit testing patterns and assertions.

    github/awesome-copilot · Code Review & Testing
    90/100
  66. 66java-mcp-server-generator

    Generate a Java MCP server with the official SDK.

    github/awesome-copilot · Code Review & Testing
    90/100
  67. 67mcp-cli

    Inspect and call MCP servers from a command-line workflow.

    github/awesome-copilot · Code Review & Testing
    90/100
  68. 68centos-linux-triage

    Triage CentOS failures with SELinux-aware operational checks.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  69. 69create-github-issue-feature-from-specification

    Turn a feature specification into a structured GitHub issue.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  70. 70create-tldr-page

    Turn documentation URLs and commands into a concise tldr page.

    github/awesome-copilot · Documents & Data
    90/100
  71. 71drawio

    Generate editable draw.io diagrams and export common formats.

    github/awesome-copilot · Content & Marketing
    90/100
  72. 72mcp-create-declarative-agent

    Scaffold a declarative agent around MCP capabilities.

    github/awesome-copilot · Code Review & Testing
    90/100
  73. 73mcp-release-qa

    Exercise a real MCP protocol session before release.

    github/awesome-copilot · Code Review & Testing
    90/100
  74. 74aws-well-architected-review

    Review workload architecture against AWS Well-Architected guidance.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  75. 75conventional-branch

    Create and validate branch names against a conventional scheme.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  76. 76copilot-usage-metrics

    Retrieve organization and enterprise Copilot usage metrics.

    github/awesome-copilot · Documents & Data
    90/100
  77. 77create-readme

    Create a project README grounded in the repository.

    github/awesome-copilot · Documents & Data
    90/100
  78. 78java-junit

    Apply JUnit 5 testing patterns including parameterized cases.

    github/awesome-copilot · Code Review & Testing
    90/100
  79. 79bug-reproduction-brief

    Turn a vague bug report into an evidence-backed reproduction.

    github/awesome-copilot · Code Review & Testing
    90/100
  80. 80create-github-action-workflow-specification

    Document an existing GitHub Actions workflow as a maintainable specification.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  81. 81create-spring-boot-kotlin-project

    Scaffold a Spring Boot Kotlin project with a coherent baseline.

    github/awesome-copilot · Code Review & Testing
    90/100
  82. 82debian-linux-triage

    Triage Debian failures with apt, systemd, and AppArmor context.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  83. 83mcp-implementation-security-review

    Review MCP implementations for auth, validation, and code-execution risks.

    github/awesome-copilot · Code Review & Testing
    90/100
  84. 84aws-resource-health-diagnose

    Diagnose AWS resource health from logs and metrics.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  85. 85containerize-aspnetcore

    Create production-minded containers for ASP.NET Core projects.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  86. 86copilot-spaces

    Ground Copilot work in curated project knowledge spaces.

    github/awesome-copilot · Web Research
    90/100
  87. 87md-to-docx

    Convert Markdown into a styled Word document with embedded images.

    github/awesome-copilot · Documents & Data
    90/100
  88. 88create-agentsmd

    Generate an AGENTS.md guide from repository context.

    github/awesome-copilot · Documents & Data
    90/100
  89. 89create-spring-boot-java-project

    Scaffold a Spring Boot Java project with a coherent baseline.

    github/awesome-copilot · Code Review & Testing
    90/100
  90. 90csharp-xunit

    Build maintainable xUnit tests including data-driven cases.

    github/awesome-copilot · Code Review & Testing
    90/100
  91. 91kotlin-mcp-server-generator

    Generate a Kotlin MCP server with the official SDK.

    github/awesome-copilot · Code Review & Testing
    90/100
  92. 92aws-cost-optimize

    Review AWS infrastructure and turn cost findings into issues.

    github/awesome-copilot · GitHub, Git & DevOps
    90/100
  93. 93copilot-sdk

    Build agentic applications with the GitHub Copilot SDK.

    github/awesome-copilot · Code Review & Testing
    90/100
  94. 94create-specification

    Write an implementation-ready solution specification.

    github/awesome-copilot · Documents & Data
    90/100
  95. 95csharp-tunit

    Build TUnit suites with modern test organization.

    github/awesome-copilot · Code Review & Testing
    90/100
  96. 96acquire-codebase-knowledge

    Map an unfamiliar codebase before changing it.

    github/awesome-copilot · Code Review & Testing
    90/100
  97. 97marketing-mode

    A broad set of growth strategies organized for product teams.

    thesethrose · Content & Marketing
    89/100
  98. 98copywriter

    Product copy formulas for UX writing, launches and conversion moments.

    killerapp · Content & Marketing
    89/100
  99. 99azure-diagnostics

    Azure Diagnostics is Microsoft's systematic production-triage workflow for moving from symptoms to resource health, logs, metrics, recent changes, and service-specific next steps.

    microsoft/azure-skills · GitHub, Git & DevOps
    89/100
  100. 100microsoft-foundry

    Microsoft Foundry is the official Azure workflow router for creating, deploying, invoking, evaluating, observing, optimizing, and fine-tuning AI agents and models.

    microsoft/azure-skills · GitHub, Git & DevOps
    89/100