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Claude Skills

The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.

Every Agent Skill we could find on GitHub, deduplicated by content. 86 961 files from 2 125 authors, of which 68 678 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.

68 678
unique skills
out of 86 961 files found on GitHub
18 283
are copies
same content, someone else's repository
1 749
tokens, median
what a typical skill costs you in context
8 467
name collisions
two skills with one name cannot sit side by side

8 101–8 160 of 68 678

page 136 of 1 145
Voice Of Customer Miner
by deanpeters

Mine public reviews, app stores, and forums for unmet needs, competitor weaknesses, and switching triggers — with quoted evidence. Use when you want customer voice without waiting on interviews.

2.5k tokens
Vp Cpo Readiness Advisor
by deanpeters

Guide the transition to VP or CPO across preparing, interviewing, landing, and recalibrating. Use when executive product scope is changing fast.

6.5k tokens
Workshop Facilitation
by deanpeters

Facilitate workshop sessions in a one-step, multi-turn flow. Use when an interactive skill needs consistent pacing, options, and progress tracking.

1.5k tokens
CLI E2e Testing
by microsoft
vendor

Use when creating, modifying, debugging, or reviewing Aspire CLI end-to-end tests that use Hex1b terminal automation under tests/Aspire.Cli.EndToEnd.Tests/.

8.6k tokens
Code Review
by microsoft
vendor

Review a GitHub pull request for problems. Use when asked to review a PR, do a code review, check a PR for issues, or review pull request changes. Focuses only on identifying problems — not style nits or praise.

4.8k tokens
Azdo Internal
by microsoft
vendor

Expert knowledge for triggering, monitoring, and validating changes to the Aspire internal Azure DevOps pipeline (microsoft-aspire, definition 1602) on dnceng/internal. Use when asked to trigger an internal/AzDO build, check pipeline/build status, push to the internal mirror, or validate eng/ pipeline (eng/pipelines/azure-pipelines.yml / release pipeline) changes for the microsoft/aspire repository.

2.9k tokens
Connection Properties
by microsoft
vendor

Specialized agent for creating and improving Connection Properties in Aspire resource and README files

1k tokens
Backport Pr
by microsoft
vendor

Backports a merged PR to a release branch by triggering the /backport bot, waiting for the bot-created PR, and filling in the shiproom template (Customer Impact, Testing, Risk, Regression?). Use when asked to: backport a PR, port a fix to a release branch, fill in a backport template, prepare a backport for shiproom review.

4k tokens
CLI Channel Debugging
by microsoft
vendor

Emulates any Aspire CLI build identity (channel, version, commit, package source) from a locally built CLI using ASPIRE_CLI_* environment variables and the install sidecar, so a reported bug can be reproduced and fixed locally without going through the install/PR loop. Use this when asked to reproduce channel/version/quality-specific CLI behavior, simulate a daily/staging/stable/PR build locally, or decide which override knobs to set for a given scenario.

6.4k tokens scripts
API Review
by microsoft
vendor

Reviews .NET API surface area PRs for design guideline violations. Analyzes api/*.cs file diffs, applies review rules from .NET Framework Design Guidelines and Aspire conventions, and attributes findings to the developer who introduced each API (via git blame). Use this when asked to review API surface area changes.

6.2k tokens
CI Test Failures
by microsoft
vendor

Guide for diagnosing GitHub Actions test failures, extracting failed tests from runs, and creating or updating failing-test issues. Use this when asked to investigate GitHub Actions test failures, download failure logs, create failing-test issues, or debug CI issues.

4.7k tokens
Dependency Update
by microsoft
vendor

Guides dependency version updates by checking nuget.org for latest versions, triggering the dotnet-migrate-package Azure DevOps pipeline, and monitoring runs. Use this when asked to update external NuGet dependencies.

4.4k tokens
Create Pr
by microsoft
vendor

Create a pull request using the repository PR template. Use when asked to: create PR, open PR, push and create PR, submit PR, open pull request, send changes for review.

3.2k tokens
Deployment E2e Testing
by microsoft
vendor

Guide for writing Aspire deployment end-to-end tests. Use this when asked to create, modify, or debug deployment E2E tests that deploy to Azure.

3.2k tokens
Dashboard Testing
by microsoft
vendor

Guide for writing tests for the Aspire Dashboard. Use this when asked to create, modify, or debug dashboard unit tests or Blazor component tests.

4.2k tokens
Hex1b
by microsoft
vendor

CLI tool for automating any terminal application — TUI apps, shells, CLI tools, REPLs, and more. Use when you need to launch a process in a virtual terminal, capture its screen output, inject keystrokes or mouse input, take screenshots, record sessions, or assert on what's visible.

2.7k tokens
Fix Flaky Test
by microsoft
vendor

Reproduces and fixes flaky or quarantined tests. Tries local reproduction first (fast), then falls back to CI reproduce workflow (reproduce-flaky-tests.yml). Use this when asked to investigate, reproduce, debug, or fix a flaky test, a quarantined test, or an intermittently failing test.

13k tokens scripts
Hosting Integration Authoring
by microsoft
vendor

Guides authoring and reviewing Aspire.Hosting integration APIs. Classifies integration archetypes, then applies self-contained best practices for naming, resource shape, run/publish/deploy behavior, eventing, connection properties, security, endpoint semantics, polyglot exports, READMEs, and tests.

1.6k tokens
Deprecate Integration
by microsoft
vendor

Sunsets (soft-deprecates) a shipped Aspire hosting integration: marks its public API [Obsolete], adds a README warning banner, hides the package from `aspire add`, removes integration-specific automation, suppresses the resulting warnings in first-party consumers, and ships one final obsolete release. Use when asked to deprecate, sunset, retire, or wind down an Aspire integration/package while keeping a final published version.

3.8k tokens
Pr Testing
by microsoft
vendor

Use when asked to test a microsoft/aspire pull request, including CLI, hosting, dashboard, component, template, and VS Code extension changes. Also covers testing PRs that change CI infrastructure — GitHub Actions (workflows, actions, gh-aw agentic workflows, CI scripts under .github/ and eng/) and Azure DevOps pipelines (eng/pipelines, eng/common).

11k tokens
Reviewing Aspire Architecture
by microsoft
vendor

Triggers deep architectural review across 15 Aspire-specific dimensions. Activated by requests for deep review, architectural review, pattern review, or PRs touching hosting core, Azure integrations, dashboard, CLI, or components.

504 tokens
Startup Perf
by microsoft
vendor

Measures Aspire startup profiling with CLI self-profile capture and dashboard export traces.

1.9k tokens
Test Management
by microsoft
vendor

Quarantines or disables flaky/problematic tests using the QuarantineTools utility

2.7k tokens
Update Container Images
by microsoft
vendor

Updates Docker container image tags used by Aspire hosting integrations. Queries registries for newer tags, uses LLM to determine version-compatible updates, and applies changes. Use this when asked to update container image versions.

2.4k tokens
Issue Investigation
by microsoft
vendor

Investigates GitHub issues in microsoft/aspire by gathering issue context, routing to specialized skills, preparing the right reproduction environment, reproducing behavior, and drafting evidence-backed findings or insufficient-info comments for user approval. Use when asked to investigate, reproduce, validate, debug, triage, or root-cause an Aspire issue.

5.6k tokens
Vscode Extension
by microsoft
vendor

Use when investigating, developing, debugging, testing, or reviewing Aspire VS Code extension behavior under extension/, including extension UI, command, debugger, RPC, DCP, MCP, and CLI-integration issues or features.

2.6k tokens
Add Provider
by ThinkInAIXYZ

Add a DeepChat LLM provider through explicit reviewed source changes. Use when a developer asks Codex to add a provider, provider profile, upstream provider config, model catalog mapping, provider auth behavior, or a special provider adapter in this repository.

1.1k tokens
Deepchat Data Import
by ThinkInAIXYZ

Help developers build third-party tools that import, inspect, migrate, or analyze DeepChat data. Use when Codex needs to work with DeepChat provider configuration, model configuration, MCP/app settings, sessions, messages, legacy chat data, `agent.db`, `chat.db`, SQLCipher encrypted SQLite, Electron safeStorage wrapped passwords, Tauri importers, or native macOS/Windows/Linux data access.

737 tokens
Deepchat Release
by ThinkInAIXYZ

Prepare and publish DeepChat releases in this repository. Use when Codex needs to bump the app version, update CHANGELOG.md, keep release notes bilingual from v1.0.1 onward with English bullets first and Chinese bullets second, run release checks, create or update versioned release branches such as release/v1.0.1, continue a half-finished release, fast-forward main with the documented release flow, create or push version tags, or clean up release branches after publishing.

1.2k tokens
Deepchat Sdd Cleanup
by ThinkInAIXYZ

Use only when a developer explicitly asks to clean, prune, tidy, or organize DeepChat SDD documentation after implementation and validation. Scans docs/features, docs/issues, and docs/architecture; prefers multi-agent review when available; removes completed issue docs tied to closed GitHub issues, drops stale plan/tasks files from completed feature or architecture goals, and deletes obsolete feature or architecture docs.

750 tokens
Deepchat Sdd
by ThinkInAIXYZ

Use before substantial DeepChat code, configuration, documentation, test, build, feature, issue, refactor, or architecture changes that need a durable spec. Skip trivial style fixes, small localized logic changes, routine docs edits, and simple bugs unless the developer asks for SDD. Classify substantial work into feature SDD, complex-bug issue spec, or architecture SDD; ask before optional GitHub issue sync unless the developer explicitly requested sync.

1.4k tokens
Computer Use
by ThinkInAIXYZ

Drive native desktop apps through DeepChat's built-in Computer Use tools. Use when the user asks to operate, inspect, automate, or perform a GUI task in a real desktop application.

2.9k tokens
Cua Driver
by ThinkInAIXYZ

Drive a native macOS app via the cua-driver MCP server or CLI — snapshot its AX tree, click/type/scroll by element_index, verify via re-snapshot. Use when the user asks you to operate, drive, automate, or perform a GUI task in a real macOS application on the host (e.g. "open a file in TextEdit", "navigate to /Applications in Finder", "click the Save button in Numbers").

12k tokens
Feishu Tools
by ThinkInAIXYZ

Use the Feishu/Lark plugin MCP tools for Feishu documents, spreadsheets, knowledge content, and other matching workspace operations.

651 tokens
Code Review
by ThinkInAIXYZ

Comprehensive code review assistant that analyzes code quality, security, and best practices

332 tokens
Deepchat Settings
by ThinkInAIXYZ

DeepChat app settings modification (DeepChat 设置/偏好) skill. Activate ONLY when the user explicitly asks to change DeepChat's own settings/preferences (e.g., theme, language, font size...). Do NOT activate for OS/system settings, editor settings, or other apps.

807 tokens
Git Commit
by ThinkInAIXYZ

Generate well-formatted git commit messages following conventional commit standards

405 tokens
Infographic Syntax Creator
by ThinkInAIXYZ

Generate AntV Infographic syntax outputs. Use when asked to turn user content into the Infographic DSL (template selection, data structuring, theme), or to output `infographic <template>` plain syntax.

278 tokens
Memory Management
by ThinkInAIXYZ

Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape.

848 tokens
Asim Parser Filter Validator
by Azure

Validates ASIM parser filtering parameters by running filter tests against a Log Analytics workspace. Pure PowerShell using az CLI for authentication — no Python or Azure SDK packages required. Use this skill after creating or modifying an ASIM parser to verify that its filtering parameters work correctly.

1.4k tokens scripts
Asim Parser Create Parameter Parser
by Azure

This creates the parameterized version of the ASIM schema parser. You should already have the parameter-less version of the parser to help facilitate the parameter parser creation.

559 tokens
Asim Parser Create Parser
by Azure

This starts the process of creating a new ASIM schema parser by generating the initial version of the parser based on the requirements gathered. Use this skill when you have gathered all necessary information for the new ASIM parser and are ready to create the initial version of the parser.

1.4k tokens
Asim Parser User Prompter
by Azure

Prompts the user for inputs to create a new ASIM schema parser. Use this skill when you need to gather information from the user to create a new ASIM parser.

399 tokens
Asim Parser Creator Orchestrator
by Azure

Orchestrates the creation and validation of a new ASIM schema parser. Use this skill when asked to create a new ASIM parser.

1.6k tokens
Asim Parser La Deployer
by Azure

Gets the ASIM parser of interest and deploys it to the customer's LA workspace.

1.3k tokens
Asim Parser Pr Reviewer
by Azure

Reviews pull requests for ASIM parser changes and summarizes suggestions. This is not to be called by asim-parser-creator-orchestrator or when creating ASIM parsers in general. This is strictly for reviewing pull requests after necessary workflows have ran.

1.4k tokens
Asim Parser Github Pr Packager
by Azure

Packages the created and validated ASIM schema parser into a GitHub PR for the Azure-Sentinel repository. Use this skill when asked to package a parser into a GitHub PR.

2.1k tokens
Asim Parser Validator
by Azure

This skill will validate an ASIM by checking the schema output of the parser and also checking the data that the parser represents in the columns. Use this skill after you have created or updated an ASIM parser to validate that the parser is correctly mapping the source data to the ASIM schema.

1.3k tokens
Run Solution Analyzer
by Azure

Run the Solutions Analyzer scripts: mapper, documentation generator, ASIM browser. Use when: running solution analyzer, generating CSVs, generating docs, refreshing caches, force-refresh, invalidating caches, generating ASIM browser, running mapper, running collect_table_info, running collect_asim_fields.

2.7k tokens
Az CLI Command Runner
by Azure

Runs Azure CLI commands in a terminal. Use this skill when you need to execute az CLI commands such as checking authentication, querying Log Analytics, managing deployments, or inspecting Azure resources.

187 tokens scripts
Log Analytics Workspace Queryer
by Azure

Uses REST API to query Log Analytics workspaces. Use this skill when you need to query a Log Analytics workspace, for example, to check if the table exists in the workspace, or to validate an ASIM parser.

272 tokens scripts
Update Solution Analyzer
by Azure

MANDATORY guidelines for ANY edit to ANY file under Tools/Solutions Analyzer/ — including the mapper (map_solutions_connectors_tables.py), doc generator (generate_connector_docs.py), interactive docs (generate_interactive_docs.py), ASIM browser, collect_table_info, collect_asim_fields, upload_to_kusto, compare_runs, solution_analyzer_overrides.csv, filter_field_resolution.yaml, or any other script/config in that folder. Use when: editing/modifying/refactoring/fixing/renaming/tweaking ANY logic in those files, even one-line fixes such as renaming a classification, escaping a character, adjusting a regex, adding an override row, suppressing a false positive, or changing a constant. Covers: keeping script-docs in sync, README Version History changelog rules (required for feature/behavior changes; optional for small bug fixes), CSV output sync with upload_to_kusto.py, static/interactive index synchronization, and markdown/HTML entity page synchronization.

1.3k tokens
Provider Oracles
by wiltodelta

Run hash-bound Google, OpenAI, Microsoft, or Meta watermark-oracle checks for this repository. Use for provider verification, multi-account Gemini checks, isolated Playwright checks, or recording oracle evidence.

2.5k tokens
Signal Discovery
by wiltodelta

Discover missing AI provenance and watermark coverage in the remove-ai-watermarks library from fresh or historical corpora, then validate detection and removal parity. Use for corpus gap mining, periodic signal audits, new-provider discovery, or deciding whether old retained data must be replayed. Do not use for ordinary per-file identification or removal.

1.3k tokens
Remove AI Watermarks
by wiltodelta

Removes and identifies AI watermarks and provenance marks in images and video the user generated or edited. Covers Gemini sparkles, SynthID, Microsoft InvisMark, Meta Content Seal, C2PA, EXIF/XMP/IPTC metadata, and Sora/Veo/Seedance/Doubao/Dola/Hailuo/Vidu/Kling and Wan labels. Use when the user wants to strip or clean AI watermarks and generation labels, or asks whether a file was AI-generated or carries AI provenance, even if they do not name remove-ai-watermarks. Do not use for stock-agency, marketplace, classifieds, or other third-party paid-asset watermarks.

3k tokens scripts
Analyze CI Failures
by Azure

Analyze CI failures on Azure SDK for .NET pull requests and post a comment with how-to-fix instructions. Use when a PR has failing checks, CI is red, or someone asks for help fixing CI.

1.2k tokens
Auto Build Repair
by Azure

Headless, bounded repair of custom-code build failures in an already-generated Azure SDK PR. Thin wrapper over the shared azure-sdk-mcp:azsdk_customized_code_update engine in custom-code-only scope (editScope: CustomCode); the skill owns the iterate-until-green loop, capped by a per-language `maxIterations` read from repair-config.yml. WHEN: Copilot cloud agent runs on a release-planner Auto SDK PR labeled `auto-sdk-build-fix` that fails to build because of custom (non-generated) code. DO NOT USE FOR: full TypeSpec migrations, spec edits, API design review, manual fixing. INVOKES: azure-sdk-mcp:azsdk_customized_code_update.

3k tokens
Bump Mgmt Base Version
by Azure

Bump the http-client-csharp base dependency version in http-client-csharp-mgmt. Updates emitter (npm) and generator (NuGet) references, rebuilds, and regenerates test projects.

1.3k tokens
Csharp Azure Spector Coverage Gaps
by Azure

Discovers and implements gaps in Spector test coverage for the Azure C# HTTP client emitter. Use when asked to find missing Spector scenarios, add Spector test coverage, or implement a specific Spector spec for the Azure C# emitter. Can also compare coverage between the Azure dashboard and the Standard (TypeSpec core) dashboard.

5.6k tokens
Azure SDK Mgmt Pr Review
by Azure

Review Azure SDK management-plane pull requests, check naming conventions, API compatibility, and code quality.

3.4k tokens

Claude Skills — questions

Answers built from the skills we actually parsed.

What is a Claude Skill?
A folder with a SKILL.md file: instructions that teach an agent to do one thing well, optionally with scripts and reference files alongside. The format is open and called Agent Skills — Claude Code, Codex and other agents read the same files. It is not a program you run; it is knowledge the agent loads when the task calls for it.
How is a skill different from an MCP server?
A server gives the agent new abilities — it connects to something and exposes tools. A skill gives the agent knowledge: how to use what it already has. They combine, and often literally: 13 478 of the skills here declare which MCP servers they need to work.
Why are there fewer skills here than in other catalogues?
Because we deduplicate by content. Of 86 961 files found on GitHub, 68 678 are unique — the rest is the same skill copied into someone else's repository, word for word. Catalogues that count files rather than skills show every copy as a separate entry.
What does the token count mean?
A skill is loaded in stages. Its name and description stay in the model's context all the time; the body of SKILL.md is read when the skill is used; other files in the folder, such as references, scripts and fonts, are opened only when the skill asks for them. The number we show is SKILL.md, the part every use pays for. A big folder is not a big cost: one official skill ships 83 font files, and none of them ever enters the context.
How do I install a skill?
Copy the skill folder into ~/.claude/skills for personal use, or into .claude/skills inside a project. The agent picks it up by the name in the SKILL.md header — which is worth checking: 8 467 skills here share a name with another skill, and two of them cannot sit side by side.