mcpbeat Sign in

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. 79 354 files from 1 739 authors, of which 61 713 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.

61 713
unique skills
out of 79 354 files found on GitHub
17 641
are copies
same content, someone else's repository
1 738
tokens, median
what a typical skill costs you in context
7 879
name collisions
two skills with one name cannot sit side by side

4 861–4 920 of 61 713

page 82 of 1 029
Safe SQL Execution
by supabase
vendor

>- Use whenever code will build, return, fetch, or execute SQL that runs against a user's real Postgres database — even when the request reads like an ordinary feature or bug fix and never says "security," "injection," or builder, or endpoint that builds/returns SQL for database objects (tables, views, functions, DB triggers, indexes, RLS policies); interpolating a schema/table/column/search/route-param value into SQL text; storing, fetching, or re-running SQL that round-trips from the database (a policy's definition, a function/view definition, a snippet's saved content); and any "Run"/"Apply"/"Execute" action that sends SQL to a project's database (SQL editor run-selection, policy editor apply, snippet runner). Load this BEFORE writing such code, not only when reviewing a finished diff. Skip only for changes that never touch SQL text or execution — styling, unrelated data hooks, non-SQL form validation, or UI layout work.

4k tokens
Copywriting
by supabase
vendor

Write or audit UI copy (buttons, labels, empty states, error messages, tooltips, form text) anywhere in the monorepo. Load it before shipping or reviewing any user-facing text — including when copy is incidental to the task, like a new feature that adds buttons, toasts, dialogs, or validation messages.

148 tokens
Vitest
by supabase
vendor

>- Vitest API and config reference (Jest-compatible) — mocking with vi.*, spies, fake timers, coverage configuration, fixtures, snapshots, and test filtering. Use for Vitest API and configuration questions anywhere in the monorepo; for Studio-specific test strategy and component-test setup, start with studio-testing and studio-mock-api-tests.

18k tokens
Dev Toolbar Review
by supabase
vendor

Safety rules for the dev toolbar, PostHog client, and feature flags. Use when writing or reviewing any change to packages/dev-tools/, packages/common/posthog-client.ts, or packages/common/feature-flags.tsx. Covers environment guards, flag override cookies, telemetry event subscription, and SSE stream safety.

1k tokens
React Hook Form
by supabase
vendor

Correct React Hook Form usage anywhere in the monorepo — data flow, subscriptions, reset, dirty state, number inputs, and controlled-input rules. Load this BEFORE writing or modifying ANY form code, adding a field to an existing form, touching watch/useWatch/formState/getValues/setValue/reset, wiring a form into a dialog or sheet, or building a submit/cancel footer — even when the change looks trivial. The codebase contains widespread RHF anti-patterns; without this skill you will copy them. For form layout and which components to use, also load studio-ui-patterns.

4k tokens
Clickhouse Logs Queries
by supabase
vendor

>- Write, review, and migrate Supabase logs queries against the ClickHouse-backed `logs` table (the `logs.all.otel` analytics endpoint). Use this whenever a task involves Logs Explorer SQL, the `log_attributes` map, querying a log `source` (edge_logs, postgres_logs, auth_logs, etc.), translating an old BigQuery `cross join unnest(metadata)` logs query to ClickHouse, or wiring analytics log SQL in `apps/studio/data/logs` and `apps/studio/components/interfaces/Settings/Logs`. Reach for it even when the user just says "logs query", "Logs Explorer", or pastes a BigQuery logs query to convert, not only when they name ClickHouse.

4k tokens
Docs Content
by supabase
vendor

Write, edit, organize, and review Supabase content anywhere in apps/docs — guides, explainers, tutorials, troubleshooting entries, reference docs, and partials. Use for MDX/TOML authoring, frontmatter, navigation, terminology, links, code samples, content listings, and docs validation.

1k tokens
Studio E2e Tests
by supabase
vendor

Write and run Playwright E2E tests for Supabase Studio (e2e/studio). Use when asked to run e2e tests, write new E2E tests, or debug flaky or failing Playwright tests. Covers running commands, avoiding race conditions, waiting strategies, selectors, helper functions, and CI vs local differences.

3k tokens
Studio Queries
by supabase
vendor

React Query conventions for data fetching in Supabase Studio. Use when writing or reviewing query hooks, mutation hooks, or query keys in apps/studio/data/ — including adding the first fetch or mutation for a new API endpoint or resource. Covers queryOptions pattern, keys.ts structure, mutation hook template, and imperative fetching.

1k tokens
Studio UI Patterns
by supabase
vendor

Design system UI patterns for Supabase Studio. Use when building or updating pages, forms, tables, charts, empty states, navigation, cards, alerts, or side panels (sheets). Covers layout selection, component choice, and placement conventions.

2k tokens
Studio Mock API Tests
by supabase
vendor

Component tests for Supabase Studio that mock API requests at the network layer with MSW. Use when writing or reviewing a component test that exercises a React Query hook or mutation, or when migrating an existing test away from vi.mock('@/data/...'). Covers the customRender + addAPIMock template and the jsdom/MSW gotchas that cost real debugging time.

3k tokens
Studio Error Handling
by supabase
vendor

Error display and troubleshooting pattern for Supabase Studio. Use when showing a failed API request or query error in the UI (AlertError, toast, inline message), adding troubleshooting steps for a new error type, or wiring up the AI assistant debug button from an error state.

704 tokens
Vercel Composition Patterns
by supabase
vendor

React composition patterns that scale. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or designing reusable APIs. Triggers on tasks involving compound components, render props, context providers, or component architecture. Includes React 19 API changes.

12k tokens
Studio Testing
by supabase
vendor

Testing strategy for Supabase Studio. Use when writing tests, deciding whether a change needs tests and which type, extracting logic from components into testable utility functions, or reviewing test coverage. Covers unit tests, component tests, and E2E test selection criteria.

2k tokens
Telemetry Standards
by supabase
vendor

PostHog event tracking standards for Supabase Studio. Use when adding useTrack() calls, defining events in packages/common/telemetry-constants.ts, implementing tracking for a new feature, or reviewing PRs for telemetry compliance. Covers event naming, property conventions, approved patterns, and implementation guide.

2k tokens
Async Pr Review
by google-gemini
vendor

Trigger this skill when the user wants to start an asynchronous PR review, run background checks on a PR, or check the status of a previously started async PR review.

4k tokens scripts
Github Issue Creator
by google-gemini
vendor

Use this skill when asked to create a GitHub issue. It handles different issue types (bug, feature, etc.) using repository templates and ensures proper labeling.

754 tokens
CI
by google-gemini
vendor

A specialized skill for Gemini CLI that provides high-performance, fail-fast monitoring of GitHub Actions workflows and automated local verification of CI failures. It handles run discovery automatically—simply provide the branch name.

3k tokens scripts
Docs Changelog
by google-gemini
vendor

>- Generates and formats changelog files for a new release based on provided version and raw changelog data.

3k tokens
Agent Tui
by google-gemini
vendor

> Drive terminal UI (TUI) applications programmatically for testing, automation, and inspection.

3k tokens
Behavioral Evals
by google-gemini
vendor

Guidance for creating, running, fixing, and promoting behavioral evaluations. Use when verifying agent decision logic, debugging failures, debugging prompt steering, or adding workspace regression tests.

5k tokens
Docs Writer
by google-gemini
vendor

Always use this skill when the task involves writing, reviewing, or editing files in the `/docs` directory or any `.md` files in the repository.

5k tokens
Review Duplication
by google-gemini
vendor

Use this skill during code reviews to proactively investigate the codebase for duplicated functionality, reinvented wheels, or failure to reuse existing project best practices and shared utilities.

1k tokens
Tui Tester
by google-gemini
vendor

Expert guidance for testing Gemini CLI behavior and visual output using terminal automation.

591 tokens
Pr Address Comments
by google-gemini
vendor

Use this skill if the user asks you to help them address GitHub PR comments for their current branch of the Gemini CLI. Requires `gh` CLI tool.

2k tokens scripts
Pr Creator
by google-gemini
vendor

Use this skill when asked to create a pull request (PR). It ensures all PRs follow the repository's established templates and standards.

925 tokens
String Reviewer
by google-gemini
vendor

> Use this skill when asked to review text and user-facing strings within the codebase. It ensures that these strings follow rules on clarity, usefulness, brevity and style.

2k tokens
Antigravity Support
by google-gemini
vendor

Use when the user asks questions, seeks help, or requests instructions related to installing, setting up, or migrating to Antigravity CLI. This skill provides the latest up to date details, requirements, and commands sourced from the official Antigravity CLI documentation.

827 tokens
Pirate Skill
by google-gemini
vendor

Speak like a pirate.

35 tokens
Skill Creator
by google-gemini
vendor

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Gemini CLI's capabilities with specialized knowledge, workflows, or tool integrations.

9k tokens scripts
Effort
by google-gemini
vendor

Estimates the implementation effort required to address the given issue.

733 tokens
Spec Generator
by google-gemini
vendor

Generates a structured Workable Spec JSON to guide a Developer Worker.

836 tokens
Memory
by google-gemini
vendor

Expertise in maintaining persistent bot memory, synchronizing with previous sessions via the Task Ledger, and preserving decision logs.

916 tokens
Critique
by google-gemini
vendor

Expertise in auditing and fixing repository scripts and GitHub Actions workflows to ensure technical robustness and security.

2k tokens
Quality
by google-gemini
vendor

Evaluates whether a GitHub issue is spam, empty, needs more information, or is OK to proceed.

423 tokens
Metrics
by google-gemini
vendor

Expertise in analyzing time-series repository health metrics, investigating root causes, and proposing proactive workflow improvements.

1k tokens
Prs
by google-gemini
vendor

Expertise in managing the Git and GitHub Pull Request lifecycle, including staging changes, generating PR descriptions, and branch management.

610 tokens
Codex Issue Digest
by openai
vendor

Run a GitHub issue digest for openai/codex by feature-area labels, all areas, and configurable time windows. Use when asked to summarize recent Codex bug reports or enhancement requests, especially for owner-specific labels such as tui, exec, app, or similar areas.

17k tokens scripts
Code Review Testing
by openai
vendor

Test authoring guidance

151 tokens
Code Review
by openai
vendor

Run a final code review on a pull request

163 tokens
Codex Bug
by openai
vendor

Diagnose GitHub bug reports in openai/codex. Use when given a GitHub issue URL from openai/codex and asked to decide next steps such as verifying against the repo, requesting more info, or explaining why it is not a bug; follow any additional user-provided instructions.

643 tokens
Code Breaking Changes
by openai
vendor

Breaking changes

81 tokens
Babysit Pr
by openai
vendor

Babysit a GitHub pull request after creation by continuously polling review comments, CI checks/workflow runs, and mergeability state until the PR is merged/closed or user help is required. Diagnose failures, retry likely flaky failures up to 3 times, auto-fix/push branch-related issues when appropriate, and keep watching open PRs so fresh review feedback is surfaced promptly. Use when the user asks Codex to monitor a PR, watch CI, handle review comments, or keep an eye on failures and feedback on an open PR.

15k tokens scripts
Code Review Change Size
by openai
vendor

Change size guidance (800 lines)

116 tokens
Code Review Context
by openai
vendor

Model visible context

165 tokens
Codex Pr Body
by openai
vendor

Update the title and body of one or more pull requests.

1k tokens
Remote Tests
by openai
vendor

Testing against remote executors in integration tests.

841 tokens
Pushing CI Changes
by openai
vendor

Pushing GitHub Actions changes, resolving push rejection, requesting upload exceptions.

223 tokens
Test Tui
by openai
vendor

Guide for testing Codex TUI interactively

132 tokens
Update V8 Version
by openai
vendor

Update Codex's pinned `v8` / `rusty_v8` versions, validate the release-candidate path, and investigate failed V8 canary or artifact builds. Use when asked to bump V8, update `rusty_v8` artifacts, prepare or validate a V8 release candidate, check `v8-canary`, or diagnose why a V8 version update no longer builds.

901 tokens
Path Types
by openai
vendor

Choose Rust types for operating system paths across the Codex repository. Use when defining new path-bearing types or explicitly migrating existing ones.

606 tokens
CI Metrics
by pytorch
vendor

Query PyTorch CI, GitHub Actions, HUD, Grafana, and infrastructure metrics. Use when users ask about CI duration, job failures, queue times, workflow trends, runner health, dashboard data, or PyTorch infrastructure metrics.

2k tokens scripts
Aoti Debug
by pytorch
vendor

Debug AOTInductor (AOTI) errors and crashes. Use when encountering AOTI segfaults, device mismatch errors, constant loading failures, or runtime errors from aot_compile, aot_load, aoti_compile_and_package, or aoti_load_package.

3k tokens
Document Public Apis
by pytorch
vendor

Document undocumented public APIs in PyTorch by removing functions from coverage_ignore_functions and coverage_ignore_classes in docs/source/conf.py, running Sphinx coverage, and adding the appropriate autodoc directives to the correct .md or .rst doc files. Use when a user asks to remove functions from conf.py ignore lists.

4k tokens
Cuda Index Width
by pytorch
vendor

Choose 32-bit vs 64-bit index math in PyTorch CUDA kernels. Use when fixing large-tensor indexing overflows, deciding whether to use int64_t, canUse32BitIndexMath, CUDA_KERNEL_LOOP_TYPE, or AT_DISPATCH_INDEX_TYPES, and when considering binary-size or performance impact of index-type templating.

2k tokens
Distributed Triage
by pytorch
vendor

Sub-triages issues in the oncall:distributed queue by assigning distributed module labels, routing to sub-oncalls, and marking triaged. Use when an issue has been routed to oncall:distributed and needs second-level triage.

7k tokens
Metal Kernel
by pytorch
vendor

Write Metal/MPS kernels for PyTorch operators. Use when adding MPS device support to operators, implementing Metal shaders, or porting CUDA kernels to Apple Silicon. Covers native_functions.yaml dispatch, host-side operators, and Metal kernel implementation.

5k tokens
Pt2 Bug Basher
by pytorch
vendor

Debug PyTorch 2 compiler stack failures including Dynamo graph breaks, Inductor codegen errors, AOTAutograd crashes, and accuracy mismatches. Use when encountering torch.compile errors, BackendCompilerFailed exceptions, recompilation issues, Triton kernel failures, FX graph problems, or when the user mentions debugging PT2, Dynamo, Inductor, or compiled model issues.

4k tokens
Fix Issue
by pytorch
vendor

Fix bugs reported in PyTorch GitHub issues by reproducing, root-causing, and implementing a fix in the local working tree. Use when the user asks to fix a PyTorch GitHub issue.

25k tokens
Pyrefly Type Coverage
by pytorch
vendor

Migrate a file to use stricter Pyrefly type checking with annotations required for all functions, classes, and attributes.

3k 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: 11 329 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 79 354 files found on GitHub, 61 713 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 into the model's context when it is used, so its size is a running cost on every request that touches it. We measure the whole folder, not just SKILL.md: one official skill is 377 tokens, another drags 83 files of fonts behind it.
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: 7 879 skills here share a name with another skill, and two of them cannot sit side by side.