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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

10 801–10 860 of 68 678

page 181 of 1 145
Lens Audit
by jeremylongshore

Review existing analytics — find all dashboards and reports, check who uses them, whether metrics are defined, and whether they drive decisions. Recommend what to keep, kill, or add. Use when asked "are our dashboards useful", "analytics review", or "metrics audit".

1k tokens
Lens Chart
by jeremylongshore

| Use when asked to select chart types for analytics dashboards, choose BI "dashboard visualization for metrics", "analytics chart selection"

742 tokens
Lens Dashboard
by jeremylongshore

Design and spec an analytical dashboard — define the question each chart answers, write the SQL queries, spec the layout and refresh cadence. Produces a complete dashboard spec ready to implement. Use when asked to "build a dashboard", "analytics dashboard", "BI dashboard", "weekly product health", or "visualize this data".

2.4k tokens
Keep Onboard
by jeremylongshore

Optimize customer onboarding — map the activation sequence, identify drop-off points, design the aha moment, and produce the onboarding email sequence. Use when asked to "fix onboarding", "improve activation", "time-to-value is too slow", or "customers aren't getting started".

1.4k tokens
Lens Metrics
by jeremylongshore

Produce a complete metrics definition doc — metric name, formula, data source, segmentation, SQL or event tracking spec, and what good/bad looks like. Given a product area, outputs the full metrics spec. Use when asked to "define KPIs", "metrics framework", "what should we measure", "north star metric", or "instrument this feature".

2.9k tokens
Keep Recon
by jeremylongshore

Customer success reconnaissance — audit current onboarding completion, health signals, NRR, churn patterns, and CS motion. Use when asked to "audit our customer success", "why are customers churning", "what's our NRR", or before designing any CS playbook.

1.1k tokens
Lens Recon
by jeremylongshore

Analytics reconnaissance for takeover — find all analytics tools, inventory what's tracked and dashboarded, assess data freshness and metric definitions, and present a coverage map. Use when asked "what analytics exist", "BI assessment", or "what do we track".

1.2k tokens
Lens Report
by jeremylongshore

Build a reporting pipeline — scheduled reports with SQL queries, delivery via Slack or email, threshold alerts, and historical comparison. Use when asked for "automated reports", "scheduled report", "email digest", or "Slack alerts for metrics".

1.3k tokens
Lens
by jeremylongshore

Analytics and BI engineer — dashboards, metrics design, reporting pipelines, and data storytelling.

357 tokens
Lumen Abtest
by jeremylongshore

A/B test design — produce an experiment spec with hypothesis, primary metric, MDE, sample size, run time, and decision rule. Also determines when NOT to A/B test and what to do instead. Use when asked to "design an A/B test", "should we test this", "experiment design", "how do we know if this works", "what's the sample size", or "set up an experiment".

2.4k tokens
Lumen Funnel
by jeremylongshore

|

1.1k tokens
Lumen Instrument
by jeremylongshore

Instrumentation plan — design event taxonomy, property schema, and tracking plan for analytics tools. Use when asked to "what should we track", "instrumentation plan", "set up analytics events", "analytics event schema", "tracking plan", or "instrument this feature".

1.2k tokens
Lumen Metrics
by jeremylongshore

Metrics architecture — produce a complete metrics plan given a product description. North Star, input metrics tree, instrumentation spec, action triggers, and counter-metrics. Use when asked to "design a metrics framework", "what should we measure", "build a metrics system", "define our KPIs", "what are our success metrics", "metrics strategy", or "what do we track".

2.5k tokens
Lumen Recon
by jeremylongshore

Analytics reconnaissance — scan existing event tracking, metric definitions, dashboards, and analytics configuration to understand what is currently being measured. Use when asked to "what are we tracking", "audit our analytics", "what metrics exist", "analytics inventory", or before designing new metrics or instrumentation.

1.1k tokens
Lumen
by jeremylongshore

Product analyst — metrics architecture, funnel analysis, A/B test design, retention, and growth measurement.

336 tokens
Pave Contribute
by jeremylongshore

Contribute a session learning back to the upstream tonone repo. Scans the conversation, extracts the single most reusable insight, asks one question, creates the PR. Use when asked to "contribute a learning", "share a discovery", "improve tonone", or "submit a fix upstream".

1.1k tokens
Pave Audit
by jeremylongshore

Audit developer experience — measure onboarding time, build speed, deployment friction, and developer satisfaction. Use when asked to "DX audit", "developer experience review", "why is development slow", "onboarding assessment", or "DORA metrics".

1.1k tokens
Pave Catalog
by jeremylongshore

Build a service catalog — schema, starter entries, and governance model. Produces what information to capture per service, how it's maintained, and where it lives. Use when asked to "service catalog", "what services do we have", "catalog our services", "service inventory", or "who owns what".

2.1k tokens
Pave Env
by jeremylongshore

Set up local development environments — devcontainers, Docker Compose, one-command setup, dev/prod parity. Use when asked to "set up dev environment", "devcontainer", "docker compose for dev", "local development setup", or "one command to run".

941 tokens
Pave Golden
by jeremylongshore

Define a golden path — the opinionated, supported way to do a common developer task (create a new service, set up an environment, deploy a feature). Produces concrete steps, templates, and tooling. Use when asked to "golden path", "create project template", "scaffold a new service", "how should we create services", or "standardize our setup".

1.6k tokens
Pave Recon
by jeremylongshore

Platform reconnaissance — inventory all developer tooling, environments, build systems, and developer workflows for project takeover. Use when asked to "understand the dev setup", "developer tooling assessment", "platform assessment", or "how do developers work here".

1.1k tokens
Pave
by jeremylongshore

Platform engineer — developer experience, golden paths, service catalogs, and local dev environments.

341 tokens
Pitch
by jeremylongshore

Product marketer — positioning, messaging, value prop, GTM strategy, and launch copy.

356 tokens
Prism Audit
by jeremylongshore

Frontend audit — bundle size, dependencies, accessibility, performance, component quality. Use when asked for "frontend review", "performance audit", "accessibility check", or "bundle size".

1.4k tokens
Prism Chart
by jeremylongshore

| Use when asked to implement a chart, select a visualization type, or build a visualization for comparison data", "chart component for analytics"

740 tokens
Prism Component
by jeremylongshore

Implement a reusable, accessible, typed component from a design spec. Use when asked to "create a component", "build a widget", "implement this design", or "reusable UI element".

2.6k tokens
Prism Dashboard
by jeremylongshore

Build an internal dashboard with data tables, filters, detail views, and CRUD. Use when asked to build an "admin panel", "internal dashboard", "back office", or "data dashboard UI".

1.2k tokens
Prism Stack
by jeremylongshore

| Use when asked for framework-specific best practices, implementation guidelines practices", "Vue component patterns", "Next.js performance"

680 tokens
Prism Recon
by jeremylongshore

Frontend reconnaissance — map the component tree, routing, state management, build config, and assess quality. Use when asked to "understand this frontend", "frontend assessment", or "what's the UI built with".

1.2k tokens
Prism UI
by jeremylongshore

Implement a complete UI screen or feature from a Form visual spec. Use when asked to "build a page", "implement this screen", "build the frontend for this feature", or "create this UI".

2.7k tokens
Prism
by jeremylongshore

Frontend engineer — UI components, dashboards, design system implementation, and frontend audits.

378 tokens
Proof API
by jeremylongshore

Build API test suites — endpoint testing, contract testing, load testing for REST/GraphQL/gRPC APIs. Use when asked to "test this API", "API tests", "endpoint testing", "contract tests", or "load test".

896 tokens
Proof Audit
by jeremylongshore

Audit test suite health — find flaky tests, slow tests, coverage gaps, and testing anti-patterns. Use when asked to "audit tests", "fix flaky tests", "why are tests slow", "test health", or "improve test suite".

829 tokens
Proof Design
by jeremylongshore

| Design QA audit — red flags, severity classification, visual quality scorecard. Use when asked to "QA the design", "check visual quality", "design review before launch", "visual bugs", "design audit", or "does this look right".

1.4k tokens
Proof E2e
by jeremylongshore

Build E2E test specs for critical user journeys — Playwright or Cypress, page objects, setup/teardown, CI config. Use when asked to "write E2E tests", "end-to-end testing", "browser tests", "UI tests", or "Playwright tests".

2.9k tokens
Proof Recon
by jeremylongshore

Testing reconnaissance — inventory all tests, frameworks, coverage, CI integration, and assess testing maturity for project takeover. Use when asked to "understand the tests", "testing assessment", "what's tested", or "test inventory".

872 tokens
Proof Strategy
by jeremylongshore

Produce a test strategy for a project or feature — risk map, test type decisions, coverage targets, CI config. Use when asked to "create test strategy", "what should we test", "testing plan", or "improve test coverage".

1.5k tokens
Proof
by jeremylongshore

QA and testing engineer — test strategy, E2E suites, API tests, flaky test triage, coverage.

356 tokens
Relay Audit
by jeremylongshore

Audit an existing CI/CD pipeline for slowness, security issues, and reliability gaps. Use when asked to "audit pipeline", "why is CI slow", "pipeline review", or "deployment review".

808 tokens
Relay Deploy
by jeremylongshore

Set up a complete deployment configuration — Dockerfile, deployment manifest, environment config, and rollback procedure. Use when asked about "deployment setup", "how do I deploy this", "deployment strategy", or "rollback plan".

3.1k tokens
Relay Docker
by jeremylongshore

Build production-ready Dockerfiles with multi-stage builds, security hardening, and docker-compose for local dev. Use when asked to "create Dockerfile", "optimize container", or "dockerize this".

694 tokens
Relay Pipeline
by jeremylongshore

Build a full CI/CD pipeline from scratch. Use when asked to "set up CI/CD", "create pipeline", or "automate deploys".

2.5k tokens
Relay
by jeremylongshore

DevOps engineer — CI/CD pipelines, deployments, GitOps, Docker, and developer experience.

343 tokens
Relay Ship
by jeremylongshore

End-to-end ship workflow — merge base, run tests, review diff, bump version, commit, push, create PR. Use when asked to "ship", "push to main", "create a PR", "get this merged", or "deploy this branch".

2.2k tokens
Relay Recon
by jeremylongshore

Map the full CI/CD pipeline — triggers, build, test, deploy flow — with risk assessment. Use when asked "how does this deploy", "map the pipeline", or "understand CI/CD".

908 tokens
Spine Design
by jeremylongshore

Produce a system design doc — components, data flow, decisions made, tradeoffs, failure modes. Not a list of options. An actual design with calls made. Use when asked for "system design for", "architect this", "how should we build", or "design the backend".

2.5k tokens
Spine API
by jeremylongshore

Design and spec an API — endpoints, request/response shapes, error codes, auth pattern, pagination. Applies Stripe's consistency principles. Use when asked to "design an API", "build API endpoints", "create REST API", or "API for this feature".

2.1k tokens
Spine Perf
by jeremylongshore

Find and fix performance bottlenecks — N+1 queries, missing indexes, sync bottlenecks, caching gaps. Use when asked "why is this slow", "performance issue", "optimize this endpoint", or "N+1 queries".

1.3k tokens
Spine Review
by jeremylongshore

API and backend code review — REST conventions, auth, validation, error handling, pagination, rate limiting, test coverage. Use when asked to "review this API", "code review", "review backend", or "pre-launch backend check".

1.1k tokens
Spine Recon
by jeremylongshore

Backend reconnaissance — map all routes, middleware, models, dependencies, auth, and assess code quality for project takeover. Use when asked to "understand this backend", "map the API", or "assess code quality".

1.1k tokens
Spine
by jeremylongshore

Backend engineer — APIs, system design, performance, distributed systems, and service scaffolding.

351 tokens
Spine Service
by jeremylongshore

Build a new production-ready service from scratch — config management, health checks, graceful shutdown, structured logging. Use when asked to "new service", "scaffold a backend", "bootstrap service", or "create microservice".

808 tokens
Surge
by jeremylongshore

Growth engineer — acquisition channels, activation funnels, retention playbooks, and PLG strategy.

365 tokens
Tonone Onboard
by jeremylongshore

First-run onboarding tour — guided walkthrough of tonone''s 23 agents, key skills, and worktree sessions. Two paths — expert (~90 sec) and newcomer (~8 min). Use when asked "how do I use tonone", "what can tonone do", "show me around", or "first steps".

1.4k tokens
Touch Audit
by jeremylongshore

Mobile audit — app size, startup time, crash reporting, store compliance, accessibility, offline behavior. Use when asked for "mobile review", "app store readiness", "mobile performance", or "crash analysis".

1.8k tokens
Touch Recon
by jeremylongshore

Mobile reconnaissance — understand the app's tech stack, architecture, dependencies, and health for takeover. Use when asked to "understand this app", "mobile assessment", or "app health".

1.7k tokens
Touch UI
by jeremylongshore

| Use when asked about mobile UI guidelines, touch targets, platform-specific UI UI guidelines", "mobile form design"

683 tokens
Touch
by jeremylongshore

Mobile engineer — native iOS/Android, cross-platform, app stores, mobile performance.

346 tokens
Vigil Alert
by jeremylongshore

Write SLO-based alert rules with burn rate thresholds and paired runbooks. Outputs actual alert configs, not a strategy doc. Use when asked to "set up alerts", "create runbooks", "define SLOs", or "alerting strategy".

2.7k tokens
Vigil Check
by jeremylongshore

Verify observability posture — audit monitoring coverage, find blind spots, prioritize gaps. Use when asked "is monitoring sufficient", "observability review", "are we covered", or "pre-launch monitoring check".

1k 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.