AI Skills Directory
18,156 open-source AI skills that teach any AI model a new workflow.
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Idempotency Handling
Implement idempotency keys and handling to ensure operations can be safely retried without duplicate effects. Use when building payment systems, APIs with retries, or distributed transactions.
Cull Release Prepare
Use when the user explicitly asks to prepare or bump a Cull patch, minor, or major release, curate its changelog and compatibility review, or create its focused release commit without publishing.
Loop Fixer
Evaluate-Loop Step 5: FIX. Use this agent when an evaluation (plan or execution) returns FAIL. Takes the evaluator's fix list, creates specific fix tasks in plan.md, executes the fixes, and triggers…
Aws Drawio Architecture Diagrams
Creates professional AWS architecture diagrams in draw.io XML format (.drawio files) using official AWS Architecture Icons (aws4 library). Use when the user asks for AWS diagrams, VPC layouts,…
Quieter
Tone down visual noise — lowers variance and motion, simplifies layout and color weight, keeps hierarchy clear. Use when the UI feels loud, busy, or over-designed, or when the user says "quieter",…
Setup
One-time environment setup for new team members
Api Security Hardening
Secure REST APIs with authentication, rate limiting, CORS, input validation, and security middleware. Use when building or hardening API endpoints against common attacks.
Formal Methods Reconciler
Use when reconciling software specs, docs, tests, configs, code, logs, or incidents with formal methods. Helps Codex extract claims, decide whether docs or implementation are the source of truth,…
Qa Game
Add Playwright QA tests to a game — visual regression, gameplay verification, and performance. Use when the user says "add tests", "test my game", "add QA", "check for bugs", or "add visual regression…
Devils Advocate
Challenges AI-generated plans, code, and designs via pre-mortem, inversion, and Socratic questioning to surface blind spots and failure modes. Triggers on: "challenge this", "devils advocate", "stress…
Panel Data Guide
Panel data analysis with fixed and random effects models
Claude Design Critic
Audit a website or UI and de-AI it — find the patterns that make it look template-generated (in both design and copy) and return specific, prioritized fixes that push it toward editorial, premium,…
Visualize
Create safe inline visual explanations in Rudder Chat. Use when asked for a chart, plot, diagram, timeline, comparison, static map, simulator, scenario view, or compact visual that materially improves…
Knowledge Update
Corrects outdated LLM knowledge about the Vercel platform and introduces new products. Injected at session start.
Write Technical Acceptance Report
Verify a defined software change against requirements and produce a proportional, evidence-backed acceptance report with specification precedence, scope boundaries, requirement-to-evidence…
Tester Detective
⚡ Test analysis skill. Best for: 'what's tested', 'find test coverage', 'audit test quality', 'missing tests', 'edge cases'. Uses claudemem AST with callers analysis for efficient test discovery.
Mobile Responsiveness
Build responsive, mobile-first web applications. Use when implementing responsive layouts, touch interactions, mobile navigation, or optimizing for various screen sizes. Triggers on responsive design,…
Capability Distill
能力蒸馏工作流——从用户批准的强模型访谈或真实任务轨迹中提取非显然的判断规则,形成可审计的 judgment packet,再交给 skill-audit 和 skill-creator 决定是否落成可加载 skill。当用户说“蒸馏这个模型的判断力”“把这次任务的关键决策固化下来”“模型窗口要关了,保留它在某类场景的判断”时使用。普通流程文档、直接写…
Container Escapes
Container escape, Docker breakout, and Kubernetes exploitation.
4demit
4dem.It integration. Manage data, records, and automate workflows. Use when the user wants to interact with 4dem.It data.
Vitest Testing
Write or review Vitest tests with clear behaviour-focused assertions, appropriate globals/imports, file snapshots for terminal output, and readable fixture setup. Use when adding tests, fixing Vitest…
Bitbucket Workflow
Bitbucket best practices for pull requests, Pipelines CI/CD, Jira integration, and Atlassian ecosystem workflows
Prpl
Teaches the PRPL pattern for optimizing initial page load. Use when building Progressive Web Apps or when you need to push critical resources, render the initial route, pre-cache remaining routes, and…
Writing Good Tests
Use when writing or reviewing tests - covers test philosophy, condition-based waiting, mocking strategy, and test isolation
Jira
Read, search, draft, create, or update Jira work. Use only with explicit Jira or Atlassian context, a Jira URL, or a Jira-style issue key such as PROJ-123; generic mentions of an issue, ticket,…
Skill Smith
Use when 需要创建新的 AI Agent 技能、改进已有 SKILL.md 文件、设计技能工作流或不确定技能该如何组织时。触发场景:创建技能、新建技能、写技能、技能开发、skill-smith、设计技能、编写SKILL.md、制作技能、开发skill、如何写一个好技能、技能质量不好怎么改进。
Algo Mfg Spc
Implement Statistical Process Control charts to monitor production process stability. Use this skill when the user needs to detect process shifts, set control limits, or distinguish common cause from…
Nav Release
Validate and release Navigator plugin to marketplace. Auto-invoke when user says "release plugin", "publish navigator", "create release", or "deploy new version".
Telnyx Messaging Hosted Go
Set up hosted SMS numbers, toll-free verification, and RCS messaging. Use when migrating numbers or enabling rich messaging features. This skill provides Go SDK examples.
Ring:Visualizing
Generating self-contained, Lerian-branded HTML artifacts — D2 diagrams, comparison tables/matrices, code diffs, dashboards, slide decks, and plan/diff/recap reviews — from mandatory templates, then…
Doctrine Transactions
Handle Doctrine transactions (ORM 3 wrapInTransaction), optimistic/pessimistic locking, flush strategies, and transaction boundaries
Weekly Analytics
Weekly analytics report combining GA4, Google Search Console, and Microsoft Clarity into a premium HTML email. Use for automated Sunday cron jobs that generate weekly product analytics reports. Tracks…
Swiftui Animation
This skill provides comprehensive guidance for implementing advanced SwiftUI animations, transitions, matched geometry effects, and Metal shader integration. Use when building animations, view…
Edit Document
Edit and improve documents by restructuring sections, improving clarity, and tightening prose. Use when user wants to edit, revise, restructure, or improve any document — including specs/ files,…
Crafting Readme Files
Craft professional README.md files for GitHub open source projects. Generates hero sections, installation instructions, feature tables, and architecture diagrams. Use when creating or revising a…
Hz Unity Passthrough Camera Access
Meta Quest Passthrough Camera Access (PCA) for Unity — access the forward-facing RGB cameras on Quest 3 / Quest 3S to feed Computer Vision and Machine Learning pipelines. Use when capturing the…
Silent Execution
Reduce token waste by batching tool calls and avoiding narration between sequential operations
Code Review
Perform thorough code reviews on files or pull requests, checking for bugs, security vulnerabilities, performance issues, and style violations. Use when the user requests code review or provides…
Vue Data Ui Skilld
A user-empowering data visualization Vue 3 components library for eloquent data storytelling. ALWAYS use when writing code importing "vue-data-ui". Consult for debugging, best practices, or modifying…
Frappe Errors Hooks
Use when debugging hooks.py errors in Frappe/ERPNext. Covers hook not firing (typo, wrong dict structure), circular imports, app_include_js path errors, scheduler_events not running, doc_events on…
Matlab Project
Use this skill for any work involving a MATLAB Project (.prj file) — creating a new project, tracking files, managing the project path, configuring Simulink cache and code-generation folders, running…
Prd V04 Visual Prototype Gate
Generate visual prototype prompts from SCR- entries for Google Stitch (or equivalent UI generation tool). Triggers on: 'make a prototype', 'visualize screens', 'generate Stitch prompt', 'I need a…
Aws Cognito Admin
Cognito user pool administration — look up users, confirm accounts, reset passwords, update custom attributes, disable/enable accounts, and describe pool configuration. Discovers user pools at…
Troubleshoot Ssi
Diagnose and fix Single Step Instrumentation (SSI) issues on Linux hosts — SSI automatically instruments applications for APM without code changes. Only use if the agent and SSI are configured but…
Story Analysis
Systematically evaluate completed short stories or novel chapters to identify strengths, weaknesses, and improvement opportunities. Use after drafting to assess whether the piece achieves its…
Dt Obs Predictive Analytics
Predictive analytics for Dynatrace — time series forecasting with the timeseries-forecast tool, capacity saturation planning, trend and anomaly detection across hosts, services, and infrastructure.
Agent Workflow Packager
Converts repeated AI coding-agent workflows into reusable skill packages with triggers, guardrails, examples, and verification checks. Use when a user wants to turn a prompt, checklist, AGENTS.md…
Ai Visual Effects
The enhancement layer for AI-generated content. This skill covers AI-powered visual effects, compositing, upscaling, restoration, and post-production magic—turning raw AI output into polished,…
Mpm Session Resume
Load context from paused session
Gplay Submission Checks
Pre-submission validation for Google Play releases covering metadata, screenshots, bundle integrity, data safety, and policy compliance. Use when preparing a release to avoid rejections and catch…
Ux Sound Design
Create functional and emotionally resonant audio for digital products using Audio UX methodology—from notification sounds to complete sonic systems. Use when: Designing notification sounds for an app;…
