AI Ml AI agent skills

8,771 skills in the archive. Read a skill’s instructions or open its original repository.

• Learn

  by @fancyboi999

  AI Engineering from Scratch 课程的交互式课程 tutor。读取 LEARNING.md，获取下一课， 在终端按章节教学，结尾测验并记录进度。可在克隆仓库中或完全通过 raw.githubusercontent.com 工作—— 无需设置。触发短语：“下一课”、“教我”、“继续课程”、“我们来学习”、“继续学习”，或 "next lesson", "teach me", "continue the course",…

• Start Learning

  by @fancyboi999

  AI Engineering from Scratch 课程的一次性入门流程（523 节课、20 个阶段）。访谈学习者、 运行分级测验，并写入由 learn skill 驱动的持久学习计划 LEARNING.md。触发短语： “开始学习”、“设置课程”、“开始课程”、“带我入门”、“创建学习计划”，或 "start learning", "set up the course", "begin the curriculum", "onboard me",…

• Check Understanding

  by @fancyboi999

  AI Engineering from Scratch 的阶段测验。用于“给我测验一下”、“测试阶段”、“检查我的理解”、“我掌握第 3 阶段了吗”，也支持 "quiz me", "test phase", "check my understanding", "do I know phase 3" 或 `/check-understanding <phase>`。

• Megapot

  by @BankrBot

  On-chain USDC lottery on Base with daily drawings. Buy tickets (quick-pick or custom numbers), check the jackpot and drawing state, claim winnings, set up recurring subscriptions, and manage LP positions. Trigger on "megapot",…

• Multi Voice Dubbing

  by @ZJU-REAL

  多角色对话配音：按 cast 和逐行对白为不同角色分配音色与情绪，合成多声线音轨和带角色名字幕。 当用户说“多角色/双人/剧本/对话配音、多人对白、不同角色不同声音、有声剧配音”时使用。 单一公共音色用 tts-voiceover；克隆本人音色用 voice-clone；整部短剧制作由 short-drama 编排。

• Repo Website Integration Guide Create

  by @open-circle

  Add integration guides for using Formisch with UI component libraries (e.g. shadcn/ui, Mantine, Chakra UI) to the Formisch website. Use when documenting how to wire Formisch fields to a component library's inputs.

• Bankr

  by @BankrBot

  AI-powered crypto trading agent, wallet API, and LLM gateway via natural language. Use when the user wants to trade crypto, trade tokenized stocks and ETFs (spot or leveraged), check portfolio balances (with PnL and NFTs), view…

• Axiom Ai

  by @CharlesWiltgen

  Use when implementing, testing, or evaluating ANY Apple Intelligence, on-device AI, or speech-to-text feature. Covers Foundation Models, @Generable, LanguageModelSession, Tool protocol, eval suites, model-as-judge scoring,…

• Axiom Audit Swiftdata

  by @CharlesWiltgen

  Use when the user mentions SwiftData review, @Model issues, SwiftData migration safety, or SwiftData performance checking.

• Skill Upper

  by @alibaba

  Capture and review Agent Skill observations, and create, run, diagnose, or iteratively improve Skill evaluations (evals) with the skill-up CLI. Use when the user asks to record explicitly attributed Skill usage or feedback;…

• Code Quality Analyzer

  by @alibaba

  Triggered when the user submits code or requests a comprehensive code quality analysis. Automatically performs static analysis, code review, and quality scoring. Analysis covers coding standards, potential bugs, performance…

• Code Stats

  by @alibaba

  Analyzes code files and reports statistics including line counts, file counts by extension, and total size. Use this skill whenever the user wants to understand the composition of a codebase - asking about "how many lines of…

• Code Review Assistant

  by @alibaba

  Triggered when the user submits code or requests a code review. Automatically analyzes code quality, identifies potential bugs, security vulnerabilities, and performance issues, and provides improvement suggestions. Trigger…

• Mood Booster

  by @alibaba

  Triggered when the user expresses boredom, low mood, frustration, irritation, or a need to relax. Responds with warm words of comfort and tells a joke to lighten the atmosphere. Trigger phrases include "I'm so bored", "feeling…

• Quick Calculator

  by @alibaba

  Quickly produces accurate calculation results when a user needs arithmetic, unit conversion, or mathematical formula solving. Triggered when users say things like "help me calculate", "compute", "how much is", etc.

• Deployment Config Guide

  by @alibaba

  Ask for missing deployment settings and summarize the requested configuration without deploying it.

• Flaky Skill

  by @alibaba

  A skill with potentially flaky behavior for testing retry

• Sdd Riper

  by @alibaba

  SDD-RIPER workflow executor with phase gating

• Git Analyzer

  by @alibaba

  Analyzes git repositories and commit history

• File Organizer

  by @alibaba

  Triggered when the user needs to organize project files, analyze directory structure, or generate a project report. Use MCP tools to read file contents and produce a structured organization report. Trigger phrases include "help…

• Data Transformer

  by @alibaba

  Triggered when the user needs to convert data formats, such as CSV to JSON, JSON to YAML, or XML to JSON. Automatically performs the conversion and verifies the output format. Trigger phrases include "convert format", "CSV to…

• Mcp Case Overrides

  by @alibaba

  Per-case mocked MCP override smoke skill used by skill-up e2e tests.

• Code Quality Reviewer

  by @alibaba

  Reviews code and provides detailed quality assessment

• Dsh Marker Reader

  by @alibaba

  Decode the marker fixture used by the DeepSeek Harness integration example.

• Sandbox Mcp

  by @alibaba

  Verify Sandbox MCP can be installed and called from skill-up.

• Mcp Mocked Marker

  by @alibaba

  MCP mocked marker smoke skill used by skill-up e2e tests.

• Mcp Stdio Marker

  by @alibaba

  MCP stdio marker smoke skill used by skill-up e2e tests.

• Learning Notes Automation

  by @chubbyguan

  学习笔记自动化：视频/播客转录 → 知识点提取 → 闪卡生成 → 知识图谱更新。触发词：学习笔记、闪卡、Anki、知识提取、视频学习

• Compose Screens Footguns

  by @maxrave-dev

  Compose screen and interaction traps: navigation, adaptive layout, window insets, pagers, toolbars, sheets, list drag and selection, sliders, text fields, settings UI, one-shot effects. Use when layout, gestures or navigation…

• Fix What I Pointed At

  by @reticlehq

  Pick up the bugs a human flagged by pointing at them in the running app, each arriving with the element, the note they typed, and the source file and line. Use when the user says they marked or flagged something, when starting a…

• Bedrock

  by @itsmostafa

  AWS Bedrock foundation models for generative AI. Use when invoking foundation models, building AI applications, creating embeddings, configuring model access, or implementing RAG patterns.

• Sync Pstack

  by @udecode

  Set up the pstack plugin in a project through an interview, and keep every pstack project on one pinned tag and one shared AGENTS.md overrides block. Use to set up or install pstack in a repo, sync, bump or update pstack…

• Apple On Device Ai

  by @dpearson2699

  Build private, on-device AI features on iPhone, iPad, and Mac with Foundation Models, Core ML, MLX Swift, or llama.cpp. Use when choosing an Apple-local model runtime, building an Apple Intelligence chatbot or tool-calling…

• Walkthrough

  by @udecode

  Present final screenshots or rendered artifacts as an annotated walkthrough when visual evidence is requested.

• Coreml

  by @dpearson2699

  Integrate Core ML models in iOS apps for on-device machine learning inference. Covers model loading (.mlmodel, .mlpackage, .mlmodelc), predictions with auto-generated classes and MLFeatureProvider, compute unit configuration…

• Plan Page

  by @udecode

  Write, check, repair and publish a plan page: a project's plans and subject files under its plans directory, rendered by .agents/pstack/plan-page.mjs and rendered as one local HTML page per subject with a local index of every…

• Video Transcripts

  by @udecode

  Transcribe a supplied local or linked video with Gemini Files API when its contents are needed as evidence.

• Test Audit

  by @udecode

  Audit existing tests for low-value, duplicated or implementation-coupled cases and the test-only code they keep alive, then remove or rewrite them on evidence. Use for test-audit, /test-audit <scope>, a test sweep, or pruning…

• Pstack Pulse

  by @udecode

  Show every Claude Code and Codex session on the iPhone lock screen through ActivitySmith and in the Mac menubar, with each plan page's pipeline, and buzz when a session needs you, ships or fails.

• Redo

  by @udecode

  Redo a prior pstack run at the current session's higher effort or stronger model, treating its plan as a draft: rerun only the plan, design, subagent and seat lanes, code and review judgments that ran below the current level,…

• Aris Research Refine

  by @OpenLAIR

  Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.4 review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem",…

• Rca

  by @udecode

  Turn Remote Control on for every non-archived Claude Code session in the Claude desktop app.

• Test Production

  by @platonai

  Runs bin/test-production.ps1 to acceptance-test a production (or prerelease) release of browser4-cli. Use when asked to run production tests, acceptance-test a release, or verify the published CLI.

• Matlab Deploy Embedded Ai

  by @matlab

  Deploy AI models to embedded hardware using MathWorks tools (MATLAB, Simulink, Embedded Coder). Covers two workflow patterns: (1) MathWorks-native or imported models rebuilt as dlnetwork for lean hardware, (2) direct C/C++ code…

• Matlab Use Machine Learning Apps

  by @matlab

  Use when the user wants to train, compare, or export machine learning models using Classification Learner or Regression Learner — including opening the app, loading data, training models, evaluating metrics, comparing results,…

• Matlab Train Network

  by @matlab

  Train, evaluate, and export neural networks to Simulink in MATLAB. Migrate legacy (fitnet, patternnet) and discouraged (trainNetwork, DAGNetwork) code to modern, recommended R2024a+ APIs (trainnet, dlnetwork, testnet,…

• Ancestry Risk Profiler

  by @ClawBio

  Infers genetic super-population ancestry from a 23andMe/AncestryDNA file and computes ancestry-stratified odds ratios with an exploratory Ancestry Elevation Score (AES) showing where ancestry-specific GWAS effect sizes diverge…

• Phylogenetics Builder

  by @ClawBio

  End-to-end ML phylogenetic tree inference — MSA, trimming, ModelFinder, IQ-TREE2/RAxML-NG.

• Matlab Diagnose Parfor

  by @matlab

  Diagnose and fix parfor errors in MATLAB. Invoke this skill when the user has a parfor problem: "parfor loop has an error", "what's wrong with my parfor", "fix parfor", "unable to classify variable", "convert for to parfor",…

• Ukb Navigator

  by @ClawBio

  Semantic search across UK Biobank's 12,000+ data fields and publications — find the right variables for your research question.

• Ctx

  by @ctxrs

  Use ctx as working memory for prior agent work. Before starting or continuing work in an unfamiliar area, resuming earlier work, or revisiting an investigation, search prior sessions to ground yourself in earlier context. Use…

• Dspy

  by @mateaix

  DSPy: declarative LM programs, auto-optimize prompts, RAG.

• Outlines

  by @mateaix

  Outlines: structured JSON/regex/Pydantic LLM generation.

• Mongodb Search And Ai

  by @fcakyon

  Guides MongoDB users through implementing and optimizing Atlas Search (full-text), Vector Search (semantic), and Hybrid Search solutions. Use this skill when users need to build search functionality for text-based queries…

• Vc Agent Browser

  by @withkynam

  AI-optimized browser automation CLI with context-efficient snapshots. Use for long autonomous sessions, self-verifying workflows, video recording, and cloud browser testing (Browserbase).

• Vc Frontend Design

  by @withkynam

  Create polished frontend interfaces from designs/screenshots/videos. Use for web components, 3D experiences, replicating UI designs, quick prototypes, immersive interfaces, avoiding AI slop.

• Vc Web Testing

  by @withkynam

  Web testing with Playwright, Vitest, k6. E2E/unit/integration/load/security/visual/a11y testing. Use for test automation, flakiness, Core Web Vitals, mobile gestures, cross-browser.

• Vc Docs Seeker

  by @withkynam

  Search library/framework documentation via llms.txt (context7.com). Use for API docs, GitHub repository analysis, technical documentation lookup, latest library features.

• Vc Debug

  by @withkynam

  Debug systematically with root-cause analysis before fixes. Use for bugs, test failures, unexpected behavior, performance issues, CI failures, or system investigation.

• Vc Sequential Thinking

  by @withkynam

  Apply step-by-step analysis for complex problems with revision capability. Use for multi-step reasoning, hypothesis verification, adaptive planning, problem decomposition, course correction.

• Vc Audit Context

  by @withkynam

  Audit project context routing, shared-skill discoverability, and Claude/Codex wiring. Use when context docs or skill surfaces move, split, or drift.

• Vc Audit Vc

  by @withkynam

  Audit agent harness health: Claude/Codex agent parity, skill registry consistency, README.md sync, and protocol file wiring. Use when agents, skills, README.md, or development-protocol files move, split, or drift.

• Vc Audit Plans

  by @withkynam

  Audit active project plan files for staleness, completion, and routing truth. Use when cleaning up plans, reconciling active work, or archiving completed artifacts.

• Vc Problem Solving

  by @withkynam

  Apply systematic problem-solving techniques when stuck. Use for complexity spirals, innovation blocks, recurring patterns, assumption constraints, simplification cascades, scale uncertainty.

• Vc Autoresearch

  by @withkynam

  Loop: find gaps → fix → repeat until agents find no gaps or a metric goal is hit. Shared loop primitive for PVL, EVL, and standalone quality runs.

• Vc Generate Phase Program

  by @withkynam

  Generate kickoff artifacts for a multi-phase program: umbrella plan, Program Goal Charter, session-goal block, per-phase plan stubs, and the 7-step per-phase inner loop reference.

• Vc Generate Plan

  by @withkynam

  Create or update implementation plans in the repo's SIMPLE or COMPLEX format. Use when turning an idea, PRD, or approved direction into a saved plan artifact.

• Vc Context Discovery

  by @withkynam

  Discover and load all relevant context for the current task. Lists feature group nested files with full paths, loads process/context/ files by domain routing. Called at the start of every agent session.

• Vc Review Situation

  by @withkynam

  Use when you need a read-only situation review and handoff summary of current branch state, local/remote refs, worktrees, active project plans, selected-plan hints, and suggested next checks.

• Vc Security

  by @withkynam

  STRIDE + OWASP-based security audit with optional auto-fix. Scans code for vulnerabilities, categorizes by severity, and can iteratively fix findings using vc-autoresearch pattern.

• Vc Scout

  by @withkynam

  Fast codebase scouting using shell search and optional parallel research agents. Use for file discovery, task context gathering, and quick scoped searches across directories.

• Vc Generate Spec

  by @withkynam

  Create or update a product-discovery SPEC (requirements doc) for user review. Use when turning RESEARCH findings plus user intent into a reviewable requirements artifact before INNOVATE/PLAN.

• Vc Validate Findings

  by @withkynam

  Use when running VALIDATE V2-V3 fan-out. Two-layer investigation (4 dimension agents + per-section feasibility agents) synthesized into PASS/CONDITIONAL/BLOCKED net gate. Strategy-agnostic.

• Vc Plan Discovery

  by @withkynam

  Discover related plans for the current task: same feature folder full depth, other features active-only, general-plans active. Like vc-context-discovery but for plan artifacts.

• Vc Generate Context

  by @withkynam

  Generate or update the project's authoritative repository context at process/context/all-context.md. Use when repo context is missing, stale, or contradicted by code.

• Vc Feasibility Test

  by @withkynam

  Use when a SPEC, INNOVATE, or VALIDATE (Layer 2) approach hinges on an unverified runtime/library/external mechanism: run a probe from the 8-family taxonomy and produce a VIABLE/NOT-VIABLE/INCONCLUSIVE VERDICT artifact.

• Vc Agent Strategy Compare

  by @withkynam

  Evaluate 4 execution strategies (sequential, parallel-subagents, workflow, agent-team) for a phase or fan-out task. Outputs 7-signal score table, agent count math, cost guards, and strategy recommendation.

• Vc Generate Closeout

  by @withkynam

  Generate the post-EXECUTE closeout packet for a plan or phase. Includes archive-readiness classification, drift signal scoring, commit checkpoint recommendation, and move-on next-state recommendation.

• Vc Setup

  by @withkynam

  Interactive harness setup for any project. Detects stack, scaffolds process dirs, deep-scans the codebase, populates context. Works on fresh and existing projects — always asks before reorganizing.

• Vc Test Coverage Plan

  by @withkynam

  Use when creating a test plan for a blast radius. Assigns all 4 tiers (fully-automated, hybrid, agent-probe, known-gap) with exact commands, what each proves, and gap resolution options.

• Vc Publish

  by @withkynam

  Use when publishing harness improvements to the remote kit repo. Diffs managed files, shows what changed, bumps version, and pushes. Counterpart to vc-update (pull).

• Vc Intent Clarify

  by @withkynam

  Clarify intent before RIPER-5 phase delegation. Scores ambiguity (4 signals); generates structured multi-choice questions for Tier 2. Two-mode: SIMPLE and DEEP.

• Vc Update

  by @withkynam

  Pull latest agent harness improvements from the remote kit repository. Shows a dry-run diff summary, waits for confirmation, then applies updates.

• Vc Autopilot

  by @withkynam

  Emit and validate the provisional goal block for Autopilot Mode. Owns the 9-field format and resume detection from a pasted goal block.

• Vc Predict

  by @withkynam

  5 expert personas debate proposed changes before implementation. Catches architectural, security, performance, and UX issues early. Use before major features or risky changes.

• Vc Scenario

  by @withkynam

  Generate comprehensive edge cases and test scenarios by decomposing features across 12 dimensions. Use before implementation or testing to catch issues early.

• Llm Application Dev

  by @MoizIbnYousaf

  Building applications with Large Language Models - prompt engineering, RAG patterns, and LLM integration. Use for AI-powered features, chatbots, or LLM-based automation.

• Guardrail Tester

  by @RyanAlberts

  Guardrail tester that checks whether the permission rules and PreToolUse hooks already set up in Claude Code, Codex, Gemini CLI, OpenCode, or Cursor stop a battery of dangerous commands, including wrapped, reordered, and…

• Claim Check

  by @RyanAlberts

  Claim checker that audits a coding agent's statements that tests pass or a build is clean against its own session transcripts: whether a matching run happened before the claim, whether it passed, and whether code changed after…

• Harness Test Drive

  by @RyanAlberts

  Test-drives coding agents (Claude Code, Codex, Gemini CLI) on tasks mined from the user's own git history: each agent gets a past commit message in a fresh copy of the repo, and the repo's own tests score how many tasks it…

• Runaway Guard

  by @RyanAlberts

  Runaway guard: a hook that stops a live Claude Code or Codex session when the agent loops on the same tool call, keeps failing, or exceeds a dollar cap. Use when the user wants a spending cap, budget limit, or cost ceiling for…

• Tool Design Checker

  by @RyanAlberts

  Grades MCP tool definitions the way a model reads them: a clear purpose, described parameters, safe annotations such as readOnlyHint, and the token size of every tool. Use when an author wants to lint, grade, or review an MCP…

• Agents Md Checker

  by @RyanAlberts

  Checks which instruction files (AGENTS.md, CLAUDE.md, GEMINI.md, Cursor rules, Copilot instructions) each coding agent loads from a repo, what gets cut or skipped, and whether the commands those files document still work. Use…

• Rules To Guards

  by @RyanAlberts

  Rule enforcer that finds which written rules in AGENTS.md, CLAUDE.md, and GEMINI.md a coding agent keeps breaking, counts every violation in recent Claude Code, Codex, Gemini CLI, and OpenCode sessions, and turns each broken…

• Regression Finder

  by @RyanAlberts

  Regression check for coding agents: shows how the agent behaved before and after each harness update, model switch, or week in the user's own Claude Code or Codex history, and finds the point where it changed. Use when the user…

• Session Waste Report

  by @RyanAlberts

  Waste report for coding-agent sessions in Claude Code, Codex, Gemini CLI, and OpenCode: finds where tokens, money, and time were wasted, and the fix for each kind of waste. Use when the user asks where tokens or money went or…

• Sandbox Check

  by @RyanAlberts

  Sandbox audit that probes, from inside a live coding-agent session, what the agent can really reach: secret files it can open, secret-like environment variables, files that git, the shell, the editor, or the harness later run…

• Reddit Research

  by @lignertys

  Do market research, user research, and product validation on Reddit with semantic search across 50K+ subreddits, 20M+ posts, and 40M+ comments via reddapi.dev - search by meaning, not keywords, no Reddit OAuth or app…

• Cloudbase Mcp

  by @TencentCloudBase

  CloudBase MCP reference. Use when connecting local or remote MCP, calling tools from the shell with mcporter, reading tool schemas, choosing the domestic or international endpoint, setting site, region, cloud mode, or plugin…

• Vector Database Ops

  by @BagelHole

  Deploy, manage, and optimize vector databases for AI applications. Covers Qdrant, Weaviate, pgvector, and Pinecone — collection management, indexing strategies, backup, and performance tuning for production RAG and semantic…