AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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AI skills directory results
Homelab Triage
Top-level triage and health-overview workflow for the homelab. Use this whenever the user asks broad or symptom-first questions like "what's wrong", "is everything okay", "something's down", "the…
Doc Impact
Context health analysis — freshness, domain coverage, hub surfacing, drift detection, LLM-powered interpretation, and auto-repair for generated agent context
Debugging Empty Output
Loads when a workspace job tool returns `success: true, status: completed` AND (`summary: ""` OR `artifactIds: []` OR summary equals "Session completed without producing a summarizable document").…
Cyberpunk Design
赛博朋克类型视觉设计预设。触发词:赛博、霓虹、黑客、未来都市、义体。用于明确需要此类型的画面设计、图像/视频提示词、视觉参数查询与诊断;保留摄影、光色、空间、动作、材质、连续性及 style_route/style_module 接口。
Code Simplification
Simplifies recently changed or explicitly scoped code while preserving observable behavior, error semantics, side effects, ordering, and public contracts. Use for readability cleanup, dead-code…
Application Security
OWASP Top 10 with code examples, SAST/DAST tools, dependency scanning, CSP headers, and input validation patterns. Use when hardening applications, reviewing security posture, or implementing…
Error Handling
Intelligent error handling — silently auto-fix routine errors (missing imports, undefined variables, type mismatches, missing dependencies, syntax and lint issues) and translate everything else into…
Autoskill
Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing…
Gpt 5 6 Best Practice
Route GPT-5.6 tiers, reasoning effort, and subagents to minimize accepted-result cost subject to an explicit quality floor.
Trace Codes
Turn free-form notes from reading agent traces into trace codes: named, yes/no failure or quality patterns with definitions, examples and counts. Use this skill whenever someone has annotated traces…
GraphQL API开发
当开发GraphQL API时,分析查询策略,优化API性能,解决数据获取问题。验证GraphQL架构,设计查询模式,和最佳实践。
Brain Shared List
List all shared skills, agents, and rules in the brain network.
Art Direction
Define the game's visual style (palette, mood, lighting, post) as an art bible in .summer/art-bible.md.
3d Web Experience
Use when building or debugging web 3D scenes, product configurators or portfolios with Three.js, React Three Fiber or Spline; review assets, loading, controls, fallbacks and performance.
1c Cf Info
Анализ структуры конфигурации 1С - свойства, состав, счетчики объектов. Используй для обзора конфигурации - какие объекты есть, сколько их, какие настройки
Ai Agents
AI agent architecture, graph and loop composition, protocol choice, evaluation, and observability. Use when scoping or reviewing systems before implementation.
Notebooklm
Programmatic access to Google NotebookLM for creating notebooks, adding sources (URLs, YouTube, PDFs, audio, video, images), chatting with content, generating artifacts (podcasts, videos, reports,…
Laundering
Use when all territories report completion after the hit — handles integration, verification, consigliere final review, cleanup, and ledger updates to produce clean production-ready code
Executing Plans
This skill should be used when the user has a written implementation plan to execute in a separate session with review checkpoints.
Alterlab Boltz
Co-fold biomolecular complexes with Boltz-2, an open AlphaFold3-style model — predict protein + ligand (SMILES/CCD), protein + nucleic-acid, and multi-chain structures in one pass, with…
Media Narrative Analysis
初五的稿件叙事分析Skill。分析文章、报道、公关稿、竞对传播、政策通报或自媒体内容,区分原文选择、可能认知效果与有证据的意图假设,判断对本公司的影响及行动需要。用于「分析这篇」「这是软文吗」「媒体为什么这么写」;不从单方受益推定动机或付费关系。整体舆情使用hot-public-opinion-analysis,短文案上线审查使用copy-lens-review。
Numerical Stability
Analyze numerical stability for time-dependent PDE simulations — check CFL and Fourier criteria, perform von Neumann stability analysis, detect stiffness, evaluate matrix conditioning, and recommend…
Competitive Launch Readiness
Prepare, pressure-test, or refresh a product or feature launch against current competitors, alternatives, market expectations, pricing, positioning, and recent market changes. Use when planning a…
Pydantic Ai Agent Creation
Create PydanticAI agents with type-safe dependencies, structured outputs, and proper configuration. Use when building AI agents, creating chat systems, or integrating LLMs with Pydantic validation.
Copywriting
Klare, überprüfbare Website-Texte für eine definierte Zielgruppe entwerfen und überarbeiten. Nutze diesen Skill für Landingpages, Startseiten, Produkt- und Preisseiten, Überschriften,…
长文结构优化
对合并后的长文档进行宏观结构审查。优化目录逻辑,平衡标题层级(H1-H3),调整段落节奏(合并碎段、拆分长段),确保全文结构工整、阅读流畅。
Xlsx
Use this skill any time a spreadsheet file is the primary input or output — opening, reading, editing, or creating .xlsx, .xlsm, .csv, or .tsv files. Trigger for data formatting, formula creation,…
Grill
Use when the user says 先討論 / wants to align on a fuzzy idea before building, or before any non-trivial implementation whose requirements are still ambiguous — interviews the user until shared…
Background Script Execution
What actually happens when you call snow_execute_script — the Scripted REST endpoint Serac auto-deploys on first use, the scheduled-job fallback, what scheduled_job_pending means, and how to get…
Hr Root Router Maintaining
Maintenance guide for the root SKILL.md router in the hr-skills monorepo. Use this skill when adding a new HR skill package, removing a deprecated skill, renaming a skill directory, moving a skill…
Reorient Myself
Strategically audit an entire Codex thread, distinguish completed work from discussion, challenge its direction from first principles, and produce one paste-ready prompt for the main agent. Use when…
Ad Delayer
Turn a finished, flat ad image back into editable layers — background, product shot, logo, headline, body copy and CTA, each returned as its own asset with position, size, and typography. Powered by…
Pull Request Feedback Loop
Handles PR review feedback by fetching comments, grouping issues, fixing one group at a time, and verifying before replies.
Bring Down
Moves bespoke, duplicated, or over-local code down into reusable capabilities outside the immediate implementation: framework-native features, stack-aware approved libraries, internal platform…
Sqlite To Fast Sql
Guides the agent through migrating SQLite and SQL-style Capacitor plugins to @capgo/capacitor-fast-sql. Use when replacing bridge-based SQL plugins, adding encryption, preserving transactions, or…
Checkov
Bootstrap Checkov on a developer laptop, run static or plan-level Terraform security scanning for AWS/Azure/GCP/EKS, resolve private GitHub modules with a GITHUB_PAT you export, generate pre-commit…
Andrej Karpathy Skills
Karpathy-inspired coding discipline for AI agents: think before coding, keep changes simple, edit surgically, and define verifiable success criteria before implementation.
Langconfig Builder
Complete guide for building agents and workflows in LangConfig. Use when users need help configuring nodes, connecting agents, setting up tools, or designing multi-agent systems within the LangConfig…
Lock Decision
This skill should be used when the user says "lock it", "go with that", "approved", "that's the standard", or explicitly establishes a project-wide pattern like "from now on all forms should use this…
Skillsaw Lint
Use when modifying agentic contextual building blocks like skills (SKILL.md), slash commands, agents, hooks, plugins, marketplaces, and instruction files (CLAUDE.md, AGENTS.md, GEMINI.md, QWEN.md,…
Exodus
Use when you have a written implementation plan to execute in a completely fresh isolated session — no context inheritance, clean slate execution with review checkpoints
Devexpress Blazor Ribbon
Build and configure the DevExpress Blazor Ribbon (DxRibbon) — an Office-style tabbed command UI for Blazor. Use when creating ribbon tabs, groups, and items; application menu (File); contextual tabs;…
Skill Package
Optimize an Agent Skill package itself — its SKILL.md (frontmatter + body), its references, and its bundled scripts. Use when the capability under optimization IS a skill, you want the downstream…
Livre
Commit les changements, se synchronise avec main distant, push la branche courante et crée une Pull Request. Refuse de tourner directement sur main. Utilise sur /livre, ou quand l'utilisateur veut…
Test Original Vex
韦克斯(深渊侦探事务所 原创版)沉浸扮演 Skill。 激活后直接以韦克斯身份对话,角色不出戏。 触发词:「/test-original-vex」「扮演韦克斯」「我想和韦克斯说话」「切换到韦克斯」
Custom Canvas And Gestures
Enforces CustomPainter/Canvas discipline — the View/Painter/Scene split with a dumb painter fed one immutable Scene value type, shouldRepaint as a single value compare kept strictly separate from the…
Review Others Manuscripts
Use when acting as an invited referee on someone else's submission, including writing a referee report, drafting reviewer comments, assessing a revision round against the authors' response letter,…
Ai Learning For Leaders
Guides non-technical leaders through building AI savviness without becoming AI experts, closing the gap between AI understanding and AI deployment. Applies the 'just savvy enough' principle and…
Hacker News
hacker-news should become a local, searchable operational workspace, not only an endpoint wrapper. Use for 5 operation/source entries against https://hacker-news.firebaseio.com.
Entity Extraction
Extract and normalize IPs, hosts, users, processes, files, hashes and domains from Wazuh alert JSON with attacker/victim/observed roles; use when opening or enriching a case from alerts.
Execute Work Package
Execute a bounded implementation unit from authoritative plan references or an inline gated brief using a stateful subagent loop (steps -> gate -> execute -> digest) without creating new persistent…

