bouclem/skills

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Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/bouclem/skills.

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# Skills Library A categorized collection of **688 AI agent skills** organized by domain and technology. All skills live under `SKILLS/` and follow the standard Agent Skills layout: ``` SKILLS/<CATEGORY>[/<SUBCATEGORY>]/<skill-folder>/ ├── SKILL.md # Required — the skill itself ├── references/ # Optional — supporting docs ├── scripts/ # Optional — executable helpers ├── evals/ # Optional — evaluation cases └── ... ``` --- ## Categories | Category | Subcategories | Skills | |---|---|---| | [AI](SKILLS/AI) | AGENTS, EVAL, IMAGE, LLM, ML, RAG | 52 | | [ARCHITECTURE](SKILLS/ARCHITECTURE) | — | 7 | | [BUSINESS](SKILLS/BUSINESS) | ANALYTICS, FINANCE, LEGAL, MANAGEMENT, MARKETING, PRODUCT, STARTUP | 38 | | [CLOUD](SKILLS/CLOUD) | AZURE, DEVOPS, KUBERNETES, SERVERLESS | 29 | | [DATA](SKILLS/DATA) | — | 22 | | [DATABASE](SKILLS/DATABASE) | — | 17 | | [DEVTOOLS](SKILLS/DEVTOOLS) | BUILD, DEBUGGING, DOCS, ENV, REFACTORING, REVIEW, TESTING | 116 | | [FRAMEWORKS](SKILLS/FRAMEWORKS) | ALPINE, ANGULAR, ASTRO, ELECTRON, EXPO, REACT, VITE, VUE | 32 | | [GAMES](SKILLS/GAMES) | GENERAL, GODOT, HOI4, MINECRAFT, UNITY, UNREAL | 24 | | [LANGUAGES](SKILLS/LANGUAGES) | BASH, CPP, CSHARP, ELIXIR, GO, HASKELL, JAVA, JAVASCRIPT, JULIA, KOTLIN, LUA, OTHER, PHP, PYTHON, RUBY, RUST, SCALA, SWIFT, TYPESCRIPT | 83 | | [META](SKILLS/META) | — | 26 | | [MOBILE](SKILLS/MOBILE) | ANDROID, CROSS, MAUI, REACT-NATIVE | 14 | | [OFFICE](SKILLS/OFFICE) | — | 9 | | [RESEARCH](SKILLS/RESEARCH) | — | 4 | | [SECURITY](SKILLS/SECURITY) | AUDIT, PATTERNS, PENTEST, REVERSE | 28 | | [SQERSTERS](SKILLS/SQERSTERS) | — | 3 | | [WEB](SKILLS/WEB) | 3D, BACKEND, FRONTEND, FULLSTACK, OTHER, PERFORMANCE, SCRAPING, SEO, TESTING, UI | 173 | | [WIKI](SKILLS/WIKI) | — | 6 | | [WRITING](SKILLS/WRITING) | — | 5 | --- ## Category guide Top-level categories and what lives in each subcategory. ### AI — applied AI/ML skills - `AGENTS/` — agent frameworks, orchestration, tool design (LangChain, LangGraph, LlamaIndex, custom agents) - `EVAL/` — LLM evaluation, eval-driven development, LLM-as-judge - `IMAGE/` — image generation pipelines (ComfyUI, AI Studio) - `LLM/` — prompt engineering, structured output, LLMOps, local LLMs - `ML/` — classical ML, deep learning, MLOps (scikit-learn, PyTorch, JAX, pipelines) - `RAG/` — retrieval, vector search, embeddings, similarity patterns ### ARCHITECTURE — system design ADRs, DDD, event sourcing, pattern selection, trade-off analysis. ### BUSINESS — non-engineering domains - `ANALYTICS/` — product analytics, event tracking - `FINANCE/` — quant analysis, risk metrics - `LEGAL/` — legal/compliance advisory - `MANAGEMENT/` — HR, IT mgmt, scheduling, estimation - `MARKETING/` — ads, growth, sales, ASO, launch strategy - `PRODUCT/` — product design, PM toolkits - `STARTUP/` — market sizing, MVP, financial modeling, metrics ### CLOUD — cloud platforms & ops - `AZURE/` — Azure SDKs (AI, OpenAI, translation, transcription, projects) - `DEVOPS/` — CI/CD, IaC, observability, incident response - `KUBERNETES/` — k8s architecture and deployment - `SERVERLESS/` — serverless platforms, Trigger.dev ### DATA — data engineering & science pandas, big data, ETL, data quality, scientific computing, warehousing. ### DATABASE — relational + NoSQL SQL/NoSQL design, Postgres, ORMs, optimization, schema patterns. ### DEVTOOLS — engineering workflow - `BUILD/` — MSBuild, binlogs, build perf, templates - `DEBUGGING/` — strategies, error handling, smart debug - `DOCS/` — code/API documentation generators - `ENV/` — devcontainers, git, GitHub, IDE, workspace - `REFACTORING/` — clean code, tech debt, modernization - `REVIEW/` — code review, audits - `TESTING/` — TDD, unit testing, test frameworks ### FRAMEWORKS — frontend/app frameworks - `ALPINE/`, `ANGULAR/`, `ASTRO/`, `ELECTRON/`, `EXPO/`, `REACT/`, `VITE/`, `VUE/` ### GAMES — game development - `GENERAL/` — game design, engines, abstract strategy - `GODOT/` — Godot / GDScript - `HOI4/` — Hearts of Iron IV modding - `MINECRAFT/` — mods, plugins, datapacks, server admin, resource packs - `UNITY/` — Unity, ECS, AI-assisted creation - `UNREAL/` — Unreal Engine C++ ### LANGUAGES — per-language skills One subfolder per language (Bash, C++, C#, Elixir, Go, Haskell, Java, JS, Julia, Kotlin, Lua, PHP, Python, Ruby, Rust, Scala, Swift, TypeScript, plus `OTHER/`). ### META — about the skills themselves Skill creation, scaffolding, auditing, brainstorming, project skill audits. ### MOBILE — mobile platforms - `ANDROID/` — Android, Jetpack Compose - `CROSS/` — cross-platform mobile patterns - `MAUI/` — .NET MAUI - `REACT-NATIVE/` — React Native architecture ### OFFICE — productivity / docs PDF, Word, Excel, PowerPoint, Notion, Gmail, Google Calendar. ### RESEARCH — academic research & writing Coupled academic pipeline: deep research, paper writing, multi-perspective peer review, and end-to-end orchestration. Each skill ships its own `shared/` protocols and `scripts/` validators. ### SECURITY — defense & offense - `AUDIT/` — security audits, compliance, hardening - `PATTERNS/` — JWT, GDPR, threat modeling, secure coding - `PENTEST/` — red team, fuzzing, SQL injection - `REVERSE/` — reverse engineering, anti-RE ### SQERSTERS — my own skills Skills I wrote myself. Take precedence on duplicate names when building the flat zip. ### WEB — everything web - `3D/` — three.js, WebGL, R3F - `BACKEND/` — APIs, GraphQL, Node, payments - `FRONTEND/` — UI architecture, design taste, PWA - `FULLSTACK/` — end-to-end app building - `OTHER/` — browser extensions, bots, weather, maps - `PERFORMANCE/` — web perf, profiling - `SCRAPING/` — browser automation, web/wiki/arxiv search - `SEO/` — SEO, AEO, GEO, schema markup - `TESTING/` — API mocking, web testing - `UI/` — design systems, components, CSS, animations, viz ### WIKI — codebase documentation Wiki architects, onboarding docs, changelogs, Q&A from source. ### WRITING — natural-language work Proofreading, scientific writing. --- ## Tree ``` SKILLS/ ├── AI/ │ ├── AGENTS/ agent frameworks, orchestration, tool use │ ├── EVAL/ LLM evals, eval-driven dev, judging │ ├── IMAGE/ image generation, ComfyUI │ ├── LLM/ prompt engineering, LLMOps, structured output │ ├── ML/ classical ML, deep learning, MLOps │ └── RAG/ retrieval, vector search, embeddings ├── ARCHITECTURE/ ADRs, DDD, event sourcing, system design ├── BUSINESS/ │ ├── ANALYTICS/ product analytics, tracking │ ├── FINANCE/ risk metrics, quant analysis │ ├── LEGAL/ legal advisory │ ├── MANAGEMENT/ HR, IT mgmt, scheduling, estimation │ ├── MARKETING/ ads, growth, sales, ASO │ ├── PRODUCT/ product design, PM toolkits │ └── STARTUP/ market sizing, MVP, financial modeling ├── CLOUD/ │ ├── AZURE/ Azure SDKs (AI, OpenAI, translation, etc.) │ ├── DEVOPS/ CI/CD, IaC, observability, incident response │ ├── KUBERNETES/ k8s architecture and deployment │ └── SERVERLESS/ serverless platforms, Trigger.dev ├── DATA/ pandas, big data, ETL, scientific computing ├── DATABASE/ SQL, NoSQL, Postgres, ORMs ├── DEVTOOLS/ │ ├── BUILD/ MSBuild, binlogs, templates, build perf │ ├── DEBUGGING/ debugging strategies, error handling │ ├── DOCS/ code/API documentation generators │ ├── ENV/ devcontainers, git, build, IDE, GitHub, workspace │ ├── REFACTORING/ clean code, tech debt, modernization │ ├── REVIEW/ code review, audits │ └── TESTING/ TDD, unit testing, test frameworks ├── FRAMEWORKS/ │ ├── ALPINE/ Alpine.js │ ├── ANGULAR/ Angular ecosystem │ ├── ASTRO/ Astro │ ├── ELECTRON/ Electron desktop apps │ ├── EXPO/ Expo / React Native tooling │ ├── REACT/ React, Next.js │ ├── VITE/ Vite │ └── VUE/ Vue.js ├── GAMES/ │ ├── GENERAL/ game design, engines, strategy │ ├── GODOT/ Godot / GDScript │ ├── HOI4/ Hearts of Iron IV modding │ ├── MINECRAFT/ mods, plugins, datapacks, server admin │ ├── UNITY/ Unity development │ └── UNREAL/ Unreal Engine C++ ├── LANGUAGES/ per-language skills (see table above) ├── META/ skill creation, auditing, brainstorming ├── MOBILE/ │ ├── ANDROID/ Android, Jetpack Compose │ ├── CROSS/ cross-platform mobile │ ├── MAUI/ .NET MAUI │ └── REACT-NATIVE/ React Native architecture ├── OFFICE/ PDF, office productivity, Excel, Word, PowerPoint, Notion, Gmail, Calendar ├── RESEARCH/ academic paper writing, peer review, deep research, pipeline ├── SECURITY/ │ ├── AUDIT/ security audits, compliance, hardening │ ├── PATTERNS/ JWT, GDPR, threat modeling │ ├── PENTEST/ red team, fuzzing, SQL injection │ └── REVERSE/ reverse engineering, anti-RE ├── SQERSTERS/ my own skills (made by me — SQERSTERS) ├── WEB/ │ ├── 3D/ three.js, WebGL, R3F │ ├── BACKEND/ APIs, GraphQL, Node, payments │ ├── FRONTEND/ UI architecture, design taste, PWA │ ├── FULLSTACK/ end-to-end app building │ ├── OTHER/ browser extensions, bots, weather, maps │ ├── PERFORMANCE/ web perf, profiling │ ├── SCRAPING/ browser automation, web/wiki/arxiv search │ ├── SEO/ SEO, AEO, GEO, schema markup │ ├── TESTING/ API mocking, web testing │ └── UI/ design systems, components, CSS, animations, viz ├── WIKI/ codebase wikis, onboarding docs └── WRITING/ proofreading, scientific writing ``` --- ## Finding a skill - **By tech**: jump to `LANGUAGES/<LANG>` or `FRAMEWORKS/<NAME>`. - **By task**: pick the matching domain (e.g. debugging → `DEVTOOLS/DEBUGGING`, SEO → `WEB/SEO`). - **By name**: search the tree — every folder is named `001-<skill-slug>`. Each folder contains a `SKILL.md` with the activation keywords and full instructions. --- ## Layout rules - One skill per folder. - A skill goes in the **single category that fits it best** — no duplication. - Subcategories are uppercase. Skill folders keep the `001-` prefix. - Top-level categories without a clear subcategory split (e.g. `DATA`, `DATABASE`, `META`) hold skills directly. --- ## Steerings The `STEERINGS/` folder holds my personal AI steering rules — open-sourced so anyone can use or adapt them. ``` STEERINGS/ └── SQERSTERS/ my own steering set (made by me — SQERSTERS) ├── AGENTS.md hard, non-negotiable rules — ask before any change ├── all_agent_new.md global "always do / never do" rules for every task ├── code_mastery.md how I write, review, and improve code ├── opensource.md rules for open-source / external contributions └── project_privates.md rules for private/personal projects ``` ### What each file does | File | Purpose | Always active? | |---|---|---| | `AGENTS.md` | **Hard rules.** The agent must ask for approval before creating, editing, deleting, running, refactoring, or installing anything — even on small changes, and even when the user says "update" or "add". Approval is never assumed; the agent must confirm before acting. | Yes | | `all_agent_new.md` | Global workflow rules: activate ≥2 relevant skills per task, scan for errors, double-check output, keep the 3 core docs (`README.md`, `TODO.md`, `CHANGELOG.md`) under `docs/`, never fabricate, never act without authorization. Defines `ANALYSIS` / `IMPLEMENTATION` / `REVIEW` modes. | Yes | | `code_mastery.md` | Code quality bar: KISS, single-responsibility functions, security defaults (no hardcoded secrets, parameterized queries), error handling, testing mindset, dependency hygiene, consistency with existing style. | Yes | | `opensource.md` | When contributing to an external open-source project: don't touch upstream docs, find the root cause first, get explicit approval, ship a minimal fix, open a clean human-toned PR, respect licenses. | Conditional | | `project_privates.md` | When the project is yours: you own the docs, can update README/TODO/CHANGELOG freely in scope, fix obvious bugs along the way — but new deps, deletions, architecture changes, and auth/crypto/payments still require approval. | Conditional | ### How they work together - `AGENTS.md`, `all_agent_new.md`, and `code_mastery.md` are **always active**. - `opensource.md` and `project_privates.md` are **mutually exclusive** — pick one based on the project: - Open-source / contributing to someone else's repo → use `opensource.md`. - Your own project (full ownership) → use `project_privates.md`. - Precedence on conflict (from `all_agent_new.md`): 1. Safety & user control (hard rules in `AGENTS.md`) 2. Context rules (`opensource.md` or `project_privates.md`) 3. Code quality (`code_mastery.md`) Drop the files you want into your agent's steering folder (for example `~/.kiro/steering/`) to use them. --- ## Building a flat zip for installation Some agents (Kiro included) only read skill folders at the **root** of their skills directory — they don't recurse into category subfolders. To install this whole library into such an agent, build a flat zip first: ```powershell # From the repo root powershell -ExecutionPolicy Bypass -File scripts\Build-SkillsZip.ps1 -Force ``` This produces `dist/skills.zip` with every `001-*` skill folder placed at the **root** of the archive (no `AI/`, `WEB/`, etc. wrappers). Extract the zip into the agent's skills directory and every skill is where the agent expects it. ### Scripts | Script | What it does | |---|---| | [`scripts/Build-SkillsZip.ps1`](scripts/Build-SkillsZip.ps1) | Walks `SKILLS/` recursively, finds every `001-*` folder containing a `SKILL.md`, and packs them into a flat zip at `dist/skills.zip`. | | [`scripts/Test-SkillsZip.ps1`](scripts/Test-SkillsZip.ps1) | Verifies the produced zip: every top-level entry is a `001-*` folder, no nested `001-/001-` paths, every skill has a `SKILL.md`, no empty folders. Exits non-zero on failure. | ### Build options ```powershell # Default — skip duplicates with a warning, output to dist/skills.zip powershell -File scripts\Build-SkillsZip.ps1 -Force # Keep both copies of any duplicate, suffixed by category path powershell -File scripts\Build-SkillsZip.ps1 -OnDuplicate Suffix -Force # Stop with an error if any duplicates exist (useful in CI) powershell -File scripts\Build-SkillsZip.ps1 -OnDuplicate Fail # Custom output location powershell -File scripts\Build-SkillsZip.ps1 -OutFile C:\path\to\my-skills.zip -Force # Verify the result powershell -File scripts\Test-SkillsZip.ps1 ``` ### Duplicate handling `SKILLS/SQERSTERS/` is given priority on duplicate skill names — if the same `001-<name>` folder exists in both `SQERSTERS/` and a community category, the SQERSTERS version is kept. Currently the only collision is `001-hoi4-skills` (in `GAMES/HOI4/` and `SQERSTERS/`).

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مطوّرو البرمجيات محللو ضمان جودة البرمجيات والمختبرون علماء البيانات معلمو التعليم العالي، جميع الآخرون

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علماء البيانات

Machine learning development with JAX, functional programming patterns, and high-performance computing.

لغة النص الأصلي: الإنجليزية

2026-05-24

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