Writing AI agent skills

2,093 skills in the archive. Read a skill’s instructions or open its original repository.

• Simulink Sanitize Model

  by @matlab

  Sanitize and anonymize a Simulink model for external sharing. Use when stripping proprietary content, anonymizing block/signal names, removing metadata, or creating a shareable reproduction model for bug reports. Do NOT use for…

• Configuring Block Policy

  by @matlab

  Guide users through creating and managing .satk/block-policy.json for controlling which blocks the agent can use, which are excluded, and which block parameters the agent should not modify. Use when setting up block usage policy…

• Docs

  by @sipyourdrink-ltd

  Documentation - README, API docs, ADRs, tutorials.

• Ppt Image First

  by @NyxTides

  Build presentation plans for PPT / slides / decks through a conversation-first workflow, then propose multiple visual directions with preview images before writing deck specs. Use when the user asks to create a PPT,…

• Anti Entropy Governance

  by @GanyuanRan

  Use when touching retiring old logic, collapsing duplicate owners, removing fallbacks, or schema/persistence/source-of-truth boundaries; identify opportunities automatically; destructive execution requires explicit confirmation.

• Recording Architecture Decisions

  by @GanyuanRan

  Use when the user asks to create, write, update, amend, supersede, or evaluate an ADR, architecture decision record, durable architecture decision, decision log, or baseline sync after architecture-changing work.

• Recall Memory

  by @clacky-ai

  Recall relevant long-term memories on demand. Given a topic or question, judges relevance from pre-loaded metadata, loads only relevant files, and returns a concise summary to the main agent.

• Meeting Summarizer

  by @clacky-ai

  Summarize a completed meeting from its transcript. Produces a structured summary with key decisions, action items, and discussion highlights. Triggered automatically when a meeting ends.

• Novel Writer

  by @ZJU-REAL

  长篇小说/网文连载创作：从世界观、人设和三级大纲写到逐章正文，并用文件化状态维护伏笔、前情和跨章一致性。 当用户说“写小说/网文/盐选故事、连载、续写下一章、小说大纲、人物设定、世界观、黄金三章”时使用。 通用文章用 article-outline/social-content；单段改风格或润色用 style-transfer/text-polisher。

• Copywriting

  by @ZJU-REAL

  国内带货转化营销文案：提炼卖点并产出种草、信息流广告、活动促销、电商详情页或落地页的标题、正文和 CTA。 当用户说“写种草/广告/活动/促销/详情页/落地页文案、提炼卖点、广告语”时使用。 整套小红书笔记用 xhs-note-creator；涨粉互动内容用 social-content；严格套 PAS/AIDA 等框架用 post-formatter。

• Serialization

  by @Aaronontheweb

  Choose the right serialization format for .NET applications. Prefer schema-based formats (Protobuf, MessagePack) over reflection-based (Newtonsoft.Json). Use System.Text.Json with AOT source generators for JSON scenarios.

• Museum Art

  by @huytieu

  Source authentic, high-res PUBLIC-DOMAIN artwork from museum open-access APIs (Met, Cleveland, SMK, Rijksmuseum, NGA, Art Institute of Chicago, Getty, Smithsonian) instead of AI-generated or generic-stock imagery. The default…

• Editorial Illustrations

  by @huytieu

  Generate meaning-carrying editorial data-illustrations in the monotykamary / Linear aesthetic (near-black grayscale, Inter display + mono labels, hairline framed figures) with a single coral accent. This is a GENERATIVE GUIDE,…

• Content Factory

  by @huytieu

  Autonomous content pipeline - scout announcements in your field, triage by trend momentum and personal angle, produce posts/blogs/videos in your voice with ledger-based dedup, hard volume caps, and screenshot-verified publishing

• Auto Research

  by @huytieu

  Deep strategic research engine — decomposes questions into parallel research threads, spawns multiple agents, and synthesizes into actionable strategic analysis

• Kill Ai Slop

  by @yetone

  Find and remove AI slop — the generic, machine-default visual and copy tics of vibe-coded products — from a web project. Use when the user asks to "kill AI slop", "de-slop", "remove the AI look", "make this not look…

• Algorithmic Art

  by @polyuiislab

  Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create…

• Doc Coauthoring

  by @polyuiislab

  Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users…

• Ai Copywriter

  by @mikiarlo3

  Write copy that converts and doesn't sound like a robot. Two jobs in one skill: a reader-first copywriter for clickbait titles, headlines, short descriptions, microcopy, CTAs, error messages, subject lines, viral LinkedIn posts,…

• Axiom Graphics

  by @CharlesWiltgen

  Use when working with ANY GPU rendering, Metal, OpenGL migration, shaders, 3D content, RealityKit, AR, USD/USDZ files, or display performance. Covers Metal migration, shader conversion, RealityKit ECS, RealityView, USDKit,…

• Axiom Uikit

  by @CharlesWiltgen

  Use when bridging UIKit and SwiftUI, modernizing UIKit apps (scene lifecycle, resizability), debugging Auto Layout, Combine, TextKit, PencilKit, or UIKit animations.

• Axiom Audit Resize

  by @CharlesWiltgen

  Use when the user mentions window resizing support, resizable-window readiness, iPhone Mirroring compatibility, iPhone Duo readiness, scene-lifecycle migration checking, or preparing an app for the 27-cycle resizing model.

• Axiom Analyze Swift Performance

  by @CharlesWiltgen

  Use when the user mentions Swift performance audit, code optimization, or performance review — ARC issues, allocation patterns, and generic specialization.

• Axiom Audit Swiftui Nav

  by @CharlesWiltgen

  Use when the user mentions SwiftUI navigation issues, deep linking problems, state restoration bugs, or navigation architecture review.

• Axiom Audit Swiftui Layout

  by @CharlesWiltgen

  Use when the user mentions SwiftUI layout review, adaptive layout issues, GeometryReader problems, or multi-device layout checking.

• Axiom Audit Codable

  by @CharlesWiltgen

  Use when the user mentions Codable review, JSON encoding/decoding issues, data serialization audit, or modernizing legacy code.

• Axiom Audit Icloud

  by @CharlesWiltgen

  Use when the user mentions iCloud sync issues, CloudKit errors, ubiquitous container problems, or asks to audit cloud sync.

• Deployment Config Guide

  by @alibaba

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

• Schema

  by @fcakyon

  Use when adding, fixing, or reviewing structured data: JSON-LD for articles, products, FAQs, breadcrumbs, organizations, and local businesses, and what to do when markup doesn't earn a rich result.

• Building Livekit Agents

  by @fcakyon

  Builds voice and chat AI agents with LiveKit Agents on LiveKit Cloud or a self-hosted server. Use when the user asks to "build a voice agent", "create a LiveKit agent", "add voice AI to my app", "implement handoffs", "structure…

• Survey Methodology

  by @Muuuun

  Plan-time methodology contract for survey/review/report projects. Forces an audit-grade survey instead of a paper-trust summary. Distilled from ~240 reviews (2024-2026) across 9 domain clusters — physics/RMP/Living Reviews,…

• Review

  by @Muuuun

  Write domain-authentic review articles that synthesize rather than stack. Covers 10 scientific domains (physics, chemistry, biology, medicine, mathematics, computer_science, earth_environment, astronomy, economics, materials)…

• State And Background Footguns

  by @maxrave-dev

  Reactive state and background-work traps: StateFlow conflation, flatMapLatest, job lifecycles, ViewModel bases, WorkManager, backups, crash reporting, logging, Glance widgets. Use when state lags or flips, or work runs twice or…

• Agentic Tdd

  by @reticlehq

  Test-driven development for behaviour a unit test cannot reach, by writing the expectation against the running app before writing the code. Declare the consequence first, watch it fail, implement, watch it pass. Use when…

• Swift Api Design Guidelines

  by @dpearson2699

  Apply Swift API Design Guidelines to name, label, and document Swift APIs. Covers argument label rules (prepositional phrase rule, grammatical phrase rule, first-label omission), mutating/nonmutating pair naming (-ed/-ing…

• Swift Language

  by @dpearson2699

  Apply modern Swift language patterns and idioms for non-concurrency, non-SwiftUI code. Covers if/switch expressions (Swift 5.9+), typed throws (Swift 6+), result builders, property wrappers, opaque and existential types (some vs…

• Core Data

  by @dpearson2699

  Build, review, or improve Core Data persistence in apps that have not adopted SwiftData. Use when working with NSManagedObject subclasses, NSFetchedResultsController for list-driven UI, NSBatchInsertRequest /…

• Swiftui Gestures

  by @dpearson2699

  Implement, review, or improve SwiftUI gesture handling. Use when adding tap, long press, drag, magnify, or rotate gestures, composing gestures with simultaneously/sequenced/exclusively, managing transient state with…

• Speech Recognition

  by @dpearson2699

  Transcribe speech to text using Apple's Speech framework. Use when implementing live microphone transcription with AVAudioEngine, recognizing recorded audio files, handling speech and microphone authorization, choosing on-device…

• Natural Language

  by @dpearson2699

  Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework. Use when adding language identification, sentiment analysis, named entity…

• Homekit

  by @dpearson2699

  Control smart-home accessories and commission Matter devices using HomeKit and MatterSupport. Use when managing homes/rooms/accessories, creating action sets or triggers, reading accessory characteristics, onboarding Matter…

• Contacts Framework

  by @dpearson2699

  Read, create, update, and pick contacts using the Contacts and ContactsUI frameworks. Use when fetching contact data, saving new contacts, wrapping CNContactPickerViewController in SwiftUI, handling contact permissions, or…

• Core Nfc

  by @dpearson2699

  Read and write NFC tags using CoreNFC. Use when scanning NDEF tags, reading ISO7816/ISO15693/FeliCa/MIFARE tags, writing NDEF messages, handling NFC session lifecycle, configuring NFC entitlements, or implementing background tag…

• 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…

• Drclaw

  by @OpenLAIR

  Dr. Claw workspace skill for project lookup, session inspection, TaskMaster progress, OpenClaw structured schema, and event-driven reporting

• Ds Analysis Campaign

  by @OpenLAIR

  Use when a quest needs one or more follow-up runs such as ablations, robustness checks, error analysis, or failure analysis after a main experiment.

• Ds Review

  by @OpenLAIR

  Use when a draft, paper, or paper-like report is substantial enough for an independent skeptical audit before finalization, rebuttal, or revision routing.

• Aris Grant Proposal

  by @OpenLAIR

  Draft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF (Switzerland), ARC (Australia), NWO…

• Aris Rebuttal

  by @OpenLAIR

  Workflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds. Use when user says "rebuttal", "reply to…

• Aris Idea Discovery

  by @OpenLAIR

  Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea…

• Aris Proof Writer

  by @OpenLAIR

  Writes rigorous mathematical proofs for ML/AI theory. Use when asked to prove a theorem, lemma, proposition, or corollary, fill in missing proof steps, formalize a proof sketch, 补全证明, 写证明, 证明某个命题, or determine whether a claimed…

• Aris System Profile

  by @OpenLAIR

  Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark",…

• Browser4 Fix Bug

  by @platonai

  Fix bugs in code using a compile-test-fix loop: run the build/tests, read the error, locate the faulty lines, edit, and re-verify until green. Use when the user reports a build failure, test failure, crash, or asks to fix an…

• Matlab Build App

  by @matlab

  Build MATLAB apps from requirements to working code. Asks discovery questions (or skips them when the path is known), recommends UIFigure or UIHTML architecture, identifies layout archetype (Dashboard, Explorer, Tabbed, Wizard,…

• Simbiology Build Model

  by @matlab

  Build, modify, and diagram SimBiology models — API reference, helper functions, and layout patterns. Use when constructing or editing models programmatically or visually.

• Roadrunner Convert Lanelet2 To Rrhd

  by @matlab

  Convert Lanelet2 maps (.osm) to RoadRunner HD Map (.rrhd) format using MATLAB. Use when converting Lanelet2 maps into RoadRunner Scene Builder, building driving scenes from open-source map data, or transforming road network…

• Drug Repurposing Screen

  by @ClawBio

  Objective-driven pooled viability screen analysis: QC, hit calling, context-selectivity, biomarker sweep, and ranked repurposing candidates. Format-agnostic via schema.yaml + objective.yaml; includes offline demo.

• Matlab Analyze Data

  by @matlab

  Analyze data using MATLAB. Use when the task involves tables, timetables, time-series data, numeric arrays, sensor matrices, or gridded data — including but not limited to exploring, row filtering, sorting, cleaning,…

• Matlab Price Instrument

  by @matlab

  Price financial instruments in MATLAB using the Financial Instruments Toolbox. Route to the appropriate numerical method reference based on the user's request: Monte Carlo simulation (AssetMonteCarlo, IRMonteCarlo,…

• Bigquery Public

  by @ClawBio

  Run read-only SQL against BigQuery public datasets with local result capture, cost safeguards, and reproducibility outputs.

• Matlab Read Medical Data

  by @matlab

  Read, write, and manipulate medical imaging data (DICOM, NIfTI, NRRD) in MATLAB. Covers Image Processing Toolbox functions (dicomreadVolume, niftiread, dicomContours, dicomanon) and Medical Imaging Toolbox enhanced APIs…

• Matlab Read Write Point Cloud File

  by @matlab

  Read and write 3-D point cloud data using Lidar Toolbox file I/O. Covers PLY, PCD, LAS/LAZ, PCAP (Velodyne/Ouster/Hesai), E57, and IDC (Ibeo) formats. Use when loading point clouds from disk, saving to disk, choosing the correct…

• Roadrunner Build Scenario From Osc

  by @matlab

  Build a RoadRunner Scenario programmatically from an OpenSCENARIO 1.x (.xosc) file using the `roadrunner-scenario-authoring` skill. Use when the user wants to recreate a scenario from a .xosc file, interpret an OpenSCENARIO file…

• Matlab Configure Toml Project

  by @matlab

  Use whenever "project" or "matlab.toml" is mentioned in a MATLAB context. This includes creating, editing, organizing, or configuring MATLAB projects, declaring MATLAB package dependencies or reference projects, setting up…

• Matlab Use Package Manager

  by @matlab

  Manage MATLAB packages with the in-product MATLAB Package Manager (mpm) on MATLAB R2026b or later: install, uninstall, update, search, or inspect packages; declare package dependencies in a matlab.toml project; install a…

• Matlab Assemble Pcb Layout

  by @matlab

  Build custom PCB structures with pcbComponent, shapes, Boolean ops, feeds, and multi-layer stackups for non-catalog geometries. TRIGGER: user asks to build, modify, or customize a pcbComponent — add/remove shapes, edit polygons,…

• Matlab Analyze Em

  by @matlab

  S-parameters, insertion loss, fields, currents, mesh control, and solver selection for RF PCB performance validation. TRIGGER: user asks to compute S-parameters, analyze insertion/return loss, extract fields or currents, compare…

• Matlab Write Help

  by @matlab

  Generate or improve MATLAB help text (documentation comments) for a function, class, or script file following MathWorks standards (H1 line, syntax paragraphs, See Also, 75-char lines). Read BEFORE writing MATLAB help — default…

• Gzh Article

  by @mateaix

  公众号图文创作 / 推文 / 官方号文章 (official account article) — 端到端：选题→搜集→成文→配图→去AI化→公众号内联样式排版→交付/草稿箱。honors user persona & style memory.

• Xhs Note

  by @mateaix

  小红书图文创作 / 笔记 / 种草文案 (xiaohongshu / red note) — 端到端：成文→配图(≥3 张竖版)→去AI化→在线预览打包交付。以图为主、文字辅助：标题四件套 + 碎句正文 + 话题标签，配 3:4 竖版卡片，最少 3 张图。honors user persona & style memory.

• Skill Authoring

  by @mateaix

  Author SKILL.md skills: frontmatter, validator limits, structure.

• Humanizer

  by @mateaix

  Humanize text: strip AI-isms and add real voice.

• Songwriting And Ai Music

  by @mateaix

  Songwriting craft and Suno AI music prompts.

• Mongodb Query Optimizer

  by @fcakyon

  Help with MongoDB query optimization and indexing. Use only when the user asks for optimization or performance: "How do I optimize this query?", "How do I index this?", "Why is this query slow?", "Can you fix my slow queries?",…

• Writing Guidelines

  by @fcakyon

  This skill should be used when the user asks to "review writing", "check documentation style", "audit interface copy", or "apply writing guidelines".

• 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 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.

• Git Machete

  by @VirtusLab

  Use whenever invoking the `git machete` CLI to organize branch chains, compute fork points, run stacked rebases/merges, or manage GitHub/GitLab PR/MR chains - especially in a repo that already has a `.git/machete` file. Lists…

• Update Installed Skills

  by @MoizIbnYousaf

  Use when syncing or updating previously installed skills to their latest version. Always dry-run updates before applying, and check for breaking changes.

• Agentrq

  by @agentrq

  Execute tasks assigned by humans or supervisor agents within a specific AgentRQ workspace. Use when you receive channel messages or need to report progress on tasks.

• Llm Cost Optimization

  by @BagelHole

  Reduce LLM API and infrastructure costs through model selection, prompt caching, batching, caching, quantization, and self-hosting strategies. Track spend by team and model, set budgets, and implement cost-aware routing.

• Doc Writing

  by @huangjia2019

  Generate API documentation from a route manifest. Use when you have a list of discovered routes and need to produce markdown documentation.

• Api Conventions

  by @huangjia2019

  API design patterns and conventions for this project. Covers RESTful URL naming, response format standards, error handling, and authentication requirements. Use when writing or reviewing API endpoints, designing new APIs, or…

• Manim Composer

  by @adithya-s-k

  Trigger when: (1) User wants to create an educational/explainer video, (2) User has a vague concept they want visualized, (3) User mentions "3b1b style" or "explain like 3Blue1Brown", (4) User wants to plan a Manim video or…

• Yt Comment

  by @Jakeschincariol

  Draft replies to YouTube comments in the creator's voice, triaged by which ones are worth answering. Use for "reply to my comments", "handle the comment section", "someone asked X", or a pasted comment thread.

• Yt Shorts

  by @Jakeschincariol

  Find the Shorts hiding inside a long video and write them, using the transcript to pick self-contained moments. Use for "cut this into shorts", "clip this", "repurpose this video", "what should I clip".

• Ops Inspector

  by @TencentCloudBase

  AIOps-style CloudBase inspection skill (v3). Use when users need health checks, log diagnosis, alarm interpretation (CPU alert normal?, peak QPS), metrics via queryEnv(action=metrics), or fault playbooks for 429 / function 404 /…

• Relational Database Mcp Cloudbase

  by @TencentCloudBase

  [Deprecated] This is the required documentation for agents operating on the CloudBase Relational Database through MCP. It defines the canonical SQL management flow with `queryMysqlDatabase`, `manageMysqlDatabase`,…

• Biopython

  by @dp-archive

  Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics…

• Humanizer

  by @dp-archive

  Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns…

• Copywriting

  by @dp-archive

  Generate brand-aligned copy with precise constraints for every touchpoint. Use this skill when a user needs a tagline, brand philosophy statement, brand voice definition, business card text, social media bio, social media cover…

• Academic Pptx

  by @Gabberflast

  Use this skill whenever the user wants to create or improve a presentation for an academic context — conference papers, seminar talks, thesis defenses, grant briefings, lab meetings, invited lectures, or any presentation where…

• Banana

  by @AgriciDaniel

  Direct, generate, edit, compare, and review visual assets with current Google Gemini image models. Use for image creation, image editing, reference-based consistency, product and character visuals, text-bearing graphics,…

• Shell Integration

  by @marcus

  Interactive shell/TTY integration with tmux session management, shell command execution, control-mode output capture with polling fallback, native cursor rendering, lazy scrollback, selection, paste handling, and inline editing.…

• Sidecar Website

  by @marcus

  Writing and maintaining the Sidecar Docusaurus documentation site, including page structure, doc authoring, blog posts, styling, images, and deployment workflow. Use when writing documentation, updating the docs site, adding…

• Feature Flags

  by @marcus

  Creating and using feature flags in sidecar for gating experimental functionality. Covers flag registration, checking flags in code, config file and CLI overrides, and priority resolution. Use when adding feature flags, toggling…

• Renwei Writing

  by @orange2ai

  人味儿写作 - 打磨、润色、改写别人的文字时,保住文字背后那个人的存在感。 Use when: 用户拿来一段自己写的文字,要求打磨、润色、修改、精简、改写、 "帮我改改"、"这段怎么样"。也适用于代笔后用户说"AI 味儿太重"、"没有人味儿"、 "感受不到我"的返工场景。触发词:打磨文案、润色、帮我改、改写、修改这段、 人味儿、AI 味儿。内置两层:底层原理(动不动、怎么动)+ 事后检查清单 (动过的地方有没有 AI 味儿,源自 Wikipedia…

• Kotlin Concurrency And Flow

  by @chrisbanes

  Use when writing or reviewing Kotlin coroutine scope ownership, raw Thread or Executor work, init launches, non-suspending launch APIs, runBlocking, cancellation, StateFlow, SharedFlow, Channel, stateIn, SharingStarted, state…

• Grounded Writing

  by @chrisbanes

  Use when drafting or reviewing public developer documentation, other text the user will publish or send, or a user-owned draft under an explicit editorial review, including review comments, replies, and internal technical reports.

• Compose Animations

  by @chrisbanes

  Use when writing or reviewing Jetpack Compose motion: visibility enter/exit, animating one property toward a target, color or size transitions, multiple properties from one state, switching composable content, or choosing…