AI Ml AI agent skills

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

• Uloop Get Project Info

  by @hatayama

  Get Unity project information via uloop CLI. Use when you need to check project settings, Unity version, platform, or other project metadata.

• Uloop Replay Input

  by @hatayama

  Replay recorded PlayMode keyboard and mouse input. Use for exact gameplay reproduction, E2E runs, or consistent demos from JSON recordings.

• Uloop Verify Project

  by @hatayama

  Check a Unity project's files without starting Unity: missing or orphaned .meta files, invalid or duplicate GUIDs, leftover merge conflict markers, and a broken Packages/manifest.json. Use after adding, moving, renaming,…

• Uloop Launch

  by @hatayama

  Launch or restart Unity Editor. Use only when Unity is not running or stays frozen after retries — not as a health check after a failed command; it brings the Unity window to the foreground as a side effect.

• Uloop Get Version

  by @hatayama

  Get Unity and project information via uloop CLI. Use when you need to verify Unity version, check project settings (ProductName, CompanyName, Version), or troubleshoot environment issues.

• Uloop Status

  by @hatayama

  Check whether the Unity Editor for this project can take a uloop command now, without side effects. Use before sending commands when Unity may be starting, compiling, busy, or closed.

• Uloop Record Video

  by @hatayama

  Record the Game View or any Editor window (Scene, Inspector, ...) to an .mp4 or .webm video. Use when a screenshot is not enough: motion, animation, physics, or a gameplay sequence.

• Uloop Get Logs

  by @hatayama

  Read current Unity Console entries from a running Editor. Use during bug investigation after compile, tests, PlayMode, dynamic code, or immediately after `uloop-pause-point`.

• Uloop Find Game Objects

  by @hatayama

  Find or inspect Unity GameObjects, especially objects the user currently selected in the Hierarchy. Use for details, components, tags, layers, or name/path searches.

• Uloop Get Hierarchy

  by @hatayama

  Get the Unity scene hierarchy as a structured tree. Use for parent-child structure, descendants, roots, or subtrees under objects the user currently selected.

• Uloop Compile

  by @hatayama

  Compile the Unity project and report errors/warnings. Use after C# edits; to try edits in the running Editor without a domain reload, use hot-reload.

• Uloop Compile Check

  by @hatayama

  Compile C# with the Unity-bundled Roslyn compiler without launching or contacting the Unity Editor; reports errors and warnings only.

• Uloop Focus Window

  by @hatayama

  Bring the Unity Editor window to front. Use when Unity must be visible for visual checks or user-facing interaction.

• Uloop Clear Console

  by @hatayama

  Clear Unity Console entries. Use before compile, tests, or debugging when stale logs would hide the current result.

• Uloop Hello World

  by @hatayama

  Sample uloop hello-world tool. Use to verify custom tool wiring or inspect a minimal tool implementation example.

• Uloop Set Game View Size

  by @hatayama

  Set or inspect the Unity Game View custom rendering resolution.

• Documents

  by @zhongkaifu

  Read and write real documents on the device - PDF, XLSX, DOCX, PPTX and CSV. Turn a photo or picture into a PDF, generate a PDF report or a slide deck from structured input, build a spreadsheet whose formulas carry computed…

• Research

  by @zhongkaifu

  Use for web searches and current information lookups, finding sources, fact-checking, researching questions, comparing sources, or summarising web pages. Searches the web without being given any URLs and reads relevant pages…

• Market Data

  by @zhongkaifu

  Use only for current stock/share prices, ticker quotes, and financial market movers (gainers, losers, most-traded shares). Needs the app's Network switch on; no API key.

• Common Operator Profile

  by @HoangNguyen0403

  Infer the requesting operator's technical fluency from message content (never ask directly) and adapt register — business, hybrid, or technical — across SDLC workflow output. Use when starting sdlc, brainstorm-feature,…

• Skilldeck

  by @crossoverJie

  Manage AI agent skills via natural language — install, update, delete, and assign skills to agents using SkillDeck's filesystem conventions.

• Null Zone C3 Injection

  by @yhy0

  零界挑战三：C3 帖子注入模板库 — 为每篇帖子选择并生成多向量分层注入层，最大化其他 AI agent 点赞率。被 post-cycle 调用，不单独 cron 执行。

• Null Zone C1 Daily Playbook

  by @yhy0

  赛题一每日首轮攻击序列 — 被 injection-cycle 在每日首次触发时读取

• Common Llm Security

  by @HoangNguyen0403

  OWASP LLM Top 10 (2025) audit checklist for AI applications, agent tools, RAG pipelines, and prompt construction. Use when performing any security review touching LLM client code, prompt templates, agent tools, or vector stores.

• Video Clip Extractor

  by @linzzzzzz

  Processes videos to identify engaging moments, generate transcripts, and create highlight clips with artistic titles and custom cover images. Use when user needs to: extract highlights from long videos or livestreams, clip or…

• Pitch Deck

  by @emotixco

  Outline a 12-slide investor pitch deck with a takeaway headline, content, visual, and speaker notes for every slide, plus appendix slides for Q&A. Use when a founder is preparing a deck for a raise, or asks for the content of…

• Mvp Scope

  by @emotixco

  Cut a feature wishlist down to the smallest MVP that delivers value. Triages features into must, should, and won't have, defines the critical user flow, recommends a simple stack, and estimates solo build time. Use when a…

• Pricing Strategy

  by @emotixco

  Design pricing for a product. Compares 6 pricing models, proposes 3 tiers with real prices and limits, checks unit economics, anchors against sourced competitor prices, and plans launch vs. scale pricing. Use when a founder asks…

• User Interviews

  by @emotixco

  Write a 25-minute customer discovery interview script that follows The Mom Test, with screening criteria, exact wording, red flags, and a framework for analyzing 5-8 interviews. Use when a founder wants to talk to potential…

• Product Brief

  by @emotixco

  Turn a one-sentence startup idea into a structured product brief with problem, audience, value proposition, 5-7 MVP features, 90-day metrics, risks, and a go-to-market snapshot. Use when a founder wants to write down what they…

• Metrics Dashboard

  by @emotixco

  Pick the 5 metrics that matter at a startup's current stage, with definitions, targets, actions when below target, a minimal tracking setup, and a weekly review template. Use when a founder asks what to measure or how to report…

• Persona Gen

  by @emotixco

  Create 3 distinct user personas with a day in the life, quotable pain points, current workarounds, buying behavior, and a priority matrix showing who to build for first. Use when a founder needs to decide or describe who their…

• Validate Idea

  by @emotixco

  Stress-test a startup idea before any code is written. Scores it on 7 dimensions, proposes 3 validation experiments under $200 each, and ends with a build, pivot, or kill verdict. Use when a founder asks whether an idea is worth…

• Fundraise Prep

  by @emotixco

  Assess whether a startup is ready to raise, size the round and pick the instrument, build a 50-investor target list framework, and plan a 12-week raise. Use when a founder is thinking about raising a pre-seed, seed, or Series A…

• Competitor Matrix

  by @emotixco

  Research 5-8 real competitors and build a sourced feature comparison matrix, positioning gaps, threat ranking, and a niche to own. Use when a founder asks who else is in their market or how to position against competitors.

• Email Sequence

  by @emotixco

  Write a 5-7 email onboarding or re-engagement sequence with subject lines, A/B variants, send timing, and complete copy under 150 words per email. Use when a founder needs lifecycle emails for a product.

• Landing Page

  by @emotixco

  Write landing page copy section by section, from hero to final call to action, including FAQ and SEO metadata. Use when a founder needs copy for a new or existing landing page.

• Hcom Agent Messaging

  by @aannoo

  Multi-agent communication for AI coding tools. Agents message, watch, and spawn each other across terminals. Use when setting up hcom or troubleshooting.

• Ai Threat Testing

  by @transilienceai

  Offensive AI security testing and exploitation framework. Systematically tests LLM applications for OWASP Top 10 vulnerabilities including prompt injection, model extraction, data poisoning, and supply chain attacks. Integrates…

• Video Assemble

  by @zenstory-ai

  合成视频解说最终成片：把旁白音频铺到源视频上，按旁白窗口压低原声，生成 SRT / ASS 字幕并可烧录， 最后做响度标准化。作为最终合成阶段使用。输入源视频、tts_meta.json 与旁白位置； 输出 recap 成片和字幕。触发词：视频合成、混音、字幕、压字幕、assemble video、mux、ducking、subtitles、成片。

• Video Recap

  by @zenstory-ai

  从输入视频生成中文解说成片或原声剧情短片。用户提供 .mp4 / .mov / .mkv / .webm，并要求剪辑、添加旁白、 配音、总结、短剧/电视剧/电影/纪录片/科普解说时使用。负责编排 video-* 技能链：视频理解 → Agent 制定故事与视听方案 → 剪辑 → 配音 → 合成。触发词：视频解说、视频旁白、生成解说、 视频 recap、video recap、voiceover、narration、auto-dub、recap。

• Video Understanding

  by @zenstory-ai

  把视频分析为结构化理解索引：场景检测、ASR 转写、逐场景 VLM 观察、静音窗口、融合时间线和写作 brief。 用于理解、索引或总结视频，也作为后续创作前的分析阶段。输入视频文件；输出 scenes.json、 asr_result.json、vlm_analysis.json、silence_periods.json、timeline_fusion.json、agent_narration_brief.md。…

• Video Script

  by @zenstory-ai

  对已完成分析的视频进行导演与剪辑策划，再写带时间戳的中文解说并校验；也处理已有短片的 宣发标题、花字修订和外部文案回填。普通策划输入 work_dir 的 agent_narration_brief.md 与 vlm_analysis.json；文案返修输入当前成片的工程与内容证据。策划输出 recap_story_plan.json、visual_audio_board.json、 可选 style_card.json、cut 模式需要的…

• Video Cut

  by @zenstory-ai

  把长视频按 Agent 选择的原片区间剪成短片。作为两阶段创作流程中的剪辑环节，读取 clip_plan.json 与源视频， 输出 edited_source.mp4；随后 Agent 按输出时间线写 narration.json。支持单视频与多视频（sources manifest）拼剪， 本工具不读取、不映射旁白。 触发词：视频剪辑、剪辑式解说、video cut、clip plan、拼剪。

• Video Voiceover

  by @zenstory-ai

  把带时间戳的 narration.json 合成为中文解说音频。使用 MiMo TTS（mimo-v2.5-tts）或 Fish Audio（s2.1-pro-free）或显式配置的通用 IndexTTS HTTP 服务逐段生成语音， 按时间窗动态适配语速并处理响度；输入输出时间线上的旁白，产出 tts_segments 与 tts_meta.json。 外发说明：每段旁白文字会发给所选 TTS 服务（MiMo / Fish Audio /…

• Video Reference

  by @zenstory-ai

  按需把一部成片拆成可复用的制作参考：测镜头节奏与响度，标注段落与音轨分工，把原片事实与可迁移方法分开， 导出不含原片人名台词的 production_reference.json 供下次制作参考。不在默认生产路径上。 触发词：拆片、拆解成片、制作参考、参考模板、production reference。

• Agentic Patterns

  by @rsmdt

  Context enrichment for agentic AI application development using LangChain, Vercel AI SDK, and assistant-ui. Use when building AI agents, chat interfaces, tool-calling pipelines, RAG systems, or multi-step AI workflows.

• Cosmos3 Post Training

  by @NVIDIA

  Guide users through Cosmos3 supervised fine-tuning (SFT) post-training: preparing the example dataset and Wan2.2 VAE, converting the base checkpoint to DCP, launching distributed training (paired launch shell recommended, raw…

• Cosmos3 Inference

  by @NVIDIA

  Guide users through running Cosmos3 inference — offline batch generation, online serving with Ray and Gradio, parallelism options, input formats, sampling parameters, and prompt upsampling. Use when the user asks "how do I run…

• Interview Framework

  by @tzachbon

  This skill should be used when a Ralph phase must identify critical user decisions, run a layered grill, persist partial answers, obtain explicit approval, or resume an interrupted phase interview before delegating artifact work.

• Interview Framework Codex

  by @tzachbon

  Internal Ralph Specum contract for Codex phase interviews, skill manifests, approval, and delegation gates. Phase coordinators load this skill directly; users do not invoke it as a workflow phase.

• Reality Verification

  by @tzachbon

  This skill should be used when the user asks to "verify a fix", "reproduce failure", "diagnose issue", "check BEFORE/AFTER state", "VF task", "reality check", "check test quality", "mock-only tests", or needs guidance on…

• Spec Workflow

  by @tzachbon

  This skill should be used when the user asks to "build a feature", "create a spec", "start spec-driven development", "run research phase", "generate requirements", "create design", "plan tasks", "implement spec", "check spec…

• Ralph Specum Implement

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-implement`, or explicitly asks Ralph Specum in Codex to run implementation for approved tasks, quick mode, or an explicit continue request.

• Ralph Specum Prototype

  by @tzachbon

  This skill should be used only when the user explicitly invokes `$ralph-specum-prototype`, or explicitly asks Ralph Specum in Codex to run, resume, quick-run, or cancel an optional prototype.

• Ralph Specum Refactor

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-refactor`, or explicitly asks Ralph Specum in Codex to revise spec artifacts after implementation learnings.

• Ralph Specum Triage

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-triage`, or explicitly asks Ralph Specum in Codex to triage a large effort into multiple specs.

• Ralph Specum Index

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-index`, or explicitly asks Ralph Specum in Codex to generate or refresh index artifacts.

• Ralph Specum Requirements

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-requirements`, or explicitly asks Ralph Specum in Codex to run the requirements phase.

• Ralph Specum Cancel

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-cancel`, or explicitly asks Ralph Specum in Codex to stop execution or remove a spec.

• Ralph Specum Status

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-status`, or explicitly asks Ralph Specum in Codex for status or active spec progress.

• Ralph Specum Feedback

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-feedback`, or explicitly asks Ralph Specum in Codex to draft or submit feedback.

• Ralph Specum Research

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-research`, or explicitly asks Ralph Specum in Codex to run the research phase.

• Ralph Specum Help

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-help`, or explicitly asks Ralph Specum in Codex for help or command guidance.

• Ralph Specum Switch

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-switch`, or explicitly asks Ralph Specum in Codex to switch the active spec.

• Ralph Specum

  by @tzachbon

  Use only when the user explicitly invokes `$ralph-specum`, requests Ralph Specum in Codex, or asks Ralph Specum to handle a named phase or optional prototype.

• Ralph Specum Start

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-start`, or explicitly asks Ralph Specum in Codex to start or resume a spec.

• Ralph Specum Design

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-design`, or explicitly asks Ralph Specum in Codex to run the design phase.

• Ralph Specum Tasks

  by @tzachbon

  This skill should be used only when the user explicitly asks to use `$ralph-specum-tasks`, or explicitly asks Ralph Specum in Codex to run the tasks phase.

• Speckit Workflow

  by @tzachbon

  Comprehensive understanding of the spec-kit methodology. Constitution-driven feature development with specify, plan, tasks, and implement phases.

• Delegation Principle

  by @tzachbon

  Core principle that the main agent is a coordinator, not an implementer. All work must be delegated to subagents.

• Smart Ralph

  by @tzachbon

  Core Smart Ralph skill defining common arguments, execution modes, and shared behaviors across all Ralph plugins.

• Communication Style

  by @tzachbon

  Output rules for all agents - concise, scannable, actionable. Based on Matt Pocock's planning principles.

• Seo Audit

  by @umutxyp

  Audit and fix a website's technical SEO and AI-search (GEO) readiness against Google's official guidance (plus Bing, Yandex, Apple and the AI crawlers), page by page, ending in a computed SEO/GEO score. Use when asked to audit…

• Optimize Skill

  by @ghbalf

  Automatically optimize a skill's SKILL.md by running test cases, scoring results, and iteratively improving instructions

• Enclosure

  by @ghbalf

  Generate a parametric electronics enclosure with a base and lid.

• Skill Creator

  by @ghbalf

  Create new FreeCAD AI skills, modify existing skills, and iteratively improve them. Use when users want to create a skill from scratch, update or optimize an existing skill, capture a workflow as a reusable skill, or improve an…

• Lattice

  by @ghbalf

  Generate a 3D lattice or infill pattern inside a bounding region. Useful for lightweight structural parts.

• Create Validation

  by @ghbalf

  Generate a draft VALIDATION.md for a skill by analyzing its SKILL.md construction steps

• Thread Insert

  by @ghbalf

  Create properly sized holes for heat-set threaded inserts (common in 3D printed parts).

• Sketch From Image

  by @ghbalf

  Extract 2D geometry from an attached image and create a FreeCAD sketch from it.

• Fastener Hole

  by @ghbalf

  Create standard fastener holes: clearance, counterbore, or countersink.

• Gear

  by @ghbalf

  Create an involute spur gear using FreeCAD's Part module.

• Adversarial Spec

  by @zscole

  Iteratively refine a product spec by debating with multiple LLMs (GPT, Gemini, Grok, etc.) until all models agree. Use when user wants to write or refine a specification document using adversarial development.

• Research

  by @oliver-kriska

  Research Elixir/Phoenix/Ecto topics or evaluate Hex libraries (--library). Use when learning about libraries, patterns, or comparing approaches. Searches HexDocs, ElixirForum, GitHub.

• Rust Skills

  by @leonardomso

  Comprehensive Rust coding guidelines with 265 rules across 26 categories. Use when writing, reviewing, or refactoring Rust code. Covers ownership, error handling, async patterns, concurrency, unsafe code, API design, memory…

• Api Design Reviewer

  by @oxbshw

  Use when reviewing a proposed REST or GraphQL API change before merge — checks contract clarity, backwards compatibility, errors, pagination, auth, and naming.

• Mcp Security Reviewer

  by @oxbshw

  Use before connecting a new MCP server to your agent — produces a structured security review covering source, permissions, tools, network, and approvals.

• Dataset Profiler

  by @oxbshw

  Use when first encountering a new dataset — produces a structured profile (schema, missingness, distributions, outliers, gotchas) before any analysis.

• Repo Auditor

  by @oxbshw

  Use before opening a PR to audit the changes for stale comments, unused imports, missing tests, and inconsistencies with neighboring code.

• Agent Memory Curator

  by @oxbshw

  Use after a session to promote useful episodic notes from logs/episodic/ into distilled, dated entries in MEMORY.md and memory/semantic/.

• Pr Summarizer

  by @oxbshw

  Use when opening a PR — produces a clean PR description (what / why / how to verify / risks) from a branch diff against base.

• Sprint Planner

  by @oxbshw

  Use when planning the next sprint — turns ticket intake + team capacity into a planned sprint with explicit non-goals.

• Incident Postmortem

  by @oxbshw

  Use after an incident is resolved — drafts a blameless postmortem from timeline notes, alerts, and chat threads.

• Research Summarizer

  by @oxbshw

  Use when the user asks for a sourced briefing on a topic that spans multiple web sources and requires citations.

• Adr Writer

  by @oxbshw

  Use when capturing an architecture decision so it survives turnover — produces an ADR-NNNN.md from context, options considered, and the chosen path.

• Security Audit

  by @TheDecipherist

  Audit code and dependencies for security vulnerabilities. Use when reviewing PRs, checking dependencies, preparing for deployment, or when user mentions security, vulnerabilities, or audit.

• Commit Messages

  by @TheDecipherist

  Generate clear, conventional commit messages from git diffs. Use when writing commit messages, reviewing staged changes, or preparing releases.

• Coco Ads

  by @coco-research

  Turn the project you just shipped into a short, polished, shareable launch video (an "ad") using HyperFrames. Use when someone says "/coco-ads", "make a launch video", "brag about this", "turn this into a promo", "make an ad for…

• Coco Diagram

  by @coco-research

  Use for architecture, current-state, process, data-flow, medallion, or DP diagrams, including redrawing .drawio and Mermaid sources. Creates branded flowchart, sequence, ER, org, timeline, and chart visuals as standalone…