AI Ml AI agent skills

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

• Langchain Rag

  by @langchain-ai

  INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system. Covers document loaders, RecursiveCharacterTextSplitter, embeddings (OpenAI), and vector stores (Chroma, FAISS, Pinecone).

• Moai Workflow Testing

  by @modu-ai

  Use when writing tests, measuring coverage, or running characterization, performance, or PR-review QA. Comprehensive specialist combining DDD testing, characterization tests, performance profiling, and TRUST 5 quality-assurance…

• Moai

  by @modu-ai

  MoAI unified orchestrator for autonomous development. Routes natural language or subcommands (plan, run, sync, project, fix, loop, mx, feedback, review, clean, codemaps, gate, e2e, harness, goal, gtd, todo) to specialized agents.

• Moai Foundation Cc

  by @modu-ai

  Canonical Claude Code authoring kit covering Skills, sub-agents, plugins, slash commands, hooks, memory, settings, sandboxing, headless mode, and advanced agent patterns. Use when creating Claude Code extensions or configuring…

• Moai Workflow Project

  by @modu-ai

  Integrated project management system covering documentation, language initialization, template optimization, docs generation, and JIT document loading. Absorbed from moai-workflow-templates, moai-docs-generation, and…

• Moai Foundation Core

  by @modu-ai

  Provides MoAI-ADK foundational principles including TRUST 5 quality framework, SPEC-First DDD methodology, delegation patterns, progressive disclosure, agent catalog reference, and token budget management (absorbed from…

• Moai Workflow Worktree

  by @modu-ai

  Git worktree management for parallel SPEC development with isolated workspaces, automatic branch registration, and seamless MoAI-ADK integration. Use when setting up parallel development environments.

• Hns Lsel Curator

  by @modu-ai

  Local Self-Evolution Loop (LSEL) curator — the CLUSTER + drain engine for the GOOS-local PROPOSE→APPLY seam closure (SPEC-LSEL-LOCAL-EVOLUTION-001). Companion-offset drain of .moai/lessons-inbox.jsonl with a drain-side severity…

• Moai Domain Html Report

  by @modu-ai

  Markdown-to-single-file-HTML report renderer. Six modes (status, incident, plan, explainer, financial, pr) selected by report type, crossed with three audience tiers (expert, basic, learn) derived from the active output style.…

• Moai Foundation Thinking

  by @modu-ai

  Unified thinking toolkit: Creative frameworks (Critical Evaluation, Diverge-Converge, Deep Questioning), First Principles reasoning (absorbed from moai-foundation-philosopher), and Adaptive Thinking via the `ultrathink` keyword.…

• Moai Domain Svg Infographic

  by @modu-ai

  Author editable SVG technical infographics — architecture, flow, comparison, hierarchy — by computing the layout numerically before writing markup, then rendering a 2x PNG via headless Chromium. Carries a CJK-first font stack, a…

• Moai Workflow Spec

  by @modu-ai

  SPEC workflow orchestration with EARS format requirements, acceptance criteria, and Plan-Run-Sync integration for MoAI-ADK development. Use when creating SPEC documents or defining acceptance criteria.

• Moai Foundation Quality

  by @modu-ai

  TRUST 5 quality principles and how MoAI enforces them through agents, the 3-level harness, /moai gate, and sync-auditor scoring. Use for code review, quality gate checks, coverage targets, or TRUST 5 compliance.

• Hns Lsel Applier

  by @modu-ai

  Local Self-Evolution Loop (LSEL) APPLY engine — the playback-only consumer of approved decision.json records that drives `.moai/hooks/lsel-apply.sh` for the GOOS-local PROPOSE→APPLY seam closure (SPEC-LSEL-LOCAL-EVOLUTION-001…

• Moai Meta Harness

  by @modu-ai

  DEPRECATED — legacy 7-Phase meta-harness. Redirects to the v4 harness Builder (/moai:harness <natural-language request>) which replaces the static 7-Phase workflow with an orchestrator-direct 4-phase Builder (ANALYZE / PLAN /…

• Moai Ref Secops

  by @modu-ai

  DevSecOps, container, and API operational defensive security reference: CI/CD pipeline hardening, secret scanning, IaC misconfiguration detection, SAST/DAST integration, container image scanning, Kubernetes RBAC hardening,…

• Moai Domain Design Dna

  by @modu-ai

  Reverse-engineer a reference design — a screenshot, an image set, or a live URL — into a portable Design DNA JSON across three dimensions (measurable tokens, qualitative style, special-rendering effects), then generate a new…

• Moai Ref Ui Polish

  by @modu-ai

  UI polish and interface-completion reference: the small visual details — concentric border radius, optical alignment, shadow-vs-border, motion easing, typography smoothing, tabular numbers, icon stroke weight, hit areas — that…

• Moai Workflow Docs Claim Check

  by @modu-ai

  Read-only check of whether the claims a public-facing document makes (README, release notes, install and usage guides) are supported by user-supplied evidence. Runs Preflight, Claim Triage, and Validation, splits composite…

• Moai Workflow Loop

  by @modu-ai

  Ralph Engine - Automated feedback loop with LSP diagnostics and AST-grep integration for continuous code quality improvement. Use when implementing error-driven development, automated fixing, or continuous quality validation…

• Moai Workflow Tdd

  by @modu-ai

  Test-Driven Development workflow specialist using RED-GREEN-REFACTOR cycle for test-first software development. Use when developing new features from scratch or when behavior specification drives implementation.

• Moai Ref Seo

  by @modu-ai

  Search-visibility and crawlability reference for web output: canonical URL discipline, per-page title and meta description uniqueness, robots.txt and sitemap.xml as host-derived artifacts, JSON-LD structured data with entity…

• Moai Ref Supply Chain

  by @modu-ai

  Software supply-chain defensive security reference: SBOM generation and verification (SPDX / CycloneDX), dependency-confusion defense, malicious-package triage playbook, SLSA provenance levels, Sigstore / cosign signing and…

• Moai Ref Llm Security

  by @modu-ai

  AI/LLM defensive security reference: prompt-injection defense, OWASP LLM Top 10 defensive mapping, MCP and agentic tool-call hardening, training-data poisoning detection, model-output validation and guardrails, MITRE ATLAS…

• Hns Moaiadk Best Practices

  by @modu-ai

  moai-adk-go best-practices reference for the 4 harness specialists (cli-template-specialist, quality-specialist, workflow-specialist, hook-ci-specialist). Covers TRUST 5 gates, Go test isolation (t.TempDir, no OTEL env in…

• Hns Moaiadk Patterns

  by @modu-ai

  moai-adk-go domain-patterns reference for the 4 harness specialists (cli-template-specialist, quality-specialist, workflow-specialist, hook-ci-specialist). Covers the CLI/template/config/hook/spec subsystem architecture, key…

• Hns Oss Docs Structure Map

  by @modu-ai

  docs-site structure map for the oss-docs harness structure-curator: exact paths and schemas for hugo.toml, per-locale content/<locale>/_meta.yaml, data/menu/main.yaml (4-locale name maps + icon values), the icon-to-SVG-case…

• Hns Oss Docs I18n Rules

  by @modu-ai

  HARD i18n rules digest for the oss-docs harness specialists working on moai-adk-go README 4-locale set and the docs-site (adk.mo.ai.kr). Covers the canonical-locale chains, the 4-locale same-PR obligation, Mermaid TD-only, the…

• Moai Ref Api Patterns

  by @modu-ai

  REST/GraphQL API design patterns, error handling conventions, and input validation reference for backend development. Agent-extending skill that amplifies backend domain work (spawned via Agent(general-purpose) with backend…

• Moai Ref Jev Question Design

  by @modu-ai

  Question-design reference for the gated TypeSafe System One judgment capability. How to author typed questions that return useful, honest answers: compute the question in code, always admit a no-match answer, keep the supplied…

• Moai Ref Cross Model Audit

  by @modu-ai

  Cross-model audit convergence reference for the plan-auditor and sync-auditor agents. Documents how to invoke the `audit_multi` MCP tool to fan a code review out across the Claude subscription, codex, and GLM (z.ai) backends,…

• Moai Ref Aside Browser

  by @modu-ai

  Safe-use reference for the optional Aside browser agent (the `aside` command-line tool and its MCP server), which works inside the operator's own logged-in browser. Covers when the orchestrator may use it, how its permission…

• Hns Oss Docs Verify

  by @modu-ai

  Mandatory verify recipe for the oss-docs harness — the runnable exit gate every specialist executes before returning: warning-free hugo build, sitemap existence, URL-blacklist grep, Mermaid LR/RL direction grep, 4-locale…

• Moai Lane Watchdog

  by @modu-ai

  One lane stall watchdog iteration: measure lane progress on three channels, classify the stall cause, apply the remedy or resolve the judgment through the decision ladder — instead of waiting on a reply — then record the outcome…

• Moai Jev Skill Suggestion

  by @modu-ai

  Guidance for a display-only skill-suggestion capability: how a caller should suggest a skill to the operator, how the emitted answer is read, and what must never happen (selection, auto-loading, judgment). The capability gate…

• Moai Ref React Patterns

  by @modu-ai

  React/Next.js component design patterns, state management strategies, and project structure reference for frontend development. Agent-extending skill that amplifies frontend domain work (spawned via Agent(general-purpose) with…

• Hns Oss Docs Readme Sync

  by @modu-ai

  README 4-file synchronization procedure for the oss-docs harness: Korean README.ko.md as primary source, en/ja/zh derivation, the shared language-switcher header contract, section-order parity checklist, and the manual…

• Moai Factory Foreman

  by @modu-ai

  One unattended factory foreman iteration: watch the backlog queue, dispatch the next operator-picked card to an isolated worker, collect completion evidence on read (not on claims), and report. This is the body the project's…

• Moai Ref Owasp Checklist

  by @modu-ai

  OWASP Top 10 security checklist, authentication patterns, input validation, and HTTP security headers reference. Agent-extending skill that amplifies backend-implementation and security-audit workflows with production-grade…

• Hns Workflow Ci Loop

  by @modu-ai

  Unified CI watch + auto-fix loop skill. Polls gh pr checks after /moai sync PR creation, classifies required vs auxiliary failures, attempts safe automated patches (max 3 iterations), and escalates semantic failures to the user.…

• Moai Ref Git Workflow

  by @modu-ai

  Git workflow patterns, branch strategies, conventional commits, and PR templates reference for git operations. Agent-extending skill that amplifies manager-git expertise with production-grade git workflow patterns. NOT for: code…

• Moai Domain Database

  by @modu-ai

  Database specialist covering PostgreSQL, MongoDB, Redis, Oracle, and cloud database platforms (Neon, Supabase, Firestore). Use for schema design, query optimization, indexing strategies, data modeling, or cloud database…

• Moai Harness Learner

  by @modu-ai

  Harness learning subsystem coordinator. Produces Tier 4 auto-update proposal payloads consumed by the orchestrator (which surfaces them via AskUserQuestion) and orchestrates Apply/Rollback flows. Triggers when harness learning…

• Verify

  by @modu-ai

  Pre-commit verification entry point. Claude Code 2.1.286+ instructs the model to run a skill named `verify` right before committing (docs-only and tests-only commits exempt); this thin wrapper delegates that call to the MoAI…

• Moai Domain Frontend

  by @modu-ai

  Frontend development specialist covering React 19, Next.js 16, Vue 3.5, and modern UI/UX patterns with component architecture. Use when building web UIs, implementing components, optimizing frontend performance, or integrating…

• Moai Domain Backend

  by @modu-ai

  Backend development specialist covering API design, database integration, microservices architecture, and modern backend patterns. Use when designing APIs, implementing server logic, authentication, or authorization.

• Hns Moaiadk Dev Reference

  by @modu-ai

  moai-adk-go local dev reference — version management/release process (sec 5), shell-script hook development (sec 7), build & dev commands (sec 10). Load only when performing these specific tasks.

• Moai Workflow Ddd

  by @modu-ai

  Domain-Driven Development workflow specialist using ANALYZE-PRESERVE-IMPROVE cycle for behavior-preserving code transformation. Use when refactoring legacy code or reducing technical debt safely.

• Moai Harness

  by @modu-ai

  Manage harness learning subsystem (status/apply/rollback/disable) OR create a harness via natural-language analysis (Context-First Discovery + name derivation + approval gate)

• Moai E2e

  by @modu-ai

  Create and run E2E tests across web, mobile, and desktop with auto-detection and CLI-first toolchains

• Moai Gtd

  by @modu-ai

  Canonical GTD entry point for capture, clarification, organization, review, and engagement

• Moai Project

  by @modu-ai

  Generate project documentation (product.md, structure.md, tech.md, codemaps/)

• Moai Goal

  by @modu-ai

  Manage condition goals or create and operate an approved autonomous mission

• Moai Plan

  by @modu-ai

  Create SPEC document with EARS format requirements and acceptance criteria

• Moai Feedback

  by @modu-ai

  Collect feedback and create GitHub issue (bug report, feature request)

• Moai Gate

  by @modu-ai

  Run lint+format+type-check+test in parallel (pre-commit quality gate)

• Moai Todo

  by @modu-ai

  Compatibility alias for the canonical GTD task-management entry point

• Moai Loop

  by @modu-ai

  Iteratively fix issues until all resolved or max iterations reached

• Moai Codemaps

  by @modu-ai

  Scan codebase and generate architecture documentation in codemaps/

• Moai Fix

  by @modu-ai

  Auto-detect and fix LSP errors, linting issues, and type errors

• Moai Mx

  by @modu-ai

  Scan codebase and add @MX code-level annotations for AI context

• Moai Sync

  by @modu-ai

  Synchronize documentation, codemaps, and create pull request

• Moai Clean

  by @modu-ai

  Identify and safely remove dead code with test verification

• Moai Review

  by @modu-ai

  Code review with security and @MX tag compliance check

• Moai Run

  by @modu-ai

  Implement SPEC requirements using DDD/TDD methodology

• Competitor Analysis

  by @firecrawl

  Compare two or more companies, products, or platforms across pricing, features, positioning, and docs. Use this skill whenever the user says "compare X vs Y", "how does X stack up against Y", "alternatives to X", "competitive…

• Sw Chinese Opera Qupai Cases

  by @jtydhr88

  Worked qupai-system (曲牌体) opera scripts, act by act. Guan Hanqing's three surviving zaju (窦娥冤／救风尘／金线池 — twelve acts, 126 tunes, one mode and one rhyme per act, sung/spoken ratios); Tang Xianzu's 牡丹亭 (55 scenes, ~420 tunes, 集唐…

• Web Search

  by @axoviq-ai

  Search the web and ingest results as wiki pages

• Sw Workflow

  by @jtydhr88

  Project orchestrator for the screenwriting skill set (剧本项目主线调度 / 状态存档 / story bible) — a meta-skill that adds no new craft knowledge but routes a screenplay or stage-play project through stages (premise → structure → character →…

• Chekhov Dramaturgy

  by @jtydhr88

  Writing plays and screenplays in the Chekhovian mode (契诃夫戏剧法) — distilled from the complete plays (没有父亲的人/普拉东诺夫, 伊凡诺夫, 林妖→万尼亚舅舅, 海鸥, 三姊妹, 樱桃园, nine one-acts) plus Chekhov's own letters, Stanislavsky's and Nemirovich-Danchenko's…

• Sw Format Adaptation

  by @jtydhr88

  Screenplay format, page craft, the writing process and adaptation (剧本格式/写作流程/改编) — merged from Wendy Henson (spec format rules), Richard Walter (page craft, revision), Neill Hicks (selling vs shooting script, draft chain), Syd…

• Sw American Case Studies

  by @jtydhr88

  Case studies of American screenwriting (美国电影剧作案例) — Mei Feng's readings of the Hollywood Western (value pairs, four oppositions), screwball comedy (strong heroine, buddy vs adversary two-hander), Billy Wilder (disguise, Lubitsch…

• Sw Industry Business

  by @jtydhr88

  The screenwriting business and career (编剧行业与生意经) — merged from Diamond & Weissman's Bulletproof (buyer's-eye workflow, three Cs, one-page nine-step, set pieces, submission, notes, resilience), Eric Bork's The Idea (PROBLEM…

• Sw Writers Room

  by @jtydhr88

  How episodic television actually gets made by a group (编剧室与制作现实) — merged from Goldberg & Rabkin (pitch as audition, leave-behind, cracking the story, beat sheet, notes discipline, production rewrites), Pamela Douglas (John…

• Sw Series Structure

  by @jtydhr88

  Episode and season structure for TV series (剧集单集与季的结构) — teasers and cold opens, broadcast four/five/six-act grids with page anchors, three tests for finding the invisible acts in streaming scripts, act-out and cliffhanger…

• Succession Series Writing

  by @jtydhr88

  Writing a Succession-style ensemble series (继承之战群像剧写法) — distilled from Jesse Armstrong's complete shooting scripts for all four seasons, 39 episodes (Faber 2023), with his introductions and footnotes, plus Frank Rich's and Lucy…

• Sw Sitcom Comedy

  by @jtydhr88

  Half-hour television comedy craft (半小时情景喜剧/笑点力学/困境机器/多机位单机位格式) — merged from Evan S. Smith's Writing Television Sitcoms (premise-driven comedy in three levels, nine predicaments, six character mixes, setup/punchline mechanics,…

• Sw Truby Anatomy

  by @jtydhr88

  Organic story anatomy from John Truby's The Anatomy of Story (有机结构/设计原则/22步骤/道德议题/四角对立/幽灵/场景编排) — the designing principle (story process plus original execution), the seven key steps as the organic spine, all twenty-two steps…

• Sw Scene Craft

  by @jtydhr88

  Scene and sequence craft (场景/段落/细节/道具/悬念/情趣) — merged from Robert McKee's scene design and five-step scene analysis (value turn, beats, text/subtext, turning points, pacing, image systems), McKee's Dialogue scene types…

• Sw Character Conflict

  by @jtydhr88

  Character creation, protagonist/antagonist design and dramatic conflict for scripts (人物/对手/冲突) — merged from Lajos Egri (three-dimensional character, orchestration, unity of opposites, pivotal character, rising vs static vs…

• Ozu Screenplay Style

  by @jtydhr88

  Writing screenplays in the style of Ozu Yasujiro and Noda Kogo (小津安二郎・野田高梧) — distilled from six complete screenplays (晚春 Late Spring, 麦秋 Early Summer, 东京物语 Tokyo Story, 浮草 Floating Weeds, 秋日和 Late Autumn, 秋刀鱼之味 An Autumn…

• Sw Story Structure

  by @jtydhr88

  Story structure for screenplays and stage plays (故事结构) — merged from Syd Field's paradigm and plot points, Blake Snyder's Save the Cat beat sheet and board, Robert McKee's Story (event/scene/sequence/act, inciting incident,…

• Sw Premise Theme

  by @jtydhr88

  Premise, theme, controlling idea, subject selection and logline for scripts (前提/主题/立意/选材/戏核) — merged from Lajos Egri's premise-as-tyrant and dialectic, Robert McKee's controlling idea (value + cause) and idea/counter-idea,…

• Telegram

  by @laude-institute

  Send and receive messages via the Telegram Bot API using curl

• Solomd

  by @zhitongblog

  Read, search, edit, and version-control any folder of Markdown notes via the SoloMD MCP server. 13 tools including AutoGit per-note history, semantic search, and write-with-sandbox via an accept/reject branch. Includes 11…

• Store Submit

  by @zhitongblog

  Publish a SoloMD release to the stores that have no usable submission API — Google Play Console and Microsoft Partner Center — by driving them through the local Unzoo Browser REST API. Covers upload, release notes, track and…

• Competitor Feedback

  by @zhitongblog

  Scan competing markdown editors' user feedback (GitHub issues/discussions/releases + closed-source forums) and synthesize themes cross-referenced against SoloMD's own gaps and roadmap. Surfaces unmet demand SoloMD could win on,…

• Retrieval

  by @sipyourdrink-ltd

  Retrieval - vector DBs, embeddings, hybrid search, reranking.

• Ml Engineer

  by @sipyourdrink-ltd

  ML - training, inference, embeddings, evaluation.

• Prompt Engineer

  by @sipyourdrink-ltd

  LLM prompts - design, evaluate, tune instructions.

• Skill Release Gate

  by @fancyboi999

  在发布前评估 Agent Skill bundle 的结构完整性、触发质量、产物改进、脚本正确性、安全性、已安装目录树完整性和目标宿主可移植性。

• Skill Safety Reviewer

  by @fancyboi999

  在不执行的前提下，依据显式沙箱策略审查 skill 请求的文件系统、命令、网络、secret 或破坏性操作。

• Skill Invocation Router

  by @fancyboi999

  为 Agent Skill 目录设计并测试显式人工、隐式模型或 agent、程序化应用、有界 skill 组合和 harness 激活策略。

• Skill Catalog Builder

  by @fancyboi999

  在明确的发现 scope 中构建受限的 Agent Skill 目录，并在加载指令正文前报告冲突。

• Migration Review

  by @fancyboi999

  当（when）变更新增或修改 migrations/ 下的路径时，审查 database migration 文件。合并前使用此 migration Skill 收集正向、回滚、锁定和数据安全证据。

• Find Your Level

  by @fancyboi999

  交互式测验，将你的 AI/ML 知识映射到 523 节课、20 个阶段的 AI Engineering from Scratch 课程起点。 触发短语：“我应该从哪里开始”、“帮我定位水平”、“我懂什么”、“哪个阶段”、 “评估我的知识”、“分级测试”、“跳过前面内容”，或 "where should I start", "find my level", "what do I know", "which phase", "assess my…

• Claude Certification

  by @fancyboi999

  AI Engineering from Scratch 中四条独立 Claude 认证路线的 AI 原生导师与入门流程。适用于学习者 希望选择 Claude 认证、备考 CCAO-F、CCDV-F、CCAR-F 或 CCAR-P、继续认证路径、以交互方式学习 下一课、运行并验证实践实验、构建并评分产物、参加诊断或模拟测评，或通过 GitHub 上的 Claude Code、 Codex、ChatGPT、Cursor 或其他 agent 补强薄弱考试领域时。

• Mcpa Certification

  by @fancyboi999

  AI Engineering from Scratch 中文版中的 MCPA（Model Context Protocol Associate）AI 原生导师与入门流程。学习者需要备考 MCPA、继续认证路线、 交互式学习下一课、运行并验证实践实验、参加诊断或全真模拟、根据薄弱领域 补弱时使用。适用于 Claude Code、Codex、ChatGPT、Cursor 或其他 agent。

• Course Guide

  by @fancyboi999

  AI Engineering from Scratch 课程的主题路由器。给它一个主题、问题或正在处理的 bug， 它会指出精确教授它的课程，以及下一条正确命令。触发短语： “在哪里学习”、“哪节课涵盖”、“课程导航”、“我卡在”、“接下来该做什么”、 “教我 MCP”、“教我 Agent Skills”、“在哪里准备 Claude certification”，或 "where do I learn", "which lesson covers",…

• Learn Agent Skills

  by @fancyboi999

  AI Engineering from Scratch 中 Agent Skills Engineering 路线的专注交互 tutor。 学习者想创建、发现、调用、保护、评估、打包或迁移 Agent Skills 时，开始或续学此路线。 每次调用教学一课，并将证据记录在 AGENT-SKILLS-LEARNING.md。 Start or resume this route when a learner wants to create,…