AI Ml AI Skills

Use when creating a Cubit or Bloc, modeling state with sealed classes or status enums, wiring BlocBuilder/BlocListener/BlocProvider, writing bloc tests, or choosing between Cubit and Bloc.

Manage git branches, commits, rebases, and pull requests following project conventions

Score an LLM's biological-protocol reasoning on the BioProBench benchmark: protocol QA, step ordering, error detection, protocol generation, and LLM-judged error reasoning; or generate the responses.

Review dimensions for acceptance test quality - happy path bias, GWT compliance, business language purity, coverage completeness, walking skeleton user-centricity, priority validation, observable…

Use when a founder needs to prepare a live roadshow or defense (路演、答辩) for a government park, OPC community, incubator admission or startup competition (创业大赛) in China. Produces 3- and 5-minute speech…

Guide for creating persistent Near desktop digital avatars (数字分身) via natural-language interview and the create_avatar tool. Use when the user wants to create an avatar, digital twin, specialist agent…

Run Codex CLI, Claude Code, Kiro CLI, OpenCode, or Pi Coding Agent via background process for programmatic control.

DyCA (Dynamic Clustering Algorithm) method skill. USE WHEN the user explicitly requests DyCA / dynamic clustering adaptive evolution, or wants instance-aware search that clusters problem instances and…

Use when any Maestro command is invoked — provides foundational workflow design principles across prompt engineering, context management, tool orchestration, agent architecture, feedback loops,…

Ultra-compressed communication mode. Cuts token usage ~75% by speaking like caveman while keeping full technical accuracy. Supports intensity levels: lite, full (default), ultra, wenyan-lite,…

网文商业化与平台特化。当用户需要选择发布平台、了解平台风格、设计变现模式、规划签约策略时触发。覆盖起点/番茄/飞卢/晋江/七猫/新媒体文等平台详细对比，以及付费vs免费、IP改编等商业化设计。

Raise frontend visual judgment for web interfaces with a bias toward refined product-grade composition, precise component craftsmanship, disciplined interaction states, controlled motion, and coherent…

Control Unity Editor Play Mode. Use to Play (or Resume, its alias), Stop, Pause, or Step Play Mode, or query Status without side effects, for runtime behavior checks and frame inspection.

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…

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。

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…

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

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

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

Answer what a period or one piece of work consumed in tokens, per day, model, agent, tool, task, ticket, session, repository or person, from the local measurement. Use when the user asks how many…

Teaches an agent graph engineering — both halves. Knowledge graphs (ontology design, entity/relation/event extraction, fusion, GraphRAG/memory serving; distilled and translated from Southeast…

Use when calling the app's AI gateway from agent tools — chat completions, embeddings, listing models, configuring defaults or BYOK, reading token/cost usage

Use when the person reports broken behaviour or starts a session to file a bug. Reproduces and reports. Never fixes.

Unified documentation lookup for Bug Hunter agents. Uses Context Hub (chub) as primary source with Context7 API fallback. Provides verified library/framework documentation to prevent false positives…

Opt-in Nacos Router weather PoC: dynamic capability slot with step retry.

DEPRECATED alias of semantic-contracts-installer. Renamed because the skill's high-value job is installing Semantic Contracts (compositions the LLM cannot guess), not bare anchor lists. Use…

Meta-skill for scaffolding and validating custom PLANNING/ORCHESTRATION skills within the BMAD Planning & Orchestrator plugin. Produces the full skill directory: SKILL.md, scripts, and templates — all…

Use when working with icons in any project. Provides CLI for searching 200+ icon libraries (Iconify) and retrieving SVGs. Commands: `better-icons search <query>` to find icons, `better-icons get <id>`…

Crawl websites and extract content from multiple pages via the Tavily CLI. Use this skill when the user wants to crawl a site, download documentation, extract an entire docs section, bulk-extract…

Monitor AI agent health, detect anomalies, set up alerting, and maintain observability dashboards for production multi-agent systems. Covers liveness checks, performance metrics, drift detection, and…

Build evidence-backed day trips, multi-day itineraries, and efficient stop sequences with Google Maps data through the standalone CLI. Use when the desired output is a practical travel plan, not…

Use Entroly for content-blind agent-history audits, explicit baseline/optimized trials, recoverable command or browser evidence, response contracts, and token-efficiency claim verification.

Diagnose and repair Operator memory load failures.

创作与优化竖屏短剧剧本：宏观建构、分集撰写、节奏台词优化、打脸/悬念创意。 适用于从零写短剧、改剧本、设计大纲与钩子时使用。

创建支持业务判断与进一步分析的小而美的 Dashboard，适用于经营概览、指标监测和专题分析。Powered by VisActor。

Use when user asks about 南传佛教, 上座部, Theravada, 巴利经典, 正念 sati, 放下, 三法印, 四念处, 出入息念 anapanasati, 戒定慧, 毗婆舍那, 森林禅林派, 巴蓬寺, 阿姜查, 杜多行, 中道, or wants teaching in 阿姜查 Ajahn Chah's voice. Triggers include…

Use the Gemini CLI to consult Gemini and delegate coding tasks for prototyping, debugging, and code review. Supports multi-turn sessions via SESSION_ID. Optimized for low-token, file/line-based…

Diagnose recommendation quality, traffic, feature, model, retrieval, ranking, latency, timeout, overload, degradation, or logging regressions using an evidence-first decision tree.

Make AI-powered assertions about screen state

Builder lane of the super-board pipeline — takes a `Ready` GitHub Project card into its own per-issue git worktree, makes the smallest safe change test-first (TDD, `ponytail` simplest-first, official…

Use this skill whenever asked about Alberta provincial individual income tax. Trigger on phrases like "Alberta tax", "Alberta T1", "AB provincial tax", "Alberta flat tax", "Alberta credits", "Alberta…

Use when user asks to 'lint agent configs', 'validate skills', 'check CLAUDE.md', 'validate hooks', 'lint MCP'. Validates agent configuration files against 702 rules across 10+ AI tools.

Train strict project ownership from repo-local docs/ai memory and central LLM Wiki project entities. Use when Codex or Claude Code should initialize a learning question bank, quiz or grade the user,…

Use when you want Claude Code CLI as a second opinion for coding tasks such as design tradeoffs, debugging, or diff review, while keeping Codex as the primary implementer.

Analyze EVM smart contracts for storage-safety vulnerabilities that can cause persistent state updates to be lost, overwritten, misdirected, or to collide across proxy or upgrade boundaries.

Builds Airflow 3.1+ plugins that embed FastAPI apps, custom UI pages, React components, middleware, macros, and operator links directly into the Airflow UI. Use when building anything custom inside…

Build personalized cold outreach sequences for LinkedIn and email. Use when someone needs to reach prospects, warm up cold leads, or build a systematic outreach engine. Covers research, connection…

Guides development with SAP AI Core and SAP AI Launchpad for enterprise AI/ML workloads on SAP BTP. Use when: deploying generative AI models, building orchestration workflows with…

DevOps 工程师 Agent — CI/CD 流水线、容器化与 K8s、基础设施即代码、可观测性

Headless implementation-plan authoring for the Foreman planning stage. Explore the target repo first, then write a deep, decomposition-aware plan that the grill→ADR/PRD→issues pipeline can build on —…

Ask the application user concise structured questions when missing information blocks a safe AI4J agent action.