AI Ml AI Skills

公众号审稿｜公众号校对｜敏感词检测｜内容合规 — 公众号发布前合规审查：敏感词扫描、错别字检测、政治合规、平台规范校验，一次性输出修改清单。面向公众号编辑、自媒体作者、合规岗。触发词：「审稿」「审核」「校对」「合规」「敏感词」「错别字」「稿子检查一下」「稿子帮我看看」「稿子写完了」「文章检查一下」「检查下有没有问题」「能不能发」「发布前检查」。需要多环节串联（写+审+排+配图+发）请走…

Use when building AI agents in Dart, implementing Genkit flows or tools, integrating LLMs into Dart or Flutter applications, or using Genkit Dart plugins.

Analyze uncommitted changes in the repository, group them into logical commits, and determine the appropriate version bump

Architectural style selection decision matrices, trade-off analysis, structural enforcement rules, and combination patterns. Load when choosing or evaluating architecture styles.

Use when a one-person company (OPC/一人公司) or early-stage founder in China asks which government policies, subsidies, vouchers, free office space or talent support they can apply for…

Use when a user builds a custom or client project on AgenticX, or asks whether a bug or feature should stay in their repo or become an upstream issue or pull request. 用户说「帮我初始化项目」「这个 bug…

Helps users discover, install, and manage goclaw skills. Use when users ask "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities.…

Island Genetic Algorithm (IslandGA) method skill. USE WHEN the user explicitly requests IslandGA / island genetic algorithm, or wants multiple sub-populations evolving in parallel with periodic…

Capture a session summary — what was done, what decisions were made, and what to do next.

Design or improve module interfaces using deep-module heuristics. Use when deciding where a seam belongs, reducing caller-facing complexity, improving testability or navigability, or comparing module…

网文题材与子类融合引擎。当用户需要选择题材、分析流派、设计混合类型、了解某题材的市场表现与写作模板时触发。覆盖玄幻、仙侠、武侠、都市、言情、历史、军事、科幻、悬疑灵异、游戏电竞、奇幻、轻小说、同人、无限流快穿、末日废土、种田基建、灵气复苏、系统流、重生穿越等全部主流与新兴题材。

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

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…

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.

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

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

Create Cursor rules for persistent AI guidance. Use when the user wants to create a rule, add coding standards, set up project conventions, configure file-specific patterns, create RULE.md files, or…

Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity

Capture work and evolving intent during discussion as one or more GitHub tickets, Grain briefs, or both. Use for ticket or issue creation, follow-ups, backlog capture, delegation, and revisions as…

Codebase reconnaissance agent for Bug Hunter. Maps architecture, identifies trust boundaries, classifies files by risk priority, and detects service boundaries. Does NOT find bugs — finds where bugs…

Produce a daily news brief (AI/security/dev) with links, key takeaways, and action items.

Reflect, Evaluate, Fine-tune, Learn, Evolve, Correct, Transform — nightly automated performance review

Recover the "theory" (Naur 1985) of an existing codebase through recursive question refinement before writing documentation. Use on brownfield projects where the spec is missing — produces a Question…

Owns the installation record and everything done to a project, under src/contexts/framework/ — the manifest aggregate, and the setup/install/restore/uninstall/doctor orchestration built on top of it.…

Generate a PartCAD assembly (an ASSY that composes parts with placement and/or mates) from a description, generating or reusing the component parts and validating the result with the PartCAD CLI. Use…

Turn an agent's quantitative idea into Strategy code with tunable parameters and verifiable behavior.

Solutioning flagship — shards a PRD + architecture into epics.md and individual {epic}.{story}.{slug}.story.md context objects, the LAST planning artifact before external dev handoff. Each story is a…

Retrieves up-to-date documentation, API references, and code examples for any developer technology. Use this skill whenever the user asks about a specific library, framework, SDK, CLI tool, or cloud…

Design robust error recovery, retry logic, and fallback strategies for production AI agents. Covers transient failure handling, circuit breakers, exponential backoff, state recovery, graceful…

Initialize and configure the Operator Project Brain.

结合网络公开信息与作品内容，评估小说/漫画等 IP 的影视改编价值。 适用于版权采购尽调、立项前市场评估；需要热度、作者履历、改编先例、平台表现时使用。 若仅有文本、无法或不需联网，改用 novel-evaluator。

将数据分析转化为图文结合、便于分享的 HTML 数据故事或 Web-PPT。 适用于制作分析报告、业务简报和数据专题，尤其适合图表滚动叙事：随滚动逐步呈现数据与解读， 配合图表标注突出关键数据、变化和结论，帮助受众理解趋势、差异与构成；也支持网页演示。

Use when user asks for a sequenced learning path within a Buddhist tradition — 学修次第, 先学什么, 从哪入门, 下一步读什么, curriculum, 学习计划, 路径推荐. Differs from /compare-masters (parallel opinion) and /master-debate…

Build a grounded recommendation-system study plan, explain a topic for a graduate student or new engineer, and track local progress. Use for learning, revision, interview preparation, and deciding…

How TestDriver learns your app and caches what it discovers for instant, deterministic replays

Run affected app feature checks, inspect evidence, or maintain this project's verifier when source or accepted behavior changes.

Compute Andorra resident personal income tax for calendar 2026, including employment, pensions, direct or objective sole-trader income, rental income, investments and capital gains. Use for fiscal…

Use when the user asks whether a skill exists, wants help finding or installing one, or asks how to extend agent capabilities with a reusable skill. Start with `npx skills find`; if that fails, use a…

Queries the data warehouse with SQL and answers business questions about data. Use when answering anything that needs warehouse data - counts, metrics, trends, aggregations, joins across tables, data…

Remove AI-generated jargon and restore human voice to text. Built from analyzing 1,000+ AI vs human content pieces.

全栈开发 Agent — 前后端一体化开发、API 集成、端到端功能实现

PRD template and authoring rules for Foreman. Synthesizes a PRD from the approved plan and the grilled decisions and writes it as a local file in the Foreman feature directory. Does not interview the…

Maximize information density: preserve all instructions, remove prose filler.

Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently, or costs 10x more tokens than necessar...

Ghost Security - Software Composition Analysis (SCA) scanner. Scans dependency lockfiles for known vulnerabilities, identifies CVEs, and generates findings with severity levels and remediation…

Designs team culture and sets standards of excellence using David Singleton (Stripe) and Dharmesh Shah (HubSpot) frameworks. Use when building teams, setting cultural values, creating rituals, or…

Record a hard-won engineering lesson after a bug or mistake is resolved. Use when a bug resisted ATLAS until Boss's guidance cracked it, or when a long debugging hunt ended in an aha moment worth…

Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or…

Reach for this when YouTube data is needed and Google's Data API is the obstacle: no quota units, no OAuth consent screens, one Bearer key. Covers transcripts (which Google's API does not serve at…

用户用自然语言描述交易风格，自动创建加密货币交易Bot并运行本地回测。支持周期反思进化。可选连接外部平台进行验证和模拟交易。

Build apps with the Claude API or Anthropic SDK. TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`/`claude_agent_sdk`, or user asks to use Claude API, Anthropic SDKs, or Agent SDK. DO NOT…