AI Ml AI Skills

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…

Implement multi-layer LLM caching with exact match, semantic similarity, and provider-side prompt caching. Reduce API costs by 30–70%, cut latency, and improve throughput using Redis, GPTCache, and…

CloudBase Run backend development rules (Function mode/Container mode). Use this skill when deploying backend services that require long connections, multi-language support, custom environments, AI…

Plan and execute entire application builds. Generates phased delivery roadmaps, then executes them autonomously — phase by phase, committing at milestones, deploying, testing, and continuing until…

Actionable feedback on the quality, usage, and effectiveness of Power BI reports. Automatically invoke when the user asks to "review a report", "audit a report", "report usage analysis", "report…

Cross-platform PPC strategy planner for ecommerce businesses. Analyzes your product and margins, recommends the right advertising platforms (Google Ads, Meta Ads, TikTok Ads), calculates ROAS targets,…

Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs.

极客公园（GeekPark，国内AI+科技领域头部媒体）的AI科技自媒体创作思维——Why追问+历史纵深+创业者伙伴视角+深度对谈。 触发词：「极客公园视角」「像极客公园那样写」「Why not」「非共识」「创新者社区」「创业者对谈」「Founder Park」。 擅长：AI创业者深度对谈、科技趋势深度特稿、创始人Why追问叙事、商业深度报道、 年度创新趋势报告（IF大会/AGI…

Audit HTTP security headers for any URL and receive a grade (A+ to F) with specific recommendations for missing headers

프로젝트의 모든 verify 스킬을 실행하여 통합 패턴 검증 보고서를 생성합니다. 기능 구현 후, PR 전, 코드 리뷰 시 사용.

Expert knowledge for Azure Attestation development including troubleshooting, best practices, security, configuration, and deployment. Use when validating attestation tokens, authoring policies,…

Build, enhance, or revive GitHub repos - ship one feature PR per watched repo (watched), make the best single enhancement on one external repo (external), or revive the top dormant repo (dormant).

Create and edit materials and material instances — graph nodes, parameters, functions, custom HLSL, and instance overrides (MaterialService + MaterialNodeService). Use when the user asks to create or…

Multiplex SkillSpec post-install setup: inspect skill/repo shape with doctor, map multi-skill and plugin-shaped repositories before fanout import, assess a skill or plugin's security boundary — what…

Use when hitting layout errors (RenderFlex overflow, unbounded constraints, RenderBox not laid out), scroll errors, or setState-during-build errors.

Step-by-step workflow for converting bloated command files to lean declarative definitions

Report how many problems the two brains found: mutual review (the other model checks the work, from the peer-review records) and self-check (an agent finds its own error in its own conversation,…

Use when defining a proposal's objective hierarchy, research content, work packages, and key scientific or technical problems.

Use when the user wants to push past conventional workflow limits with advanced performance techniques like parallel orchestration, streaming pipelines, or adaptive routing.

Create or review an AGENTS.md file so coding agents get stable repo-local instructions: environment setup, testing, style, security boundaries, PR policy, and handoff rules. Use when a repo lacks…

Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.

网文写作工具集基础设施部署。将 hooks/rules/agents/CLAUDE.md 等基础设施部署到用户项目目录。 触发方式：/story-setup、「准备写书」「帮我搭一下环境」「配置写作项目」

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

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",…

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…

Scans lyrics for phrases that may match existing songs using web search and LLM knowledge. Use before release to check for unintentional borrowing.

Implement a production SageMaker endpoint with autoscaling, CloudWatch alarms, and tags. Use after the serving image and IAM role are known; use the deployment planner first when architecture is…

Read-only comprehensive analysis of the branch against the remote default branch for large features - derives conventions per layer, hunts for correctness defects in the new code paths, and writes a…

Turn a request, ticket, or file into a phased implementation plan. Use to plan a feature before building, or to turn a ticket into phases. Do NOT use to write code or review a diff.

RabbitMQ, Kafka, SQS, pub/sub, competing consumers, dead letter queues, and event streaming

基于故事文本提炼主要情节与要点，生成完整故事梗概。适用于快速了解故事内容、剧本改编、项目推介

Locate UI elements using natural language

Source-cited draft: vat / gst for Afghanistan (tax year 2025) — rates, thresholds and rules with primary-source citations. Unverified; pending local-accountant review.

Manage Astronomer production deployments with Astro CLI. Use when the user wants to authenticate, switch workspaces, create/update/delete deployments, or deploy code to production.

Integrates the SAP Cloud SDK for AI for Python (sap-ai-sdk-gen, formerly generative-ai-hub-sdk) into Python applications. Use when building Python apps with SAP AI Core, Generative AI Hub, or the…

Cross-engine decision rubric for self-hosting or recommending an LLM serving stack. Picks among vLLM, SGLang, TensorRT-LLM, TGI, llama.cpp, Ollama, and MLX as a function of (hardware × workload ×…

Game development: design, asset pipelines, Phaser, vanilla JS frontend, GM mode, match booking.

Shifts thinking from tactical to strategic using Anneka Gupta's frameworks for becoming more strategic. Use when escaping feature factory, moving from output to outcomes, or communicating strategic…

External API integration and webhook handling including HTTP endpoint routing, request/response handling, authentication, CORS configuration, and webhook signature validation

Document UI component states (current vs expected) with transitions

专业的微信公众号文章创作助手。当用户提供网站链接、文本素材或图像，需要创作微信公众号文章时使用。支持通过搜索工具丰富内容、优化标题、调整语气为官方文案风格，帮助创作高质量的公众号推文。适用于企业宣传、品牌推广、资讯报道等官方内容创作场景。

Generates a comprehensive client health overview across all accounts. Reads CRM data, support tickets, usage metrics, billing, and engagement logs. Calculates health scores, trend direction, and RAG…

Use when rendering high-school solid-geometry problem data into an interactive 3D standalone HTML artifact with known-condition highlights, step-by-step constructions, faces, polygons, line-plane…

Run authorized network reconnaissance with Nmap on Windows (or Linux). Host discovery, port/service/version scanning, OS detection, and safe NSE scripts, parsed into a severity-ranked defensive…

Ask which skill or flow fits your situation. A router over the skills in this repo.

Review and analyze investment portfolio performance and allocation

Design and document a ai training program with structured process, quality checks, and system integration

Extract subtitles or a transcript from a YouTube URL and save normalized timestamped text locally. Use when the user wants the spoken content of a YouTube video as text.

用于【AI科幻】题材下的章节控制卡生成。作为题材包装层、兼容入口与路由层，负责保留AI科幻入口名、补充主线推进、数据痕迹场、系统阻力与危险升级口径，并明确要求优先强制加载并使用 `通用-生成章节控制卡`。关键词：AI科幻控制卡、主线推进、数据痕迹场、中段回报、危险升级。

Use when a metric (revenue, MRR, margin) needs defining once in a governed semantic layer so every dashboard, report and agent returns the same number, or when an LLM must answer data questions in…

Create Standard Operating Procedures after solving novel issues, establishing patterns, or documenting workflows. Use when user says "document this solution", "save this for next time", "create SOP".