AI Ml AI Skills

Root cause investigation — structured debugging with module freeze. No fixes without investigation. Use when encountering any bug, error, or unexpected behavior.

Design multi-stage CI/CD pipelines with approval gates, security checks, and deployment orchestration. Use when architecting deployment workflows, setting up continuous delivery, or implementing…

Migrate OpenTelemetry Span Events (AddEvent, RecordException, and language equivalents) to the Logs API following the accepted OTEP 4430 migration plan. Use when migrating instrumentation from span…

生成适于 HTML 转 DOCX 的中文待填合同、报价单和授权委托书 HTML。用户要求创建待填业务文档模板、合同填空或可按书签填写的 HTML 时使用。

Query MedlinePlus for consumer-oriented drug and health-topic information. Accepts drug names, RxCUI codes, NDC codes, or ICD-10-CM diagnosis codes. Uses two free, keyless NLM APIs: the Web Service…

API design best practices: REST, GraphQL, gRPC, tRPC, OpenAPI 3.1 / Desain API: praktik terbaik REST, GraphQL, gRPC, tRPC, OpenAPI 3.1.

Use when building Django web applications or REST APIs with Django REST Framework. Invoke when working with settings.py, models.py, manage.py, or any Django project file. Creates Django models with…

Doctrine (kernel §3.8) — when an operation will recur across independent sessions, the unit of work is a durable, tested, cataloged tool, not a throwaway script. Defines what counts as a durable tool,…

A two-phase protocol for extracting structure and generating transcripts from customer artifacts.

Create managed Git worktrees from a verified healthy owner, verify dependency reuse, and report explicit checkout and recovery outcomes.

Analyze CRM pipeline momentum (HubSpot, Pipedrive or Upsales) — deal velocity, stage conversions, win/loss patterns, and stall detection

Upgrade an Android app from the CometChat v5 UI Kit (Java, XML Views) to v6 (Kotlin — XML Views or Jetpack Compose): artifact and package changes, the CometChatThreadedMessagesHeader rename,…

经济金融论文的对抗性review循环。对草稿进行多轮严格评审，检查实证严谨性、方法正确性、理论贡献和写作质量，给出可操作的修改建议。（AI review 不能替代同行评审，草稿必须经研究者核实后投稿。）

Implement GitOps workflows with ArgoCD and Flux for automated, declarative Kubernetes deployments with continuous reconciliation. Use when implementing GitOps practices, automating Kubernetes…

Discover and use the live TrueNAS middleware method surface instead of guessing. Use this whenever a TrueNAS task needs a midclt method that is not in capabilities/truenas.md, whenever the user asks…

Update an existing AI agent on a live LiteLLM proxy. Ask for the agent_id and what to change (model, description, MCP servers), then call PATCH /v1/agents/{agent_id}.

Connects an external service's webhook (Bitbucket / Jira / GitHub / custom) to a workspace's HTTP signal via Friday's `/hook/raw/` tunnel URL. Use ONLY when the user asks how to point an upstream…

Produce or revise an actual playable AI video when the user explicitly requests video generation, an actual video test, or a finished film. Interpret the story, preserve locked directing and…

Coordinates an active production incident by establishing command, reducing blast radius, preserving evidence, communicating verified impact, restoring service, validating recovery, and creating owned…

Business strategy expertise for strategic planning, competitive analysis, market entry, M&A strategy, portfolio management, and strategic decision-making. Use when analyzing competitive positioning,…

Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise…

当配置Kubernetes网络策略时，分析网络流量控制，优化安全隔离策略，解决网络通信问题。验证网络规则，设计微服务安全架构，和最佳实践。

Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing research-agent-skills, and draft new skills (or composition recipes that chain existing ones)…

Camera rigs: Camera2D follow with limits, first-person head, SpringArm3D third-person, top-down, FOV.

Draft a provider-side Data Processing Agreement from the bundled DOCX template after structured intake covering party roles, processing details, security, subprocessors, incidents, audits, deletion,…

Conduct periodic access reviews and certifications. Implement access governance and recertification workflows. Use when managing access compliance.

Перехватчики методов в расширении 1С (CFE). Используй когда нужно перехватить метод заимствованного объекта - код до, после или вместо оригинального - либо свериться с оригиналом после обновления…

Designs release and distribution systems for coding-agent CLIs. Use when modeling packaging, auto-update channels, plugin compatibility, cache migrations, or install footprints.

This skill should be used when managing TV shows in Sonarr. Use when the user asks to "add a TV show", "search Sonarr", "find a series", "add to Sonarr", "remove a show", "check if show exists",…

Use when needing impartial architectural advice, security audit, spec integrity review, or a second opinion — operates outside the chain of command with standing authority to invoke truth checks

This skill should be used for project-level decisions about LLM-powered systems: whether an LLM is the right primitive for the task at hand, the shape of a multi-stage batch or agent pipeline, token…

Validate material sample annotations against ontology constraints — check that class names and property names exist in the ontology, verify domain and range consistency for object property…

Turn market and customer evidence into product questions worth investigating - for a product area or a roadmap under review - without treating competitor features as a roadmap. Establishes what…

Use when writing or formatting an ADR document using the MADR template, applying Definition of Done (E.C.A.D.R.) criteria, or verifying ADR completeness. Triggers on "write the ADR", "format as MADR",…

Engineering privacy and data governance: PII detection, data flow mapping, consent patterns, GDPR/CCPA-compliant implementation, DPIA. Use when privacy-by-design is needed.

Deutsche Texte natürlich, sachlich und leserorientiert schreiben oder überarbeiten. Nutze den Skill für Artikel, E-Mails, Berichte und Social-Media-Texte sowie zum Vermenschlichen vorhandener…

Use this skill when the user asks to "analyze AI errors", "error analysis for our AI feature", "open coding", "axial coding", "analyze model failures", "categorize AI mistakes", "find patterns in bad…

Prepare an existing project for GitHub or public release with scope-appropriate checks for sensitive data, documentation, installation, tests and release artifacts. Separate release blockers from…

Create ServiceNow CIs and cmdb_rel_ci relationships, walk upstream/downstream impact, detect orphan/stale CIs, and align discovered CIs with the proper sys_class_name hierarchy.

Repository guidance for writing, reviewing, and maintaining TypeScript code within the hr-skills monorepo. Covers project conventions, compiler settings, module structure, and development workflows.

Use when building LLM apps in Python with LangChain 1.4.7 — LCEL chains (prompt | model | parser), create_agent with @tool and checkpointer+thread_id memory, RAG (loaders, splitters, PGVector,…

Ensures tasks are actually done, not just attempted. Use before declaring any task complete.

Use when user wants to switch output perspective (视角切换), says "切换角色/视角", "以XX视角", "pace-role", "作为产品经理", "作为运维", "换个角度看", or wants to view project from a different role perspective. NOT for project…

Model Context Protocol (MCP) tools for Capacitor mobile development. Covers Ionic/Capacitor component APIs, plugin documentation, CLI commands, and AI-assisted development via MCP. Use this skill when…

Measure, benchmark, instrument, and debug DORA metrics (Deployment Frequency, Lead Time for Changes, Change Failure Rate, MTTR) for production engineering teams. Covers GitHub Actions instrumentation,…

Plan and configure Azure Kubernetes Service clusters, including SKU, networking, identity, deployment readiness, and operational constraints.

通过 clawEC API 按销量、BSR、价格等多维条件筛选亚马逊商品。在用户需要亚马逊选品分析、商品调研、product research 时使用。

Pre-task intelligence layer — classify complexity, select skill chain, search patterns, assign model tier. Run BEFORE any non-trivial task begins. Turns the system from reactive to proactive.

Help developers use the DevExtreme Chat component (dxChat) in Angular, React, Vue, jQuery, and ASP.NET Core Controls. Use when someone asks about Chat configuration, rendering messages, managing…

Score a candidate on a split with honest, variance-aware evaluation. Use whenever you need a number for a candidate (the algorithm calls it internally; you can also call it directly to inspect). Runs…

Lossless LLM-optimized compression of source documents. Use when the user requests to 'distill documents' or 'create a distillate'.