AI Ml AI Skills

Write an existing plan's code, phase by phase, until every acceptance criterion holds. Use when a plan exists and needs implementing. Do NOT use to write a plan, review a diff.

Service boundaries, communication patterns, event sourcing, CQRS, and distributed tracing

分析故事题材类型，提炼创意元素与故事特色。适用于识别题材定位、提炼创意、分析市场受众

Bring an application window to the foreground

Manage local Airflow environment with Astro CLI (Docker and standalone modes). Use when the user wants to start, stop, or restart Airflow, view logs, query the Airflow API, troubleshoot, or fix…

CPU-only motion data processing pipeline for game animation: BVH import, contact detection, root decomposition, motion blending, FABRIK IK. No GPU required.

Crafts product narratives using Andy Raskin's strategic narrative structure and Nancy Duarte's presentation frameworks. Use when writing pitches, creating presentations, framing features as stories,…

Schema migration strategies for evolving applications including adding new fields, backfilling data, removing deprecated fields, index migrations, and zero-downtime migration patterns

Use when reverse-engineering a binary or firmware — static triage + decompilation (Ghidra/IDA/Binary Ninja), dynamic instrumentation (GDB/Frida 17/angr), anti-reversing & packer bypass, OLLVM/VM…

Detect domain from context and find appropriate team member

Intent-classified router, the front door to OrchestKit and the DEFAULT entry point for any goal-shaped request. Classifies a plain-English goal and routes it to the right specialist skill. Routing is…

Generates full consulting proposals from a brief. Input client name, problem description, and rough scope. Outputs proposal.md with executive summary, problem statement, proposed approach, timeline,…

HTML PPT Studio — author professional static HTML presentations in many styles, layouts, and animations, all driven by templates. Use when the user asks for a presentation, PPT, slides, keynote, deck,…

Reverse engineer and decrypt Nuitka-compiled Python applications. Extracts encryption keys from PE binaries (.pyd), analyzes binary constants, and bulk-decrypts XOR+Base64 encrypted source files. Use…

Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match what…

Plan a staged position — entry ladder, share-count floor/ceiling, and the trim/re-add cycle that lowers average cost — with lot accounting, wash-sale checks, total-return honesty, and a thesis-break…

Design and document a ai transcription workflow with structured process, quality checks, and system integration

用于【AI科幻】题材下的章节创作 SOP 编排。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，并明确要求优先强制加载并使用 `通用-章节创作闭环`，同时锁定题材写作链、程序数据痕迹续性、数字压迫感与批量回炉护栏。

Use when a product needs a booking surface — a pick-a-slot page, a Cal.com/Calendly embed, or real availability plus the confirmed meeting written to Google/Outlook — or when fixing double-booking,…

Implement LDA topic modeling to discover latent topics in document collections. Use this skill when the user needs to extract topics from a text corpus, categorize documents by theme, or explore…

Load Navigator documentation navigator when starting development session, resuming work, or beginning new feature. Use when user mentions starting work, beginning session, resuming after break, or…

表单页面创建与更新；可创建 19 种业务字段、Divider 与 ColumnContainer，更新组件树时保留已有的 Tab、按钮组、图片和状态区；支持联动规则和数据源绑定。

Run a development-focused health check on the AIWG repository structure

Set up hosted SMS numbers, toll-free verification, and RCS messaging. Use when migrating numbers or enabling rich messaging features. This skill provides Ruby SDK examples.

Use when a Polymarket outcome appears to overreact and then stall away from recent filled-price range.

The research-and-sourcing craft — verify the substance of a piece before it publishes: trace stats to primary sources, kill zombie stats, catch AI-hallucinated citations, and attribute properly on…

Build Symfony forms with custom Form Types, validation constraints, HTTP 422 handling, and multi-step flows

Patterns for Retrieval-Augmented Generation (RAG) and agent memory systems. Retrieves only relevant context, prevents context bloat, and maintains coherent state across sessions.

Turn captured user-correction signals into durable rules (learn-from-corrections loop). Use when - /distill-feedback, "process feedback queue", "what corrections did I give you", "encode lessons from…

When the user wants to create or update their product marketing context document. Also use when the user mentions 'product context,' 'marketing context,' 'set up context,' 'positioning,' 'who is my…

Shotgun metagenomics workflow with host-depletion-aware QC, taxonomic profiling, functional profiling, AMR follow-up, and reproducible community output tables.

Wibi Style · 牛马宇宙 把动物、办公室场景、打工情绪和中文标题组合成一张 3:4「牛马宇宙」Y2K 荒诞打工海报；支持全部指定、只指定一部分或一句“随机”直接生成。适用于用户要求牛马宇宙、动物上班海报、荒诞打工人海报、Y2K 中文办公室杂志海报、随机动物办公室场景，或明确调用 $office-animals 时。

Interactive ticket creation wizard with Q&A flow for bugs, features, tasks, and epics

Unofficial read-only Okala: grocery stores that deliver to you, compare prices across stores. Use when the user asks about Okala (okala.com) or wants food or groceries delivered in Iran.

Comprehensive guide for developing Letta agents, including architecture selection, memory design, model selection, and tool configuration. Use when building or troubleshooting Letta agents.

Generate realistic test content for SharePoint lists and document libraries. Inspect the current list or library structure, preview five proposed items, and create the requested number after approval…

Write or fix a Playwright end-to-end test in frontend/e2e — a new journey spec, a seeded fixture, or debugging "the e2e suite passes but the feature is broken" / "make test-e2e fails". Use for any…

按时间轴组织财报季中的重点公司、前后任务、优先级与提醒。适用于财报季批量跟踪、自选股安排、团队研究排期等场景。

Structured LLM outputs with Instructor — Pydantic models as response schemas for OpenAI, Anthropic, and any OpenAI-compatible API.

Use when designing inclusive animations, addressing vestibular disorders and motion sensitivity, or ensuring animation accessibility compliance.

Run security audit — dependency vulnerabilities, secret scanning, OWASP pattern detection, HTTP headers. Use when user wants to harden their project.

Brand identity building blocks: positioning, personality, archetypes, logo systems, color palettes, type pairing, voice, and guidelines documentation. Use when creating a brand, rebranding, or turning…

Builds, reviews, and measures UI motion, including springs, gestures, scroll effects, curve fitting from recordings, and sparse interface sound. Use when asked to "add animation", "match this easing",…

| 诗歌与散文写作专家。精通现代诗、古体诗词、散文、随笔、文学评论等文学创作。 基于中国现代诗歌美学和散文艺术理论，帮助作者提升文学表达力。 当用户提到「写诗」「写散文」「诗歌」「随笔」「文学评论」时触发。

Query the RxNorm drug naming and normalization API. Use whenever the user asks to look up an RxCUI, normalize a drug name, find drug interactions, retrieve brand/trade names, or resolve any clinical…

Biome Rust linter & formatter, ESLint/Prettier migration, and tooling / Linter & formatter Biome Rust, migrasi ESLint/Prettier, dan tooling.

Implements concurrent Go patterns using goroutines and channels, designs and builds microservices with gRPC or REST, optimizes Go application performance with pprof, and enforces idiomatic Go with…

Monitor and coordinate one tmux agent lane, reconstruct worker state from panes and recent Codex logs, classify progress and blockers, and produce concise manager summaries. Use when multiple…

Set up MoonPay as an MCP server for Claude Desktop or Claude Code. Provides all MoonPay CLI tools via the Model Context Protocol.

Build a GA4 measurement plan from a site URL — event taxonomy, parameters, custom dimensions, and key events to mark as conversions

Upgrade an Angular app from CometChat UI Kit v4 → v5 (`@cometchat/chat-uikit-angular` ^4 → ^5). Reads the repo's CometChat usage, applies the breaking-change map (deps, composite components removed,…