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After Effects automation through Model Context Protocol. Use when users request creating, modifying, or animating content in Adobe After Effects, including compositions, layers, keyframes, effects, expressions, text animations, lower thirds, title cards, logo reveals, or any motion graphics tasks. Trigger on phrases like "create in After Effects", "animate this", "make a motion graphic", "add keyframes", "apply effects", or when users mention AE-specific concepts like compositions, precomps, expressions, or time remapping.
Interview the user relentlessly about a plan, document, content piece, or design until reaching shared understanding and resolving each branch of the decision tree. Use when the user wants to stress-test a plan, get grilled on their design, or says “挑战/拷打这个方案、文档、内容、设计” or “grill me”.
当用户明确要求"写/改研究内容""研究内容+创新+年度计划编排"时使用。为 NSFC 正文"(二)研究内容"写作/重构,并同步编排"特色与创新"和"三年年度研究计划",输出可直接落到 LaTeX 模板的三个 extraTex 文件。
Read and send email via IMAP/SMTP. Check for new/unread messages, fetch content, search mailboxes, mark as read/unread, and send emails with attachments. Works with any IMAP/SMTP server including Gmail, Outlook, 163.com, vip.163.com, 126.com, vip.126.com, 188.com, and vip.188.com.
Write robust, portable shell scripts. Use when parsing arguments, handling errors properly, writing POSIX-compatible scripts, managing temp files, running commands in parallel, managing background processes, or adding --help to scripts.
The HyperFrames composition contract — build one renderable project. Use for composition structure, the `data-*` timing attributes, `class="clip"`, tracks, sub-compositions, variables, framework-owned media playback, deterministic-render rules, and validation. Read before writing composition HTML.
Use when formalizing or maintaining software requirements and their verification tests as governed JSON (an SRS, a VTP, and a project index) in the repo's docs/specpad/ folder — the structured, editor-backed replacement for markdown specs. Triggers on "write a spec", "formalize requirements", "create requirements", "add a requirement", "write tests for", "set up specpad", "check traceability".
Expert in writing OpenAPI 3.0/3.1 specifications for REST APIs. Specializes in schema design, documentation best practices, API-first development, and tooling integration. Generates comprehensive API documentation that serves as both documentation and contract.
Generate or remediate documentation with human-quality writing and style adherence. Use when creating new documentation, rewriting AI-generated content, or applying style profiles. Do not use for slop detection only (use slop-detector) or learning styles (use style-learner).
Use when implementing any feature or bugfix, before writing implementation code
Polish, translate, or tighten existing academic prose while preserving facts, terminology, and evidence boundaries. Use for 论文润色、学术翻译、正文精简, or manuscript LaTeX layout fixes. Use nature-writing when the main task is drafting new sections or rebuilding the manuscript argument.
Apply brand colors and typography to artifacts. Use when brand colors, style guidelines, visual formatting, or company design standards apply. Ensures consistency across branded content.
A conversational creative thought partner that reveals hidden brilliance in your ideas through critical observations and paradox hunting. Use when someone wants to explore ideas, discover breakthrough insights, crystallize unnamed concepts, or develop original frameworks for writing, content creation, product development, or any creative endeavor.
Rewrites text to match Josue's blog writing voice — conversational, rigorous, teaching-by-discovery. Use when the user wants to transform draft text into their natural writing style.
Browser-automated file download with enhanced features. Auto-detects platform (Windows/macOS/Linux, 64/32-bit, ARM/Intel), handles multi-step navigation (homepage to platform-specific pages), captures auto-downloads triggered on page load, and falls back to button clicking when needed. Ideal for complex download flows where curl/wget fail due to client-side rendering, automatic downloads, or multi-page navigation. Features page scrolling for lazy content, extended wait times, and Golang support.
Fetches web content with intelligent content extraction, converting HTML to clean markdown. Use for documentation, articles, and reference pages http/https URLs.
UI design system toolkit covering design tokens, component documentation, responsive calculations, and developer handoff. Use for creating design systems, maintaining visual consistency, or facilitating design-dev handoff.
Use when building high-performance async Python APIs with FastAPI and Pydantic V2. Invoke for async SQLAlchemy, JWT authentication, WebSockets, OpenAPI documentation.
OpenAPI/Swagger specification, code generation, documentation, and validation.
Query, design, migrate, and optimize SQL databases. Use when working with SQLite, PostgreSQL, or MySQL — schema design, writing queries, creating migrations, indexing, backup/restore, and debugging slow queries. No ORMs required.
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