MLOps
模型部署、评估与运维
rollback
pmco23
Use to undo a completed build. Reads .pipeline/plan.md to identify which files were created or modified by each task group, presents a checklist for confirmation, removes or restores confirmed files, and resets .pipeline/build.complete. Requires .pipeline/build.complete.
seedance-ark-experience
yinfan-ivan
专门针对 Seedance 2.0 模型的提示词优化助手，帮助用户在火山方舟体验中心生成高质量 AI 视频。提供逐步引导式提示词构建、Seedance 2.0 新特性使用指导、火山方舟操作教学。
m14-mental-model
lywa1998
"Use when learning Rust concepts. Keywords: mental model, how to think about ownership, understanding borrow checker, visualizing memory layout, analogy, misconception, explaining ownership, why does Rust, help me understand, confused about, learning Rust, explain like I'm, ELI5, intuition for, coming from Java, coming from Python, 心智模型, 如何理解所有权, 学习 Rust, Rust 入门, 为什么 Rust"
thinking-model-router
tjboudreaux
When unsure which thinking skill fits, map domain and problem type, then return NONE or one primary skill by default (at most three complementary).
Data Models & Schema
tachfineamnay
Complete Prisma schema reference with all models, relations, and business logic.
design
pmco23
Use after /brief to transform a brief into a formal design document. Performs first-principles analysis, classifies constraints, grounds all recommendations in live library docs via Context7 and web search, then iterates until alignment. Writes .pipeline/design.md.
reset
pmco23
Use to reset the pipeline to a specific phase. Removes downstream artifacts while preserving upstream ones. Detects current phase, offers reset targets, confirms before deleting. No gate — always available when a pipeline is active.
cohere-best-practices
RSHVR
Production best practices for Cohere AI APIs. Covers model selection, API configuration, error handling, cost optimization, and architectural patterns for chat, RAG, and agentic applications.
agent-tools
Jackiexiao
"Run 150+ AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok"
torchserve
cuba6112
Model serving engine for PyTorch. Focuses on MAR packaging, custom handlers for preprocessing/inference, and management of multi-GPU worker scaling. (torchserve, mar-file, handler, basehandler, model-archiver, inference-api)
google-genai
yharuto0917
"Comprehensive toolkit for working with Google's Gemini API using the Google GenAI SDK. Use when Claude needs to: (1) Generate, summarize, or analyze text using Gemini models, (2) Process images, audio, or video with multimodal capabilities, (3) Extract structured data using function calling or structured outputs, (4) Implement streaming text generation, (5) Build chat applications with context, or (6) Integrate Gemini API into any project. Includes example scripts, API reference, best practices, and detailed guides for multimodal processing and function calling."
eve-fullstack-app-design
Incept5
Architect a full-stack application on Eve Horizon — manifest-driven services, managed databases, build pipelines, deployment strategies, secrets, and observability. Use when designing a new app, planning a migration, or evaluating your architecture.
3d-cv-labeling-2026
slurpyb
Expert in 3D computer vision labeling tools, workflows, and AI-assisted annotation for LiDAR, point clouds, and sensor fusion. Covers SAM4D/Point-SAM, human-in-the-loop architectures, and vertical-specific training strategies. Activate on '3D labeling', 'point cloud annotation', 'LiDAR labeling', 'SAM 3D', 'SAM4D', 'sensor fusion annotation', '3D bounding box', 'semantic segmentation point cloud'. NOT for 2D image labeling (use clip-aware-embeddings), general ML training (use ml-engineer), video annotation without 3D (use computer-vision-pipeline), or VLM prompt engineering (use prompt-engineer).
captions-overlay
heygen-com
Overlay doctrine for the embedded-captions workflow — the caption MODEL (drop / rail / embed) and the rule that captions are an OVERLAY composited on top of the film, never a reserved bottom band you shift content up to avoid. Load when adding captions/subtitles to a talking-head or launch video, when deciding whether a phrase should be dropped, ride the verbatim rail, or be promoted to a scarce embedded climax, when laying out a composition that will carry captions (do NOT reserve a keep-out band), or when centering a composition on the true frame center under captions. Quotes the rail+embed model from embedded-captions and constraint #13 (captions overlay, keep-out band retired) from the product-launch-video scene agent. Applies ON TOP of embedded-captions.
pydantic
ingpdw
Activated when the user wants to create a data model, validate data, serialize JSON, create Pydantic models, add validators, define settings, or create request/response schemas. Covers Pydantic v2 BaseModel, Field, validators, data validation, JSON schema generation, serialization, deserialization, and settings management.
hytopia-camera
Abstrucked
Helps control camera perspectives in HYTOPIA SDK games. Use when users need first-person/third-person views, camera tracking, zoom effects, or cinematic cameras. Covers PlayerCamera, camera modes, offsets, and FOV.
agoragentic-transaction-assurance-eval
rhein1
Evaluate autonomous agents against deterministic Transaction Assurance and Tumbler marketplace scenarios covering mandates, provider choice, budgets, payments, retries, delivery, outcomes, refunds, and reconciliation. Use to produce public-safe evidence before enabling economic autonomy.
image-video-helper
403name
Image and video processing guide for Node.js and Python. Suggests packages for manipulation, encoding, analysis, and transformation. Use when building media processing pipelines, thumbnails, video editors, or computer vision features.
cohere-langchain
RSHVR
Cohere LangChain integration reference for ChatCohere, CohereEmbeddings, CohereRerank, and CohereRagRetriever. Use for building RAG pipelines, chains, and tool-calling workflows with LangChain.
maciver-hypothesis-testing
copyleftdev
Test software in the style of David MacIver, creator of Hypothesis. Emphasizes sophisticated shrinking, example databases, stateful testing, and practical property-based testing in Python. Use when testing Python code with complex data structures, APIs, or stateful systems.
E-Commerce Subscription Model
nexscope-ai
Built by Nexscope — AI-powered e-commerce tools for sellers worldwide.
FastAPI Production Master Skill & Best Practices
diptu
Benchmark worker counts
langchain-agents
cuba6112
Building LLM agents with LangChain and LangGraph, covering tool-calling model initialization, state management, and observability with LangSmith. Triggers: langchain, langgraph, langsmith, agent-executor, chat-model-tools.
AI Engineer Agent
gajakannan
Opinionated AI‑agent development framework with a reference Insurance CRM implementation.