ML Ops
Machine learning operations
regulatory-affairs-head
by nimeshgurung
Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory guidance, submission management, regulatory pathway analysis, global compliance coordination, and cross-functional team leadership. Use for regulatory strategy development, submission planning, regulatory risk assessment, and team coordination activities.
screenshot
by naohainezha
Take screenshots of the screen using macOS screencapture. Use when users ask to see the screen, debug UI, or capture what's displayed. Resize before returning to avoid blowing up model context.
eve-agentic-app-design
by Incept5
Layer agentic capabilities onto a full-stack Eve app — agents, teams, multi-model inference, memory, events, chat, and coordination. Use when designing an app where agents are primary actors, not afterthoughts.
rollback
by 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
by 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
by 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"
Data Models & Schema
by tachfineamnay
Complete Prisma schema reference with all models, relations, and business logic.
design
by 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.
ai-judge
by reguorier
Local-first multi-model AI jury system with v3.3 fixed persona seats, evidence tracing, and dissent. Query 9 AI seats, score claims with auditable functions, detect bluff risk and echo-chamber consensus, profile cognitive proxy signals, render reasoning trees, and keep final authority with the human.
reset
by 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
by 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
by 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
by 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
by 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
by 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
by 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).
pydantic
by 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
by 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.
cohere-langchain
by RSHVR
Cohere LangChain integration reference for ChatCohere, CohereEmbeddings, CohereRerank, and CohereRagRetriever. Use for building RAG pipelines, chains, and tool-calling workflows with LangChain.
langchain-agents
by 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
by gajakannan
Opinionated AI‑agent development framework with a reference Insurance CRM implementation.
openrouter
by rawwerks
Use this skill when the user wants to call different LLM models through OpenRouter's unified API, compare model responses, track costs and response times, or find the best model for a task. Triggers include requests to test models, benchmark performance, use specific providers (OpenAI, Anthropic, Google, etc.), or optimize for speed/cost.
agent-cost-optimization
by arielperez82
Framework for analyzing agent telemetry data to optimize cost, token usage, and model tier selection. Use when tuning agent configurations, reviewing agent costs, selecting model tiers, or interpreting optimization_insights/cost_by_model/agent_usage_summary pipe outputs.
loom-nodejs
by link-loom
Develop BACKEND Node.js services, APIs, routes, and models for Link Loom. Handles database interactions, business logic, and server-side operations using loom-sdk.