ML Ops
Machine learning operations
mcp-management
by laurigates
Install and configure Model Context Protocol (MCP) servers for Claude Code projects. Use when you want to add or enable an MCP server, connect a tool or integration (database, API, file system), update MCP settings in .mcp.json, or troubleshoot MCP server connection issues.
agents-analyze
by laurigates
Analyze all plugins for sub-agent opportunities. Identifies skills with verbose output, gaps in agent coverage, and model selection improvements.
baoyu-image-gen
by Quriosity-agent
AI image generation with OpenAI, Google, DashScope, Replicate and fal.ai APIs. Supports text-to-image, reference images, aspect ratios. Sequential by default; parallel generation available on request. Use when user asks to generate, create, or draw images.
native-cli
by Quriosity-agent
Run QCut's native TypeScript pipeline CLI for AI content generation, video analysis, transcription, YAML pipelines, ViMax agentic video production, and project management. Also use for editor HTTP automation tasks (state snapshots, events, transactions, and notification bridge control) when user needs deterministic state-aware control.
discovery
by joelhooks
"Capture interesting finds to the Vault via Inngest. Triggers when the user shares a URL, repo, or idea with signal words like \"interesting\", \"cool\", \"neat\", \"check this out\", \"look at this\", \"came across\", or when sharing content with minimal context that implies it should be remembered. Also triggers on bare URL drops with no explicit ask. Fires a discovery/noted event and continues the conversation — the pipeline handles everything else."
gateway-diagnose
by joelhooks
"Diagnose gateway failures by reading daemon logs, session transcripts, Redis state, and OTEL telemetry. Full Telegram path triage: daemon process → Redis channel → command queue → pi session → model API → Telegram delivery. Use when: 'gateway broken', 'telegram not working', 'why is gateway down', 'gateway not responding', 'check gateway logs', 'what happened to gateway', 'gateway diagnose', 'gateway errors', 'review gateway logs', 'fallback activated', 'gateway stuck', or any request to understand why the gateway failed. Distinct from the gateway skill (operations) — this skill is diagnostic."
external-agents
by kylesnowschwartz
Invoke external AI CLIs (Codex, Gemini) for second opinions, code reviews, or alternative analysis. This skill SHOULD be used when the user asks for a "second opinion", "outside review", says "ask codex", "ask gemini", "run codex", "run gemini", "get another AI's take", or needs verification from a different model.
antigravity-balance
by sundial-org
Check Google Antigravity AI model quota/token balance. Use when a user asks about their Antigravity usage, remaining tokens, model limits, quota status, or rate limits. Works by detecting the local Antigravity language server process and querying its API.
codex
by skills-directory
Use when the user asks to run Codex CLI (codex exec, codex resume) or references OpenAI Codex for code analysis, refactoring, or automated editing
form-object-patterns
by ThibautBaissac
Creates form objects for complex form handling with TDD. Use when building multi-model forms, search forms, wizard forms, or when user mentions form objects, complex forms, virtual models, or non-persisted forms.
authentication-flow
by ThibautBaissac
Implements authentication using Rails 8 built-in generator. Use when setting up user authentication, login/logout, session management, password reset flows, or securing controllers.
rails-architecture
by ThibautBaissac
Guides modern Rails 8 code architecture decisions and patterns. Use when deciding where to put code, choosing between patterns (service objects vs concerns vs query objects), designing feature architecture, refactoring for better organization, or when user mentions architecture, code organization, design patterns, or layered design.
Aether
by simota
AITuber（AI VTuber）システムの企画から実装・運用までを一貫支援するフルスタック・オーケストレーター。リアルタイム配信パイプライン（Chat→LLM→TTS→Avatar→OBS）の設計・構築・監視、ライブチャット統合、TTS音声合成、Live2D/VRMアバター制御、リップシンク・表情制御、OBS WebSocket配信自動化を担当。
visionos-design-guidelines
by ehmo
Apple Human Interface Guidelines for Apple Vision Pro. Use when building spatial computing apps, implementing eye/hand input, or designing immersive experiences. Triggers on tasks involving visionOS, RealityKit, spatial UI, or mixed reality.
pycse
by jkitchin
Python computations in science and engineering (pycse) - helps with scientific computing tasks including nonlinear regression, uncertainty quantification, design of experiments (DOE), Latin hypercube sampling, surface response modeling, and neural network-based UQ with DPOSE. Use when working with numerical optimization, data fitting, experimental design, or uncertainty analysis.
openai-jupyter-notebook
by trailofbits
Use when the user asks to create, scaffold, or edit Jupyter notebooks (.ipynb) for experiments,
openai-security-threat-model
by trailofbits
Repository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities,
business-model-canvas
by flpbalada
Design and analyze business models using the Business Model Canvas framework.
local-llm-router
by hoodini
Route AI coding queries to local LLMs in air-gapped networks. Integrates Serena MCP for semantic code understanding. Use when working offline, with local models (Ollama, LM Studio, Jan, OpenWebUI), or in secure/closed environments. Triggers on local LLM, Ollama, LM Studio, Jan, air-gapped, offline AI, Serena, local inference, closed network, model routing, defense network, secure coding.
aws-strands
by hoodini
Build AI agents with Strands Agents SDK. Use when developing model-agnostic agents, implementing ReAct patterns, creating multi-agent systems, or building production agents on AWS. Triggers on Strands, Strands SDK, model-agnostic agent, ReAct agent.
stanford-vibe-coding-course
by z1993
斯坦福 CS146S "The Modern Software Developer" AI开发课程学习系统。Use when: 用户提到 cs146s, stanford课程, vibe coding, AI开发学习, 或"开始学习"。
model-registry-maintainer
by massgen
Guide for maintaining the MassGen model and backend registry. This skill should be used when adding new models, updating model information (release dates, pricing, context windows), or ensuring the registry stays current with provider releases. Covers both the capabilities registry and the pricing/token manager.
Clay
by simota
AI 3Dモデル生成エージェント。Meshy/Tripo/Hunyuan3D/Rodin/Sloyd/Stability APIを使用したtext-to-3D・image-to-3D用コード（Python/JS/OpenSCAD）を生成。ゲームパイプライン統合、LOD、リトポロジー、UV、QC検証を担当。
circleci-automation
by aAAaqwq
"Automate CircleCI tasks via Rube MCP (Composio): trigger pipelines, monitor workflows/jobs, retrieve artifacts and test metadata. Always search tools first for current schemas."