AI & ML

devcsde Skill

Use when the user wants to generate text using OATDA's unified LLM API. Supports 10+ providers including OpenAI, Anthropic, Google, Deepseek, Mistral, xAI, Alibaba, MiniMax, ZAI, and Moonshot.

ntaksh42 Bundle

マルチエージェント協調の設計と実行を支援する。複数エージェント/サブエージェントを束ねたい・並列で調査や実装を分担させたい・orchestrator-worker や supervisor 構成を組みたい・既存のマルチエージェント構成をレビューしたい時に使う。「マルチエージェントを組みたい」「サブエージェントで並列処理して」「エージェント協調を設計/実行して」等で発火。単一エージェントのループ設計は harness-design に委ねる。

amo-tech-ai Bundle

Expert prompt engineering for Claude 4 models (Sonnet 4.5). Use when crafting prompts, optimizing AI responses, implementing chain-of-thought, or improving prompt clarity and effectiveness. Specializes in Claude-specific techniques and best practices.

victorhueni Skill

Execute git commit with conventional commit message analysis, intelligent staging, and message generation. Use when user asks to commit changes, create a git commit, or mentions "/commit". Supports: (1) Auto-detecting type and scope from changes, (2) Generating conventional commit messages from diff, (3) Interactive commit with optional type/scope/description overrides, (4) Intelligent file staging for logical grouping

victorhueni Skill

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification

victorhueni Skill

Use this skill when asked to create a pull request (PR). It ensures all PRs follow the repository's established templates and standards.

victorhueni Bundle

Create, review, and update Architecture Decision Records (ADRs) using MADR 4.x conventions and repository ADR patterns. Use when asked to document an architecture/technical decision, compare options with rationale, supersede an older ADR, or improve ADR quality.

victorhueni Bundle

Execute an implementation plan autonomously using the Ralph Loop protocol. Iterates through increments one at a time: implement, test, commit, repeat. Use when asked to 'run the ralph loop', 'execute this plan', or 'start autonomous execution'.

victorhueni Skill

Critically review PRDs and implementation plans to identify gaps, blind spots, contradictions, and delivery risks before coding begins. Use when asked to review product docs, technical specs, implementation plans, migration/deletion plans, acceptance criteria, or rollout strategy; produce ranked findings by severity (critical, major, normal, low) with concrete remediation and exact document updates.

rasmusgodske Bundle

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

devcsde Skill

Use when the user wants to translate foreign-language audio into English text using OATDA's unified audio API. Supports audio translation, Whisper-style translation, and the translate_audio MCP capability.

devcsde Skill

Use when the user wants to transcribe audio to text using OATDA's unified audio API. Supports speech-to-text (STT), meetings, podcasts, voice notes, Whisper-style transcription, and the transcribe_audio MCP capability.

jeongsk Bundle

Guide for creating Claude Code plugins with commands, agents, skills, hooks, and MCP servers. Use when the user wants to create a new plugin, add plugin components (commands, agents, hooks), set up a plugin marketplace, or needs help with plugin.json configuration.

yeachan-heo-oh-my-gemini Skill

Orchestrate parallel tmux workers for a multi-agent team task.

ruvnet Skill

7-section readiness scorecard for a LOCAL repo. Reports repo type + agent topology + MCP risk + test confidence + release readiness + recommended harness plan + scorecard. Exit 0 ready, 1 needs-work, 2 blocked. --json for the 6-field scorecard, --bundle for the ADR-031 schema-1 envelope.

ruvnet Skill

Emit .harness/oia-manifest.json declaring layer alignment with the OIA v0.1 9-layer reference architecture. Self-describes the harness's MCP wiring, witness signing, audit log, identity posture (always 'none' at v0.1). --check verifies an existing manifest, --dry-run prints without writing, --json emits to stdout.

niracler Bundle

Use this skill to audit, review, or validate Claude Code skills (.md files in .claude/commands/). Invoke when user wants to check skill quality, cross-platform compatibility, cross-agent compatibility, prerequisite declarations, or description triggering accuracy. Triggers on: 审查 skill, review skill, 检查 skill 质量, skill 兼容性检查, validate skill, audit skill. This skill delegates structure validation to validate.sh, content quality to skill-creator, and handles compatibility auditing itself. Do NOT use for general code review, reviewing PRs, or reviewing CLAUDE.md.

olaservo Bundle

Analyzes experimental results comparing code-execution vs direct-MCP approaches for any task. Extracts performance metrics, execution logs, and workspace outputs from zip archives to generate detailed comparison reports. Use when you have a results zip file and need to compare code-execution vs direct-MCP performance, cost, and output quality for any task.

kanyun-inc Skill

Teaches AI agents how to use reskill — a Git-based package manager for AI agent skills. Covers CLI commands, install formats, configuration, publishing, and common workflows.

jeremyruppel Bundle

Use when live coding music with SuperCollider via ClaudeCollider MCP server.

raphaelmansuy Bundle

Guide for creating effective Claude Skills for the AgentStack Sovereign Platform. Use this skill when creating new skills, updating existing skills, or learning skill design patterns. Triggers on requests like "create a new skill", "build a skill for X", "skill design", "skill template", or "extend Claude's capabilities".

yu-iskw-skill-inspector Bundle

Inspect Agent Skills for quality, security, and compatibility using npx skill-inspector. Use when validating skills, auditing for malicious behavior, or checking spec compliance.

pluginagentmarketplace Bundle

Quantization, pruning, AutoML, hyperparameter tuning, and performance optimization. Use for improving model performance, reducing size, or automated ML.

pluginagentmarketplace Bundle

Q-learning, DQN, PPO, A3C, policy gradient methods, multi-agent systems, and Gym environments. Use for training agents, game AI, robotics, or decision-making systems.

ruvnet Skill

Scaffold your own focused AI agent harness — pick host (Claude Code, Codex, pi.dev, Hermes), template, agents, skills, and ship a npm-publishable harness with its own npx CLI. Use when a user asks to "create my own agent harness", "scaffold a harness", "make a custom Claude Code plugin like ruflo", or "build a vertical AI assistant for X".

ruvnet Skill

Scaffold a ready-made AI agent harness in one command from the 19 published @metaharness/* example packages — 9 host integrations (Claude Code, Codex, Hermes, pi.dev, OpenClaw, RVM, Copilot, OpenCode, GitHub Actions) + 10 vertical pods (devops, research, trading, support, legal, coding, education, sales, gaming, repo-maintainer).

ruvnet Skill

Evolve this harness with Darwin Mode — frozen model, evolving harness (real, sandboxed, safety-gated).

carrotgamesstudios Skill

Use when connecting to VidSeeds.ai, getting AUTH_REQUIRED or SUBSCRIPTION_REQUIRED from the vidseeds MCP server, or setting up VIDSEEDS_PAT / OAuth for the connector. Not for workflow recipes - use vidseeds-efficiency and domain skills after connect.

carrotgamesstudios Skill

Use for VidSeeds MCP project workflows - create a project from YouTube, list/get/snapshot, regenerate metadata (sync or async), translate metadata, apply thumbnails, and update per-platform config before publish.

carrotgamesstudios Skill

Use before expensive VidSeeds MCP workflows - seeds, daily MCP call quotas, async jobId polling, when to call vidseeds_get_seed_balance, and avoiding retry loops on MCP_QUOTA_EXCEEDED or insufficient seeds.

carrotgamesstudios Skill

Use for VidSeeds MCP publishing - platform connections, OAuth connect URLs, activate YouTube channel, update connection settings, preflight/confirm/cancel publish, publish status, direct YouTube upload, and updating live YouTube metadata.

carrotgamesstudios Skill

Use for VidSeeds MCP thumbnail workflows - generate, poll jobs, edit, restyle, Thumbnail Studio (trends, briefs, subjects, overlay text), apply to a project, publish to YouTube, or thumbnails from a local video file via vidseeds-local.

carrotgamesstudios Skill

Use when the user's video is on disk - VidSeeds MCP probe, frame/clip extraction, ffmpeg recipes, precision trim, and midroll analysis. Hosted tools return commands/recipes to run locally; media stays on the user's machine.

bntvllnt Bundle

Build correct, consistent Agent Skills for any compatible agent product. Use when creating, updating, renaming, deleting, or validating a skill, or when improving skill descriptions, structure, safety rules, progressive disclosure, or trigger reliability.

surendranb Skill

What this MCP **cannot** do via the GA4 Data API, and where to go instead. Attempting these will either fail or produce meaningless aggregate data.

galaxyproject Bundle

Use when authoring a Galaxy User-Defined Tool (UDT) -- a `class: GalaxyUserTool` YAML definition that wraps a container and command into a tool a non-admin user creates and runs (e.g. via Galaxy MCP create_user_tool / run_user_tool, or POST /api/unprivileged_tools). Not for classic XML/ToolShed tool wrappers.