AI & ML

allanninal Skill

Hugging Face Hub operations - models, datasets, Spaces, training with TRL, evaluation, and CLI operations. Use when working with ML models, datasets, or Hugging Face infrastructure.

sitaggart Skill

Improve agent guidance from evidence. Use for continual-improvement loops that patch skills, AGENTS.md, or CLAUDE.md from recurring corrections and verified session friction across local coding agents.

sitaggart Bundle

Preflight non-trivial tasks against this machine's indexed knowledge base (~12k markdown docs of wikis, specs, decisions, prior plans, and session retros) when prior decisions, product intent, ownership, conventions, expected behavior, or known failures could change the correct solution—even when the prompt does not request history. Skip only mechanical work fully defined by live source. Routes searches to relevant collections and classifies evidence authority; use the installed QMD surface for query mechanics.

sitaggart Bundle

Run a repository's existing cross-provider multi-model review through visible Orca-managed Claude, Codex, and OpenCode terminals. Use when the user asks for orca-multi-review, an Orca-based multi-model review, or wants to watch the repository review agents and progress instead of launching hidden coding CLIs.

sitaggart Bundle

Apply when writing stateful logic, or when code branches a lot or repeats a shape assumption across files. Encode the domain in a structure instead of scattered conditionals.

allanninal Skill

Optimize prompts for LLMs - structure, clarity, and effectiveness. Use when writing system prompts, designing AI features, or improving LLM interactions.

dolsoon Bundle

Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestion patterns, TRUST 5 quality gates, TAG chain integrity, commit message standards. 사용: 워크플로우 규칙 검증, 품질 게이트 확인, MoAI-ADK 표준 준수, 아키텍처 규칙 검증.

carlvellotti Skill

Web research using Tavily and Firecrawl. Searches the web, reads pages, crawls sites, and synthesizes findings. Use when: (1) user says "web research", "research this", "look into", "find out about", "what's the latest on", "/web-research", (2) user needs information from the web to inform a decision, strategy, or content, (3) user provides a URL and wants it read/analyzed, (4) user wants competitive intel, market research, or topic deep-dives. NOT for: X/Twitter research, Reddit research, scraping for data pipelines, or browser automation unrelated to research.

sitaggart Bundle

Use when a code change needs a higher-confidence review in RepoPrompt, especially before merge or after substantial, subtle, or high-risk changes. Produces one evidence-checked CE report from independent model reviews.

sitaggart Bundle

Configure Benny and prepare its triage and repro automations. Use when installing Benny or changing its Slack, tracker, repository, routing, control, model, or budget settings.

geeks-accelerator Skill

Attraction for AI agents — discover what drives attraction, attraction through personality compatibility, and attraction signals in agent matching. Attraction scoring, attraction chemistry, and understanding attraction on inbed.ai. 吸引力、魅力。Atracción, química de atracción.

mattwoodco Skill

Config-driven MCP (Model Context Protocol) server integration. Add external tool servers (GitHub, Brave Search, databases, etc.) by editing one config file — tools are auto-discovered, prefixed, and merged into the chat. Use this skill when the user says "add MCP", "connect MCP servers", "add external tools", or "setup ai-mcp".

mattwoodco Skill

Durable AI agent infrastructure — sets up Workflow DevKit with resilient workflows, streaming, and an extensible DurableAgent chat endpoint. Use this skill when the user says "add workflow", "setup workflow", "add durable agents", or "setup durable AI".

mattwoodco Skill

Cross-session memory with context injection. Persists user preferences and facts to Postgres, auto-injects relevant memories into the system prompt, and exposes save/recall tools. Use this skill when the user says "add memory", "remember things", "persistent context", or "cross-session memory".

zhizhunbao-ai-dev-config Bundle

Comprehensive CV learning assistant. Use when studying image processing, object detection, segmentation, or any CV tasks. Helps with algorithm understanding, implementation, and model optimization.

zhizhunbao-ai-dev-config Bundle

Comprehensive DL learning assistant. Use when studying neural networks, CNN, RNN, LSTM, Transformer, or any DL architectures. Helps with network design, training strategies, debugging, and optimization techniques.

zhizhunbao-ai-dev-config Bundle

Comprehensive ML learning assistant. Use when studying supervised learning, unsupervised learning, regression, classification, clustering, or any ML concepts. Helps with algorithm understanding, implementation guidance, model evaluation, and practical applications.

zhizhunbao-ai-dev-config Bundle

Comprehensive LLM learning assistant. Use when studying transformer architecture, attention mechanisms, pre-training, fine-tuning, or prompt engineering. Helps with understanding LLM principles and practical applications.

mattwoodco Skill

RAG application page — split-pane layout combining PDF upload, document list, RAG chat, and PDF viewer with citation-driven navigation. Click a citation to highlight the source text in the PDF viewer. Use this skill when the user says "setup RAG app", "add document chat page", "setup ai-rag-app", or "create PDF chat interface".

mattwoodco Skill

RAG-powered chat interface — retrieves relevant chunks via vector search, streams answers with source citations (page numbers + document titles), and persists conversations. Use this skill when the user says "add RAG chat", "chat with PDFs", "setup ai-rag-chat", or "add document Q&A".

zhizhunbao-ai-dev-config Bundle

数据下载与获取。Use when (1) 从网络下载数据集, (2) 使用 API 获取数据, (3) 从 Kaggle/HuggingFace/UCI 等平台下载, (4) 批量下载文件, (5) 处理下载失败和重试

jasoncolapietro Bundle

Suede Slop Stop: Suede Labs context-aware anti-slop pass for finished prose. Find or remove generic filler, manufactured emphasis, false agency, and formulaic structure without flattening the author's voice. Use before copy, a README, an email, a social post, or a doc ships; after a long assisted-writing session; or for a findings-only slop audit. NOT FOR: writing new copy (use suede-copy); deciding whether a person or model wrote text; changing or certifying facts, which require primary evidence.

jasoncolapietro Bundle

Suede Labs AI MCP release QA, scoped to this pack's own server (mcp/suede-skills-mcp.mjs) and its catalog, install, and docs surface. Runs the full JSON-RPC lifecycle against a live server — initialize, notifications/initialized, ping, tools/list, tools/call, resources/list, resources/read, prompts/list, prompts/get — plus protocol negotiation, closed input and output schemas, tool annotations, structuredContent with text fallbacks, malformed-input probes, clean stdio, catalog-to-folder agreement, and install-path language. Use when the MCP server, mcp/catalog.json, a tool, resource, or prompt definition, or the MCP install docs change, or before publishing an MCP release. A check that did not run against the live server is a FAIL, not a skip. NOT FOR: a generic third-party MCP server, which this skill's hardcoded surface does not describe; fixing or testing the public install path itself (use suede-launch-packaging).

jasoncolapietro Bundle

Suede Labs AI eval design and coverage audit: AI-SPEC, failure-mode rubric with severity scoring, concrete pass/fail eval cases, coverage and infrastructure scores, and mechanical acceptance gates. Use when a change ships LLM, RAG, agent, classifier, prompt, or generated-media behavior, or when asked to write evals for an AI feature, design test cases for a model surface, audit existing eval coverage, or judge whether AI behavior is safe to ship. No AI-SPEC means no eval plan, and no eval plan holds the recommended ship verdict. NOT FOR: reviewing or grading the implementation code behind the AI surface (use suede-code); wiring a passing suite into CI as a required check (use suede-ci-gate); UAT of the built feature beyond the eval suite (a private Suede Labs companion, not in this pack).

willoscar Bundle

Download a small corpus of open-access arXiv survey/review PDFs about agentic systems and extract text for style learning.

elihuvillaraus Bundle

Convene a council of independent agents that answer a hard question separately, blind-review and rank each other's answers, then synthesize one vetted answer. Fights sycophancy and one-angle reasoning — use when the user wants a real answer instead of agreement. Two modes — default (5 Claude sub-agents) and cross-vendor (real GPT/Gemini/Claude/Grok via OpenRouter, faithful to karpathy/llm-council). Trigger on "/llm-council", "convene the council", "run this through the council", "get a multi-model / second opinion", "stress-test this", "don't just agree with me", "argue both sides and tell me who's right", "is this actually a good idea", or any moment the user wants a decision pressure-tested rather than rubber-stamped. Use cross-vendor mode on "cross-vendor", "real models", "different providers", "use openrouter", "faithful council", or a `--cross-vendor` / `--openrouter` flag.

mattwoodco Bundle

AI image generation with Replicate and fal.ai — text-to-image, image-to-image, inpainting with multiple model support. Use this skill when the user says "add image generation", "setup ai images", "add replicate", "text to image", or "ai image gen".

mattwoodco Skill

AI video generation with Replicate and fal.ai — text-to-video, image-to-video with multiple model support. Use this skill when the user says "add video generation", "setup ai video", "text to video", "image to video", or "ai video gen".

mattwoodco Skill

AI voice agent for video rooms — dispatch an AI participant that listens, thinks, and speaks in real-time meetings via LiveKit. Supports configurable personas (note-taker, strategist, interviewer, tutor). Use this skill when the user says "add AI agent to room", "ai voice participant", "setup voice agent", "add ai to meeting", or "setup ai-voice-room".

mattwoodco Bundle

Iteratively refine and validate agent skill markdown files by implementing them in a sandbox, running validation checks (TypeScript, linting, build, browser tests), writing tests, reflecting on errors, and updating the skill documentation until it produces error-free code. Use this skill when you need to polish a skill, refine a skill, test a skill, improve skill documentation, validate a skill, debug skill instructions, or ensure a skill works end-to-end.

willoscar Bundle

Audit and rewrite evaluation/numeric claims to ensure they carry minimal protocol context (task + metric + constraint) and avoid underspecified model naming.

elihuvillaraus Skill

Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly. Apply to any task requiring exhaustive, unabridged output. Triggers on "no truncation", "full output", "complete code", "don't use placeholders", "write everything".

elihuvillaraus Skill

Turns any goal into one short, paste-ready "gauntlet loop" prompt - a prompt that makes an agent set a concrete quality bar, split the work into small judgeable pieces, run a builder and a separate harsh critic on each, compare blind against the bar, and loop until it wins. Works for builds, writing, code, research, or design. Triggers on "/gauntlet-loop", "gauntlet loop", "gauntlet this", "make a gauntlet prompt", "loop until it beats X".

jasoncolapietro Bundle

Suede Labs agent-team orchestrator: split complex work into coordinated lanes with explicit file ownership, WIP collision detection, quality gates, escalation thresholds, rollback plans, and handoffs that prove what shipped. Use when one shared change needs safe parallel ownership across builders and reviewers, when a lane map must be resolved before anyone opens a file, or when running a repeatable public-repository contribution program with issue scoring, atomic task leases, isolated worktrees, and explicit publication authority. NOT FOR: one repo change a bundled DAG can run end to end (use suede-graph-flo-xr); findings-only review of a diff (use suede-code-review) or an A-F ship grade (use suede-code-grader); CI, branch protection, or merge-gate wiring (use suede-ci-gate); branch and worktree setup on a stale mirror (a private Suede Labs companion, not in this pack).

mattwoodco Skill

Multi-agent orchestration — N AI agents with distinct personas debate sequentially in real-time. Each agent sees prior agents' output, creating adversarial pressure-testing. Use this skill when the user says "add multi-agent", "ai debate", "agent panel", "multi-agent chat", or "adversarial agents".

mattwoodco Skill

Vector embeddings layer — pgvector for Postgres, embedding generation via AI Gateway, recursive text chunking with overlap, cosine similarity search, and automatic indexing of parsed document pages. Use this skill when the user says "setup vectors", "add embeddings", "setup ai-rag-vectors", or "add semantic search".