AI & ML

outsourc-e Skill

Single-agent mission orchestrator. Decomposes a mission into tasks, spawns one worker per task using the default model, verifies exit criteria, and chains tasks with retry. No critic pattern — each worker self-verifies. Simple, fast, works with any model config.

pbshgthm Bundle

Solve an interactive hidden-rule ARC-AGI-3 game from its game ID. Contains the complete playing doctrine (predict before every action, graded claims, one-page notes, optional executable-rules search) plus the `arc` harness the agent drives. Use whenever asked to solve, play, or continue an ARC-AGI-3 game.

pixeltable Bundle

Build multimodal AI apps with Pixeltable. One application file (app.py) declares TableModel tables and FastAPIRouter routes. Create tables with pxt schema update. Start HTTP with pxt service update. Insert a row or POST to try the app. Use computed columns instead of LangChain, pandas-as-store, or a separate vector DB. Use when building RAG, processing images/video/audio/documents, or serving an API. Do NOT use for general Python or direct PostgreSQL administration.

plastic-labs Skill

Use Honcho long-term memory — recall what the user has said, decided, or preferred in past sessions, and save durable facts worth carrying forward. Use when the user refers to earlier work, asks what you remember, states a lasting preference, or when a task would benefit from knowing how they usually work.

pliablepixels Bundle

Use when asked to set up, install, or refine an agent quality framework in a repository (rules with gates, architecture contracts, proven-red tests, ratchets, playbooks), or when the user says "gap-trap", "gap-trap setup", "gap-trap refine", "gate the rules", or "make the agents' code match the rules".

pydantic Skill

Pydantic is a Python data validation and serialization library, based on type hints. Use this skill whenever you need to do relatively complex data modeling using Pydantic, e.g. when adding constraints, defining a model hierarchy with subclasses, etc.

q253595422 Bundle

生图 / 视频提示词约束引擎。把模糊需求、关键词、粗糙草稿或参考图，转成受约束、可校验、可直接投喂的生图（t2i / i2i）与视频（t2v / i2v / 多镜头）提示词。 用于：写/优化/扩写生图提示词，写/优化视频提示词，从参考图反推提示词（图画文 / img2prompt），锁定角色·场景·风格一致性（character sheet / 角色三视图 / 身份锚点），写负面约束与回避清单，按模型适配（Nano Banana Pro、即梦 Seedream、GPT Image、Midjourney、FLUX、Seedance、可灵 Kling、Veo、Sora、Hailuo、MiniMax、LTX、Wan）。 当用户提到「生图提示词 / 视频提示词 / prompt / 提示词 / 反推提示词 / 图画文 / 一致性 / 首帧图 / 分镜 / 运镜」时使用。

qiuyizipi Bundle

Use when a user needs help discovering and reviewing a Skill, plugin, or MCP for a specific task and wants a single safety-screened recommendation without any installation or external execution.

quantskills Bundle

Reconstruct Serenity-style investment research logic from public X/Twitter posts, saved threads, exported post datasets, public summaries, and ticker histories. Use when an agent needs to analyze @aleabitoreddit/Serenity, decompose AI or semiconductor supply-chain investment theses at the smallest practical unit, build a structured signal dataset, evaluate public calls versus later price action, or produce a reusable Serenity-style research model for portable agent platforms such as Claude Code, OpenClaw, Codex-style skill systems, or other local AI agent runtimes.

quantskills Bundle

Build trader-specific research-model agent skills from public X/Twitter post datasets, exported timelines, saved threads, signal CSVs, and quote-aware review files. Use when an agent needs to reverse-engineer an X trader's investment logic, separate forward-looking thesis posts from quote-only or retrospective performance posts, generate clean signal datasets, derive a high-quality thesis template, or prepare a reusable trader-specific agent skill for platforms such as Claude Code, OpenClaw, Codex-style skill systems, or other local AI agent runtimes.

revfactory Skill

Scaffolds customized agent personas and standards-compliant skill directories based on user request or project type, and reviews/extends existing agent teams and skills.

rfdiosuao Bundle

漫剧创作大师 - 全流程 AI 视频创作体系。整合提示词工程、图像生成、视频生成、后期剪辑四大能力。Invoke when user wants to create AI video, manga, short drama, or needs prompt engineering for video generation.

richard-gyiko Bundle

Select optimal LLM(s) for a task based on skill requirements, budget, and constraints. Uses the `which-llm` CLI to query benchmark data from Artificial Analysis and capability data from models.dev.

rnnve Bundle

Use when connecting to or calling the Skills MCP host (Streamable HTTP), looking up Project SEKAI data (cards, characters, events, music, gacha), or adding a new skill module to this modular MCP server.

samir-abis Bundle

Cookie compliance with CookieComply — capture cookies in a browser, then analyze via CookieComply. Use when auditing cookie consent or connecting an AI agent (Cursor, Claude, ChatGPT, Codex, etc.) to CookieComply.

shanraisshan Bundle

Use this skill to render a weather SVG card and a Markdown summary after the weather-agent returns a temperature payload. Activate whenever the user asks for a weather card, weather graphic, or wants the output of /weather-orchestrator rendered to disk.

shimo4228 Bundle

Audit ~/.claude/agents/*.md (subagent definitions) for description-layer residency cost, body-layer quality, suppression instructions, staleness, and substrate absorption, assigning Keep/Improve/Update/Merge/Demote-to-skill/Dissolve/Retire verdicts. Use when the user says "audit my agents", "agent stocktake", "which agents should I retire or merge", 「agent を棚卸しして」「エージェント定義を見直して」, or when the model generation changed and agent bodies written for the previous one may suppress or over-constrain the current one. NOT for — skill quality → skill-stocktake; rules → rules-stocktake; runtime 層との横断照合 → generation-audit; whole-config GC → config-gc.

shimo4228 Bundle

Design and ship a companion JSON-LD knowledge graph (graph.jsonld) next to llms.txt for projects with stable concept-level structure. Encodes domain entities and relationships as schema.org triples for LLM citation. Use when project has matrix / hierarchy / phase-binding structure that prose alone leaves implicit, AND that structure is stable across releases. Defers llms.txt navigator wording to llms-txt-writer.

shimo4228 Bundle

README やプロジェクトのトップページ（repo を開いた人が最初に見る入口）を書く・直すときに使う。こんな時に呼ぶ — README が長い／継ぎ足しで文脈が重くなり初見で分からない、開いて数十秒で「何のプロジェクトで自分向けか」が伝わる入口にしたい、長い rationale・ADR 参照・内部史を docs/ に逃がしたい、研究・DOI repo の README を引用付きで読める長さにまとめたい、GitHub の About（description / topics）が README と食い違っている。証拠スクリプト（readme_evidence.py）+ fresh context の判定器（readme-judge）+ 上限 2 ラウンドの改稿ループ + review panel + 著者通読 GO で回す。短く・走査しやすくしつつ、LLM が README 一枚で要点を復元できる情報フロアは残す。CLI でも研究 repo でも、日本語でも英語でも、新規作成でも既存改善でも対象。AI 専用ドキュメント（llms.txt 等）は → llms-txt-writer、記事・エッセイは → writing-ecosystem。

shimo4228 Skill

DOI-registered research repo (Zenodo) のリリース手順。CODEMAPS / README 多言語 / CHANGELOG / CITATION.cff / pyproject.toml / llms.txt / glossary を整合させてから tag push、Zenodo 自動採番後に新 DOI を反映し、Software Heritage archive + SWHID 記録 (intrinsic identifier 層) まで行う 5 phase + post-release ワークフロー。AKC / AAP / contemplative-agent など shimo4228 系の研究 repo で再利用する。

shinpr Skill

Guides parents in subagent model selection and delegation through completion. Use when assigning work to subagents, assessing their progress or results, or intervening in delegated work.

six2dez Skill

Burp Suite scanning via MCP tools — passive traffic analysis, active payload testing, OOB verification, and vulnerability reporting using Burp's proxy, HTTP sender, Collaborator, and scanner APIs. Use when the user has Burp Suite running with the AI Agent MCP server and wants to scan, test, or analyze web traffic through an AI coding assistant (Claude Code, Gemini CLI, Codex, etc.).

slepox Bundle

Creates compact router skills for SKILL.md catalogs. Invoke when grouping related skills in .agents/skills or another local agent skill root.

slint-ui Bundle

Use when writing, editing, debugging, or reviewing `.slint` UI code, or wiring it to Rust/C++/JS/Python — the Slint language, layout, compile-time gotchas, interop, and the MCP server for runtime checks.

soatori Bundle

Use when a task targets Unreal Editor 5.8+ through Epic's official MCP, when a third-party Unreal MCP stack such as chongdashu/unreal-mcp must be identified or mapped to official Toolsets, or when its MCP connection, Toolsets, schemas, plugins, or editor state are unavailable, stale, or incomplete.

spencermarx Bundle

AI-powered multi-agent code review. Simulates a team of Principal Engineers reviewing code from different perspectives. Use when asked to review code, check a PR, analyze changes, or perform code review.

lessweb Bundle

Reviews and improves another DeepCode skill's SKILL.md description field, and guides Agent Skill installation into user or project .agents/skills roots. Use when the user asks to digest a skill, install an Agent Skill, install a skill to user/project scope, or says "消化技能" or "安装 agent skill".

lessweb Bundle

Answers questions about Deep Code CLI itself — including features, configuration options, slash commands, Skills, MCP integration, permissions, notifications, session persistence, and troubleshooting. Use this when users ask how to configure or use Deep Code, how to set up an MCP server, configure notifications (such as Slack/Feishu), manage permissions, view available skills, understand slash commands, configure thinking mode, etc.

promovaweb Bundle

Opera o MCP específico de cada projeto e o ClickUpfy global para tarefas, Sprints e trabalho paralelo de desenvolvimento de software.

vinayakkulkarni Bundle

Nuxt GEO (Generative Engine Optimization) guidelines for getting cited by ChatGPT, Perplexity, Claude, Google AI Overviews, and Gemini. Covers AI crawler access (llms.txt, GPTBot/ClaudeBot/PerplexityBot allowlisting), content extractability for RAG retrieval, entity clarity via JSON-LD, and the evidence-backed +40% visibility levers (statistics, citations, quotations) from the GEO arxiv paper. Triggers on tasks involving GEO, AEO, AI search, LLM visibility, llms.txt, AI crawlers, ChatGPT citations, Perplexity, AI Overviews, generative engines, or AI mentions.

myaifreedomsystems Skill

Comprehensive guide to agent lifecycle hooks across platforms. Covers what hooks are, when they fire, safety rules, universal patterns (pre-dispatch validation, post-converge logging, compaction survival), platform-specific adapters for Hermes, Claude Code, Codex, Cursor, OpenCode, and others, and registration/installation instructions per platform. Use when designing governance enforcement, pre-flight checks, audit trails, or any hook-based automation.

myaifreedomsystems Skill

Provision a project folder for AI agent work with governance files, directory skeleton, session ledger, and platform-specific agent overlays. Produces a fully scaffolded workspace that agents on any platform (Hermes, Claude Code, Codex, Cursor, OpenCode, etc.) can use immediately. Use when creating a new project, initializing a workspace, or standing up a fresh agent-ready folder.

tempguru-co Bundle

Order temporary event staff (registration, brand ambassadors, ushers, crowd control, hospitality, setup/breakdown, and more) using TempGuru's public service across 300+ U.S. and Canadian markets. Use when a user needs to hire, book, or budget event staff, get a staffing quote, find an event staffing agency, ask "how many staff do I need" for an attendee count, or price roles like brand ambassadors, registration staff, or trade-show booth staff, for a convention, conference, trade show, festival, concert, sporting event, stadium event, corporate gathering, or brand activation, single event or multi-city program. Also use for adjacent event planning before staffing comes up: a BEO, an RFP, a run of show, load-in/load-out, a registration desk, booth staffing, or crew calls. Covers requirement gathering, configured-market matching plus rate/compliance lookups via MCP, and a buyer-operated quote-form handoff where a coordinator confirms the specific order. Not for permanent or direct hiring (TempGuru places tempor

tempguru-co Bundle

Assess worker-classification and compliance risk for temporary event staffing in the US and Canada. Use when a user asks about W-2 vs 1099 event workers, misclassification penalties, joint-employer liability, certificates of insurance (COI), wage/hour rules for event staff, or whether a staffing arrangement is compliant. Includes live state-by-state lookups via MCP. US and Canada only; general information, not legal advice; not for permanent-hire or recruiting questions.

mcp-use Bundle

Build, modify, debug, migrate, review, or verify TypeScript MCP servers and MCP Apps with mcp-use. Use for tools, resources, prompts, middleware, Views, authentication, Skills over MCP, scaffolding, and advanced features.

nvk Bundle

Fast, explicit, read-only llm-wiki queries for Codex. Use for factual lookups, evidence checks, lists, and inventory status without wiki writes.