AI & ML

stefanoleone Bundle

Sentiment-driven market analysis skill that mines Reddit communities to understand how a specific persona perceives a product or feature, then runs a structured PRO vs. AGAINST agent debate grounded in real community data, and produces a ranked minimum feature list to convert skeptics. Trigger whenever the user asks "Would [persona] be interested in [product/feature]?", "What would it take to convince [audience] to adopt [X]?", "What are the blockers for [user type] to buy [product]?", or wants persona-driven Reddit sentiment analysis, product-market fit research, market validation, or a debate between advocates and skeptics. Also trigger for: "run a sentiment analysis on Reddit about X", "what does Reddit think about Y", "debate pros and cons of Z for [persona]".

suengx Bundle

Initialize a repository scaffold with Matt Pocock skills, Chinese-first agent discipline, worktree coordination, and GitHub-standard engineering governance. Use when the user wants to set up or bootstrap a repo for human-agent collaboration, install mattpocock/skills, create AGENTS.md/CONTEXT.md/docs/agents assets, configure GitHub repo/remote/labels/milestones/issues/templates/CI/PR workflow, or make the same engineering discipline reusable across projects or Macs.

t0mtaylor Skill

Extract relevant frames from a video or animated image (GIF, APNG, animated WebP) so the model can view them as a timeline. Use when the user shares a video or an animated image. DO NOT use for static images — the model can already read those natively.

taishi-i Skill

Search this repository's awesome-ChatGPT-repositories list for open-source ChatGPT and LLM projects such as RAG frameworks, agents, chatbots, CLIs, prompts, and browser extensions. Use when the user asks to find tools, libraries, or repos related to ChatGPT, LLMs, or AI development; not for editing or adding list entries.

toshipon Bundle

Full-stack security audit for Web, Mobile, Backend, IaC, Compliance, LLM/AI. OWASP Top 10:2025, MASVS v2, CIS Benchmarks, PCI-DSS, GDPR. CLI + Chrome MCP. Triggered by "security audit", "vulnerability scan", "pentest".

troicc Bundle

Finish macOS SwiftUI/AppKit code changes through verified delivery and optional GitHub publication. Use when Codex changes a macOS app and must automatically run required tests, close the exact old app process, build Release, replace the stable .app bundle, verify the installed artifact and signature, then commit and push when the user authorized GitHub push or PR work at the start. Also use when gh works in the user's Terminal but an agent mistakes sandbox or network failures for an expired token. Prevent redundant push confirmation, broad process killing, stale app delivery, and false authentication diagnoses.

tsukushibito Bundle

Inspect, plan, create, merge, and validate a reproducible Dev Container for Godot 4.x GDScript or .NET projects. Use when Codex needs to add, migrate, repair, or audit `.devcontainer/`, Godot headless checks, container Codex policy, optional NVIDIA inference GPU access, SSH, VS Code CLI, or an isolated ChatGPT browser and Playwright bundle, while preserving an existing repository and showing conflicts instead of overwriting files.

ventz Skill

Comprehensive Agent Skills Documentation

voximplant Bundle

Write, review, and debug VoxEngine scenario code for Voximplant calls, Voice AI connectors, routing, media control, storage, HTTP requests, and real-time integrations. Use when the user asks for VoxEngine scenarios, call flows, inbound or outbound voice agents, scenario debugging, or validation of VoxEngine methods and events.

voximplant Bundle

Automate Voximplant account setup and operations through the Management API, official API clients, or VoxEngine CI. Use when creating or updating applications, users, scenarios, routing rules, phone numbers, call lists, service accounts, sessions, logs, recordings, or deploying VoxEngine code.

vsszhang Bundle

Orchestrate an evidence-first, read-only code assessment through three isolated specialist subagents: security-auditor for OWASP-oriented security risks, quality-checker for code smells and maintainability, and perf-analyzer for performance anti-patterns. Use when the user asks to assess, review, audit, or score code quality, especially for a web application or service, and needs a synthesized product and technical-lead conclusion. The main agent must inherit the model selected in the current user session and must not select a different model.

wso2 Bundle

Use when adding or updating Ballerina extension E2E tests that need agent-assisted VS Code authoring before promotion into the Playwright suite.

wso2 Bundle

Use this skill to design an OpenAPI specification from scratch, assess an existing spec for AI agent readiness / security / design quality, or fix issues found in a spec. Trigger when the user describes an API they want to build, asks to "design", "create", "draft", or "scaffold" an OpenAPI spec, or mentions building a REST API for a service or domain. Also trigger when the user says things like "I want to expose endpoints for X", "help me design an API for Y", or "I need an OpenAPI spec for Z" — even if they don't say "OpenAPI" explicitly. ALSO trigger when the user asks to evaluate, review, check, or assess an OpenAPI spec for agent compatibility, API quality, security, OWASP compliance, WSO2 guidelines, or REST best practices — or when they share a .yaml/.json OpenAPI file and ask how good it is. ALSO trigger when the user asks to fix, correct, remediate, or apply fixes to issues in an OpenAPI spec — including "fix issue spec-001", "fix all HIGH severity issues", "apply autoFixable fixes", or "fix the spec

yjoonjang Bundle

Search 200k+ ML/NLP/CV peer reviews (ICLR/ICML/NeurIPS/COLM) with their author rebuttals. Use when the user wants real examples of reviewer concerns, how a kind of paper gets critiqued, or how authors rebutted — e.g. "find reviews asking for significance tests", "how did papers rebut novelty concerns", "what weaknesses do reviewers raise about diffusion models".

yoichiojima-2 Skill

A simple example skill that demonstrates the skills-as-mcp format. Use this skill when you want to test if skills are working correctly.

zhjai Bundle

Use when the user asks for a second opinion, independent/heterogeneous review, architecture red-team, cross-model critique (Codex/Claude/GLM/DeepSeek/Qwen/Kimi), review my plan, challenge this design, evidence-checked code/PR review, or multi-agent critique of a high-stakes plan, design, research claim, or bug root-cause. Not for simple lookups, formatting, or low-stakes tasks. On error_max_turns before any answer: mechanical failure, not a result — check if you boxed an open design review (needs broad read-only tools + ample turns) as bounded verification; retry ONCE with lossless moves only. Disabling the reviewer's tools, feeding excerpts, or narrowing scope are LOSSY — never automatic; STOP and ask the user. Keep packet AND output on disk (stage packet via stdin, redirect claude -p output to a file); read back only a structured digest preserving dissent, never the raw JSON; checkpoint each round to disk — else the prompt+output inflate your context, trigger compaction, and loop into re-running arena.

zhjai Bundle

Use when comparing non-trivial options or making a design/architecture/experiment/product/research/strategy decision with real tradeoffs, unclear criteria, or commitment risk, and the user says things like "比较一下 A 和 B", "还有别的方案吗", "方案的利弊/权衡是什么", "这样设计好不好", "换个角度", "深入分析", "review my plan", "compare A vs B vs A+B", "what are the alternatives", "what are the tradeoffs", "is this the right approach", or "think this through". Also self-trigger when you only have A/B/A+B, the options are minor variants, success criteria or flip conditions are unclear, or one hidden assumption is deciding the answer; expand the option space and challenge the framing before choosing. Escalate to agent-arena when external evidence or an independent reviewer is needed. Not for simple lookups, formatting, translation, trivial naming/style choices, routine code review without design uncertainty, or when the user asked for a fast answer.

canwhite Bundle

基于"扩散模型叙事去噪流"的小说写作 SOP。将 AI 视为去杂质机器，通过锁定全局信号、预测叙事噪声、精准去噪、随机修正四个步骤，解决 AI 翻译腔、逻辑断层和故事平淡的问题。

mepoide Skill

Resume work from a context previously saved by the context-save skill, even in a fresh session or on a different machine. Use when asked to "resume", "restore context", "pick up where I left off", or at the start of a session on a repo that has a `.agent-context/` directory.

fellipeutaka Skill

Creating Changesets (LLM Guide)

hainrixz Skill

Audit a database schema, ORM model, or migrations for design and performance — produces two independent 0-100 scores (Design & Integrity + Performance & Scale) plus a prioritized, evidence-backed report. Read-only; never writes or migrates. Use when the user asks to audit, analyze, review, check, or score a database, schema, data model, migrations, indexes, keys, referential integrity, types, constraints, query patterns, partitioning, or connection pooling — for Postgres, MySQL, Mongo, DynamoDB, Cassandra, pgvector, ClickHouse, Neo4j, and friends.

ai-riksarkivet Skill

Write and evaluate effective Python tests using pytest. Use when writing tests, reviewing test code, debugging test failures, or improving test coverage. Covers test design, fixtures, parameterization, mocking, and async testing.

hmbown Skill

Strategic delegation for multi-step coding, research, or verification work. Use when a task can be split into parent reasoning plus focused sub-agent execution through the agent tool.

ruan-cat Skill

当用户要求在 bug 已经定位并修复后，记录排错经验、事故结论、AI 记忆更新、 复盘摘要或本地 MCP 记忆时使用。这个技能只负责沉淀 "发生了什么、为什么会发生、如何修好、以后要记住什么"， 不要把它用于实际修复 bug。

databricks-solutions Bundle

Manage Databricks Model Serving endpoints via CLI. Use when asked to create, configure, query, or manage model serving endpoints for LLM inference, custom models, or external models.

managedcode Bundle

Build .NET AI agents and multi-agent workflows with Microsoft Agent Framework using the right agent type, threads, tools, workflows, hosting protocols, and enterprise guardrails.

cleanexpo Skill

Multi-model triangulation. Runs the same prompt through 2–4 LLMs in parallel (typically Gemma 4 local + DeepSeek V4 + Claude Sonnet) and synthesises a single answer that captures consensus, surfaces disagreement, and resolves divergence with senior reasoning. Auto-escalates to Claude Opus when panel divergence is high. Invoke for high-stakes decisions where one model's voice is not enough — brand strategy, architecture choices, sensitive client communications, copy with measurable conversion stakes. Skip for routine tasks (use standard intent routing instead).

aradotso Skill

Hermes Agent framework by Nous Research - self-improving AI agent with built-in learning loop, three-layer memory, and automatic skill evolution

aradotso Skill

Evolutionary self-improvement for Hermes Agent using DSPy + GEPA to optimize skills, prompts, and code

aradotso Skill

Expert knowledge of the Hermes Agent ecosystem, skills, plugins, tools, integrations, and deployment patterns for building and extending AI agents

jiayx01 Skill

Bring in an external model (Codex) to co-develop a plan — both models draft independently, align on disagreements, and merge into one plan. Load this only when the user explicitly names Codex (e.g. "let's discuss this with Codex," "what does Codex think about this approach") — don't auto-trigger just because a plan has disagreements or could use a fresh angle; think it through yourself first.

jlm191701 Bundle

当需要作为智能客服 agent 工作时使用。该 skill 定义客服角色、意图识别、工具选择、回退能力和转人工行为，并将真实业务数据访问留给 MCP。

karkqm Bundle

Работа с форумом разработчиков yougame.biz через MCP-сервер yougame — навигация по разделам, чтение статей и комментариев, поиск, скачивание вложений и файлов с внешних файлообменников, вход на форум при встрече хайда. Используй, когда пользователь просит найти, прочитать, скачать что-то с yougame.biz, ссылается на тему форума (yougame.biz/threads/..., /forums/...), либо просит написать код/чит/скрипт/мод, для которого нужен ресерч по этому форуму.

kexxx777xxx Bundle

Generate images via the Gemini image API (nano banana). Use when you need to create a picture for a post, article, or any other image asset from a text prompt.

kexxx777xxx Bundle

One sentence stating what the skill does AND when the agent should use it.

lichenxigk2002 Bundle

Organize solo software development as a business-result-oriented AI team. Use when Codex should classify a coding task by risk, choose direct execution versus short planning versus deep design, coordinate a main agent and bounded subagents, manage context and handoffs, implement and debug within scope, run proportionate tests and review, and deliver an evidence-backed result. Apply to feature work, bug fixes, refactors, architecture changes, migrations, UI work, and multi-session development; always defer to repository AGENTS.md and explicit user instructions.