AI Ml AI agent skills

8,771 skills in the archive. Read a skill’s instructions or open its original repository.

• Experiment Tracking Swanlab

  by @Orchestra-Research

  Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows.

• Grpo Rl Training

  by @Orchestra-Research

  Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training

• Ray Train

  by @Orchestra-Research

  Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling. Use when training massive…

• Constitutional Ai

  by @Orchestra-Research

  Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF (RL from AI Feedback). Use for safety alignment, reducing harmful outputs…

• Llamaguard

  by @Orchestra-Research

  Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances, self-harm, criminal planning. 94-95% accuracy. Deploy with vLLM, HuggingFace,…

• Nemo Guardrails

  by @Orchestra-Research

  NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection, PII filtering, toxicity detection. Uses Colang 2.0 DSL for programmable…

• Prompt Guard

  by @Orchestra-Research

  Meta's 86M prompt injection and jailbreak detector. Filters malicious prompts and third-party data for LLM apps. 99%+ TPR, <1% FPR. Fast (<2ms GPU). Multilingual (8 languages). Deploy with HuggingFace or batch processing for RAG…

• Gpt Image 2

  by @ConardLi

  面向 GPT Image 2 的图像生成 / 编辑技能。可在 3 种环境下使用：(A) Garden 本地模式，通过 OpenAI 兼容接口直接出图并落盘；(B) Host-Native 模式，把本 Skill 当作提示词工程指引，把渲染好的 prompt 交给宿主 Agent 自带的图像工具出图；(C) Advisor 模式，宿主无任何图像工具时退化为高质量 prompt 顾问。涵盖 18 大类、80+ 个结构化模板，覆盖海报 / UI / 产品 /…

• Web Video Presentation

  by @ConardLi

  把一篇文章或口播稿，做成"看起来像视频"的点击驱动 16:9 网页演示，可选合成口播音频。流程：原始文章 → **一次产出**口播稿 + outline 开发计划 → 用户**一次对齐** 5 件事（稿子 / outline / 主题 / 素材 / 开发模式）→ 网页开发（逐章 / 顺序 / 并行）→ 可选音频合成（provider-agnostic：内置 MiniMax mmx-cli + OpenAI TTS，可换 ElevenLabs /…

• Web Design Engineer

  by @ConardLi

  Build or redesign polished browser-rendered visual artifacts with HTML/CSS/JavaScript/React: pages, dashboards, prototypes, slide decks, animations, UI mockups, and data visualizations. Use for visual front-end creation,…

• Kb Retriever

  by @ConardLi

  面向本地知识库目录的检索和问答助手。核心流程：(1)分层索引导航 (2)遇到PDF/Excel时必须先读取references学习处理方法 (3)处理文件后再检索。按文件类型组合使用 grep、Read、pdfplumber、pandas 进行渐进式检索，避免整文件加载。用户问题涉及"从知识库目录回答问题/检索信息/查资料"时使用。

• Testing

  by @elie222

  Guidelines for testing the application with Vitest, including unit tests, integration tests (emulator), AI tests, and eval suites for LLM features

• Pr Watch

  by @elie222

  Take an open pull request to green — wait for CI, triage failing checks, and answer review-bot comments — using one backgrounded observation per cycle. Use when monitoring or babysitting a PR, waiting on checks or review bots,…

• Review Ai Prompt Changes

  by @elie222

  Review prompt and tool-description changes in a branch or PR. Use when asked to audit system prompts, prompt builders, tool descriptions, prompt inputs, or nearby evals/tests; summarize what changed; identify guidance that feels…

• Code Simplifier

  by @elie222

  Simplify and refine recently modified code for clarity, consistency, and maintainability while preserving exact behavior. Use when asked to simplify, polish, refactor lightly, or clean up current-session changes before review or…

• Create Pr

  by @elie222

  Review the working tree, commit it safely, and open a GitHub pull request. Use when the user asks to create, open, raise, or publish a PR, or to finish changes as a PR. For watching an existing PR — CI, review bots, failures,…

• Test Feature

  by @elie222

  End-to-end feature testing — browser QA, API verification, eval tests, or any combination. Covers browser interactions (via agent-browser CLI), Google Workspace operations (gws CLI), API calls, and LLM eval tests. Can also…

• Fullstack Workflow

  by @elie222

  Complete fullstack workflow combining GET API routes, server actions, SWR data fetching, and form handling. Use when building features that need both data fetching and mutations from API to UI.

• Update Packages

  by @elie222

  Update workspace packages while respecting the repo's pinned package list in .ncurc.cjs. Use when the user asks to update dependencies or refresh package versions.

• E2e

  by @elie222

  Run and debug E2E flow tests. Use when triggering E2E tests, checking test status, debugging failures with Axiom logs, or setting up local E2E testing.

• Llm

  by @elie222

  Guidelines for implementing LLM (Language Model) functionality in the application

• Cloud Dev Environment

  by @elie222

  Cursor Cloud VM setup and service startup instructions for local development

• Explain Changes

  by @elie222

  Explain recent changes and provide a structured summary with security checks

• Ui Components

  by @elie222

  UI component and styling guidelines using Shadcn UI, Radix UI, and Tailwind

• Qa Label

  by @elie222

  Label a PR as ready for QA so the QA server picks it up automatically

• Llm Test

  by @elie222

  Guidelines for writing tests for LLM-related functionality

• Review

  by @elie222

  Review code changes, auto-fix safe issues, and report bugs

• Write Tests

  by @elie222

  Write focused unit tests for backend and utility logic

• Changelog

  by @elie222

  Add a new changelog entry to docs/changelog-entries/

• Project Structure

  by @elie222

  Project structure and file organization guidelines

• Wait

  by @elie222

  Pause execution for a user-specified duration

• Logging

  by @elie222

  How to do backend logging

• Environment Variables

  by @elie222

  Add environment variable

• Inbox Zero Api

  by @elie222

  Use the Inbox Zero API CLI to inspect the live API schema, list and manage automation rules, and read inbox analytics through the public API. Use this when a task involves Inbox Zero rules, stats, or API-driven automation and…

• Inbox Zero Mcp

  by @elie222

  Search Inbox Zero mail, read threads, create mailbox drafts, and manage automation rules through a remote MCP server. Use when the user wants ChatGPT, Claude, or Cursor to work with their Gmail or Outlook inbox.

• Phoenix Tracing

  by @Arize-ai

  OpenInference semantic conventions and instrumentation for Phoenix AI observability. Use when implementing LLM tracing, creating custom spans, or deploying to production.

• Phoenix Llms Txt

  by @Arize-ai

  Maintain the Phoenix llms.txt documentation index at docs/phoenix/llms.txt — the machine-readable docs map used by AI agents and the `px docs fetch` CLI. Use this skill whenever adding, auditing, or reorganizing llms.txt…

• Evaluators

  by @Arize-ai

  Author or refine a Phoenix evaluator — code or LLM-as-a-judge — that scores a run's output. Trigger when the user wants to create a new evaluator, improve an existing one's logic or rubric, choose labels, or decide what to…

• Fine Tuning Expert

  by @Jeffallan

  Use when fine-tuning LLMs, training custom models, or adapting foundation models for specific tasks. Invoke for configuring LoRA/QLoRA adapters, preparing JSONL training datasets, setting hyperparameters for fine-tuning runs,…

• Rag Architect

  by @Jeffallan

  Designs and implements production-grade RAG systems by chunking documents, generating embeddings, configuring vector stores, building hybrid search pipelines, applying reranking, and evaluating retrieval quality. Use when…

• Fireworks Tech Graph

  by @yizhiyanhua-ai

  Create precise SVG technical diagrams, export PNG or offline HTML, and animate supported semantic SVGs to GIF. Use for architecture, UML, agent, cloud or workflow diagrams; not photos, raster art or statistical charts.

• Ask User Question

  by @MemTensor

  Ask users questions via the UI. Use when you need clarification, user preferences, or confirmation before proceeding. The user CANNOT see CLI output - this tool is the ONLY way to communicate with them.

• Memos Memory Guide

  by @MemTensor

  Use the MemOS Local memory system to search and use the user's past conversations. Use this skill whenever the user refers to past chats, their own preferences or history, or when you need to answer from prior context. When…

• Memos Local

  by @MemTensor

  Persistent local memory for OpenClaw agents. Use when users say: - "install memos" - "install MemOS" - "setup memory" - "add memory plugin" - "openclaw memory" - "memos onboarding" - "memory not working" - "configure memory" -…

• Browserwing Admin

  by @MemTensor

  Manage and operate BrowserWing — an intelligent browser automation platform. Install dependencies, configure LLM, create/manage/execute automation scripts, use AI-driven exploration to generate scripts, browse the script…

• Browserwing Executor

  by @MemTensor

  Control browser automation through HTTP API. Supports page navigation, element interaction (click, type, select), data extraction, accessibility snapshot analysis, screenshot, JavaScript execution, and batch operations.

• Safe File Deletion

  by @MemTensor

  Enforces explicit user permission before any file deletion. Activates when you're about to use rm, unlink, fs.rm, or any operation that removes files from disk. MUST be followed for all delete operations.

• Skill Creator

  by @spinabot

  Create, edit, improve, or audit AgentSkills. Use when creating a new skill from scratch or when asked to improve, review, audit, tidy up, or clean up an existing skill or SKILL.md file. Also use when editing or restructuring a…

• Train Sentence Transformers

  by @huggingface

  Train or fine-tune sentence-transformers models across `SentenceTransformer` (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal),…

• Huggingface Llm Trainer

  by @huggingface

  Train or fine-tune language and vision models using TRL (Transformer Reinforcement Learning) or Unsloth with Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for…

• Hf Cloud Sagemaker Production Defaults

  by @huggingface

  Create a SageMaker endpoint (real-time, real-time scale-to-zero, or async) with autoscaling, CloudWatch alarms, and tagging enabled by default. Use this skill whenever about to create a SageMaker endpoint, write deployment code…

• Huggingface Community Evals

  by @huggingface

  Run evaluations for Hugging Face Hub models using inspect-ai and lighteval on local hardware. Use for backend selection, local GPU evals, and choosing between vLLM / Transformers / accelerate. Not for HF Jobs orchestration,…

• Hf Cloud Python Env Setup

  by @huggingface

  Set up an isolated Python environment for SageMaker / AWS work, with the right Python version and current boto3. Use this skill whenever Python code will be executed for a SageMaker deployment, training job, or any AWS…

• Hf Cloud Serving Image Selection

  by @huggingface

  Pick the right serving container for a SageMaker model deployment and find its current image URI. Use this skill whenever about to deploy a model to a SageMaker endpoint and an image URI needs to be chosen — including when the…

• Hf Cloud Sagemaker Deployment Planner

  by @huggingface

  Plan and coordinate the deployment of a model to Amazon SageMaker AI. Use this skill whenever the user wants to deploy, host, serve, or expose a model on SageMaker or AWS — including phrases like "deploy a model", "host this LLM…

• Trl Training

  by @huggingface

  Train and fine-tune transformer language models using TRL (Transformers Reinforcement Learning). Supports SFT, DPO, GRPO, KTO, RLOO and Reward Model training via CLI commands.

• Hf Mem

  by @huggingface

  Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub

• Workspace Data Analyst

  by @VoltAgent

  Analyze CSV files in the workspace and summarize insights.

• Chatgpt App Builder

  by @mcp-use

  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.

• Mcp Apps Builder

  by @mcp-use

  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.

• Mcp Builder

  by @mcp-use

  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.

• Openapi To Mcp

  by @mcp-use

  Build and deploy an MCP server from an OpenAPI / Swagger spec using the mcp-use TypeScript SDK. Use this skill whenever the user wants to "turn this OpenAPI spec into an MCP server", "make this API usable from Claude/ChatGPT",…

• Purchasing

  by @mcp-use

  Create approved purchase orders with the create-purchase-order tool

• Refunds

  by @mcp-use

  Check refund eligibility and use the refund-order tool safely

• Coss

  by @cosscom

  Helps implement coss UI components correctly. Use when building UIs with coss primitives and patterns (buttons, dialogs, selects, forms, menus, tabs, segmented controls, inputs, toasts, etc.), migrating from shadcn/Radix to…

• Retail Product Search

  by @google

  Creates product search agents with semantic search and RAG on Google Cloud (Vector Search on Gemini Enterprise Agent Platform, BigQuery, embeddings). Use when the user wants to "build a product search agent", "create an…

• Dbs Knowledge

  by @dontbesilent2025

  把本地文件夹建成 Agent 可稳定查找、收录和维护的知识库，并支持导航、版本判断、健康检查及 SOT 分层治理。用户要求搭建、查询、更新、整理或瘦身知识库时使用。

• Private Github Search

  by @ykdojo

  Full-text search across all of the user's GitHub repos (including private ones) using a local mirror and ripgrep. Use for "where did I put X", "which repo has X", or any search spanning the user's repos - gh search code / the…

• Version Check

  by @ykdojo

  Recommend which Claude Code version to run, or whether to update. Use when asked which Claude Code version is best/safe, whether to update now, whether a recent release is buggy, or what changed since the installed version.

• Hn Summarize

  by @ykdojo

  Fetch and summarize Hacker News / hckrnews.com top stories, articles, and their comment threads. Use when asked to summarize HN front-page stories, a specific HN story plus its discussion, or "the top N from hckrnews".

• Reddit Fetch

  by @ykdojo

  Fetch content from Reddit via its JSON API using a browser session (DuckDuckGo-hop unlock). Use when accessing Reddit URLs, researching topics on Reddit, or when Reddit returns 403/blocked errors.

• Quarter Clone

  by @ykdojo

  Clone the last quarter of the current conversation, discarding earlier context to reduce token usage while preserving recent work.

• Half Clone

  by @ykdojo

  Clone the later half of the current conversation, discarding earlier context to reduce token usage while preserving recent work.

• Handoff

  by @ykdojo

  Write or update a handoff document so the next agent with fresh context can continue this work.

• Review Claudemd

  by @ykdojo

  Review recent conversations to find improvements for CLAUDE.md files.

• Gha

  by @ykdojo

  Analyze GitHub Actions failures and identify root causes

• Inkos Long Writing

  by @Narcooo

  长篇小说的场景构造、人物因果、信息释放与连载节奏。Used by InkOS long-form workers as their shared craft method.

• Inkos Long Market Research

  by @Narcooo

  长篇网文市场、榜单、平台趋势与对标研究。Use for evidence-based long-form fiction market research, not for ordinary drafting.

• Inkos Play World

  by @Narcooo

  品类中立的开放世界与分支互动推进方法。Used by InkOS Play workers for coherent action, state, time, and scene progression.

• Inkos Long Story Analysis

  by @Narcooo

  长篇小说拆稿、文风分析与可迁移机制提炼。Use when analyzing a full novel or long sample without copying its expression.

• Inkos Interactive Film

  by @Narcooo

  互动影游的剧情树、变量旗标、可拍节点、多结局与资产连续性方法。Used for creation and authoring of interactive-film projects.

• Inkos Story Import

  by @Narcooo

  导入已有小说、逆向重建设定与续写工程，并区分母本参考。Use for importing manuscripts or attaching external canon safely.

• Inkos Story Review

  by @Narcooo

  按题材、目标读者和用户标准审稿，展示具体问题并协作修订。Use for chapter or manuscript review with transparent criteria.

• Inkos Story Deslop

  by @Narcooo

  识别并修复空泛、模板化、总结腔和其他AI写作痕迹，同时保留作者声音。Use for semantic prose cleanup, not keyword deletion.

• Inkos Story Cover

  by @Narcooo

  根据作品、平台与用户视觉要求设计或生成封面。Use for story-cover direction and confirmed cover generation.

• Inkos Short Writing

  by @Narcooo

  12–18章商业短篇的构思、一次写完、整篇审改与包装。Use for confirmed standalone short-fiction production.

• Inkos Short Story Analysis

  by @Narcooo

  商业短篇拆稿、情绪链、证据链和反转机制分析。Use to deconstruct a short story into transferable craft.

• Inkos Short Market Research

  by @Narcooo

  商业短篇市场、平台样本、标题与移动端阅读趋势研究。Use for evidence-based short-fiction market research.

• Inkos Storyboard

  by @Narcooo

  剧本与叙事文本到可拍、可画、可生图分镜的视觉拆解方法。Used for storyboard and image-prompt production.

• Inkos Script Writing

  by @Narcooo

  小说、创意与大纲到可演剧本的改编方法。Used for confirmed script and short-drama production.

• Inkos Translation

  by @Narcooo

  长文任意语言互译、术语一致性、分段续跑与章节审校方法。Used by InkOS translation workers.

• Graft

  by @trailhq

  This repo is indexed by graft/. For ANY task here, whether understanding how something works, finding where code lives, tracing what calls a symbol or what a change breaks, or scoping an edit, get your context from graft before…

• Remember

  by @pacifio

  Save the decisions, facts, dead ends and architecture this conversation established to Atlas's shared memory, so other agents and future sessions can build on them.

• Yue2 Music

  by @multimodal-art-projection

  Generate, cover, transcribe, and edit songs with YuE2 and SheetSage2/MERT2. Use for YuE2 full/melody/off generation, audio-to-ABC covers, style or lyric changes, score editing, agentic reharmonization, melody preservation,…

• Xberg

  by @xberg-io

  Extract text, tables, metadata, and images from 107 document formats (PDF, Office, images, HTML, email, archives, academic) using Xberg. Use when writing code that calls Xberg APIs in Python, Node.js/TypeScript, Rust, or CLI.…

• Extracting Keywords

  by @xberg-io

  Use when extracting keywords (YAKE/RAKE) from documents — and, secondarily, when detecting document language or generating embeddings for RAG and search. Covers the keyword config (and its feature gating), `--detect-language`,…

• Batch Extraction

  by @xberg-io

  Use when extracting from many files at once with shared config, bounded parallelism, per-file overrides, and error recovery. Covers the `batch` command, `--file-configs`, `--max-concurrent`, and output layout.

• Chunking

  by @xberg-io

  Use when splitting extracted text into chunks for LLM context windows or RAG ingestion. Covers chunk size, overlap, markdown/yaml/semantic chunkers, tokenizer-based sizing, and the standalone `chunk` command.

• Picking A Format

  by @xberg-io

  Use when choosing an output format for extracted documents — plain text, markdown, djot, HTML, JSON, or DocTags. Maps consumer (LLM, parser, archive) to the right `--format` / `--content-format` pair.

• Extracting Tables

  by @xberg-io

  Use when extracting tabular data from PDFs, spreadsheets, or images. Covers layout-aware table detection, table model selection, output formats (markdown / JSON cells), and known limits.