Productivity AI agent skills

4,613 skills in the archive. Read a skill’s instructions or open its original repository.

• Bloc Cubit

  by @andrewyng

  Use when working with Flutter Bloc/Cubit state management. Covers when to choose Bloc vs Cubit, how to use bloc and flutter_bloc together, lifecycle, testing, and safe defaults.

• Flutter Dev

  by @MiniMax-AI

  Flutter cross-platform development guide covering widget patterns, Riverpod/Bloc state management, GoRouter navigation, performance optimization, and platform-specific implementations. Includes const optimization, responsive…

• Fullstack Dev

  by @MiniMax-AI

  Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service, building todo app, building CRUD app, building…

• Systems Paper Writing

  by @Orchestra-Research

  Comprehensive guide for writing systems papers targeting OSDI, SOSP, ASPLOS, NSDI, and EuroSys. Provides paragraph-level structural blueprints, writing patterns, venue-specific checklists, reviewer guidelines, LaTeX templates,…

• Training Llms Megatron

  by @Orchestra-Research

  Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B parameters, need maximum GPU efficiency (47% MFU on H100), or require…

• Evaluating Llms Harness

  by @Orchestra-Research

  Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models, reporting academic results, or tracking training progress. Industry standard…

• Nemo Evaluator Sdk

  by @Orchestra-Research

  Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable evaluation on local Docker, Slurm HPC, or cloud platforms. NVIDIA's…

• Implementing Llms Litgpt

  by @Orchestra-Research

  Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model implementations, educational understanding of architectures, or production…

• Fine Tuning With Trl

  by @Orchestra-Research

  Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and reward model training. Use when need RLHF, align model with preferences, or…

• Distributed Llm Pretraining Torchtitan

  by @Orchestra-Research

  Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.1, DeepSeek V3, or custom models at scale from 8 to 512+ GPUs with Float8, torch.compile,…

• Quantizing Models Bitsandbytes

  by @Orchestra-Research

  Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and…

• Optimizing Attention Flash

  by @Orchestra-Research

  Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need…

• Sparse Autoencoder Training

  by @Orchestra-Research

  Provides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable features. Use when discovering interpretable features, analyzing superposition, or…

• Torchforge Rl Training

  by @Orchestra-Research

  Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL abstractions, easy algorithm experimentation, or scalable training with Monarch and…

• Miles Rl Training

  by @Orchestra-Research

  Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring speculative RL for maximum…

• Slime Rl Training

  by @Orchestra-Research

  Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data generation workflows, or needing tight Megatron-LM integration for RL scaling.

• Autogpt Agents

  by @Orchestra-Research

  Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or building complex multi-step AI automation systems.

• 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,…

• Krillinai Pipeline

  by @krillinai

  Use when validating or documenting a multi-stage KrillinAI CLI output plan; the current pipeline command supports dry-run planning only, not end-to-end execution.

• Beautiful Article

  by @ConardLi

  把用户提供的素材（网页 URL / PDF / DOCX / Markdown / 纯文本 / 截图 / 粘贴材料）编辑、设计成一篇美丽的、可离线打开和分享的**单文件 HTML 网页文章**。基于 reacticle 组件协议：不手写裸 HTML/CSS，而用语义组件 + 受主题约束的 Raw 自由层；按 source→规划→双确认→生成→终审→修复的小型 harness 流程推进，默认 100% 信息保留的长文。触发场景：把…

• 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

• 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 Github

  by @Arize-ai

  Manage GitHub issues, labels, project boards, sprint operations, and roadmap health for the Arize-ai/phoenix repository. Use when filing roadmap issues, triaging bugs, applying labels, running sprint close-out and rollover,…

• Organize Files

  by @jxxghp

  Use this skill when the user asks MoviePilot to identify and organize a local or downloaded video/music file, season folder, recording, album directory, or mixed folder that automatic transfer did not handle. If failed transfer…

• Ian Xiaohei Illustrations

  by @helloianneo

  生成 Ian 风格的中文正文配图。用于用户要求为中文文章、帖子、博客、Notion 文档、工作流文档、方法论、流程、结构、状态、隐喻或观点生成“怪诞”“小黑”“手绘”“正文配图”“文章插图”“配图建议”“shot list”“去标题/改图”等任务；默认使用小黑 IP、纯白手绘、少量红橙蓝批注、简洁清爽但天马行空的视觉风格。

• Wordpress Pro

  by @Jeffallan

  Develops custom WordPress themes and plugins, creates and registers Gutenberg blocks and block patterns, configures WooCommerce stores, implements WordPress REST API endpoints, applies security hardening (nonces, sanitization,…

• Fullstack Guardian

  by @Jeffallan

  Builds security-focused full-stack web applications by implementing integrated frontend and backend components with layered security at every level. Covers the complete stack from database to UI, enforcing auth, input…

• Architecture Designer

  by @Jeffallan

  Use when designing new high-level system architecture, reviewing existing designs, or making architectural decisions. Invoke to create architecture diagrams, write Architecture Decision Records (ADRs), evaluate technology…

• Chaos Engineer

  by @Jeffallan

  Designs chaos experiments, creates failure injection frameworks, and facilitates game day exercises for distributed systems — producing runbooks, experiment manifests, rollback procedures, and post-mortem templates. Use when…

• Feature Forge

  by @Jeffallan

  Conducts structured requirements workshops to produce feature specifications, user stories, EARS-format functional requirements, acceptance criteria, and implementation checklists. Use when defining new features, gathering…

• Atlassian Mcp

  by @Jeffallan

  Integrates with Atlassian products to manage project tracking and documentation via MCP protocol. Use when querying Jira issues with JQL filters, creating and updating tickets with custom fields, searching or editing Confluence…

• Api Designer

  by @Jeffallan

  Use when designing REST or GraphQL APIs, creating OpenAPI specifications, or planning API architecture. Invoke for resource modeling, versioning strategies, pagination patterns, error handling standards.

• Spec Miner

  by @Jeffallan

  Reverse-engineering specialist that extracts specifications from existing codebases. Use when working with legacy or undocumented systems, inherited projects, or old codebases with no documentation. Invoke to map code…

• Django Storages S3

  by @Jeffallan

  Use when configuring Django to store static and media files on AWS S3 with django-storages. Invoke when working with the STORAGES setting, S3 buckets, presigned URLs, CloudFront, or boto3-backed file storage in settings.py.…

• 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.

• 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…

• Hive.Note Taking

  by @aden-hive

  Maintain a free-form scratchpad of decisions, extracted values, and open questions so context pruning doesn't lose anything you still need.

• Hive.Context Preservation

  by @aden-hive

  Proactively extract critical values from tool results into working notes before automatic context pruning destroys them.

• Poteto Help

  by @cursor

  Guides users through pstack setup, /poteto-mode, and picking the skill, playbook, or principle for a task. Type /poteto-help with a question.

• Coss Particles

  by @cosscom

  Index of all COSS UI particle examples. Use when implementing UI features to find copy-paste-ready component patterns built on coss primitives. Each particle has a description and a JSON URL for easy installation.

• Repo Oracle

  by @google

  Answer questions about how the adk-recipes repo itself is governed — CI and workflow behavior, the limits and thresholds in .github/policy.yml and the reasoning behind them, CODEOWNERS routing, what the bots (stale sweep,…

• Prepare Python Recipe

  by @google

  End-to-end orchestration to prepare or update a Python recipe under core/python/, contrib/python/, or plugins/<vertical>/<solution>/ so it passes every check in .github/workflows/python-validate-recipe.yml. Runs eight phases in…

• Generate Manifest

  by @google

  Scan an ADK recipe directory and generate a manifest.yaml for it based on the schema at .github/schemas/manifest-schema.json. Use when the user wants to create or generate a manifest.yaml for a recipe under core/, contrib/, or…

• 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

• Skill Developer

  by @diet103

  Create and manage Claude Code skills following Anthropic best practices. Use when creating new skills, modifying skill-rules.json, understanding trigger patterns, working with hooks, debugging skill activation, or implementing…

• 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

  by @Narcooo

  Story Creation and Translation AI Agent with Studio Chat, CLI, and TUI - use for long-form novels, short fiction, scripts, storyboards, interactive-film projects, open-world / branching play, fan fiction, spinoffs, style…

• Visual Explainer

  by @nicobailon

  Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and…

• Registry Browser

  by @anthropics

  Search watched registries for community legal skills, showing matches with descriptions and offering to show the full SKILL.md before install. Use when the user says "browse", "search skills", "find a skill for", "what's out…

• Build Guide

  by @anthropics

  Help a clinic supervisor author a practice-area guide that configures how student-facing skills behave — intake questions, pedagogy posture (assist / guide / teach), review gates, cross-plugin checks, and local rules. Use when a…

• Draft

  by @anthropics

  First draft of a common clinic document — practice-area templates (asylum applications, eviction answers, protective order petitions, demand letters), jurisdiction-aware formatting, explicitly a starting point requiring student…

• Related Skills Surfacer

  by @anthropics

  Suggest community skills based on recent activity in other plugins. Checks whether the community has built something relevant to a task and mentions it once, non-intrusively. Use when the user says "is there a community skill…

• Client Letter

  by @anthropics

  Routine client correspondence from templates — appointment confirmations, document requests, brief "we filed it" updates. Plain language, required elements, supervision routing. NOT substantive advice. Use when a student needs…

• Infringement Triage

  by @anthropics

  Infringement triage across trademark, copyright, patent, and trade secret — a flag list with the factors cutting each way, not a finding. Use when assessing whether someone is infringing your IP or whether you might be…

• Skill Manager

  by @anthropics

  Reference: detailed uninstall, disable, and re-enable workflows for community skills installed via the legal builder hub. Safe by default — refuses to touch first-party plugin skills, confirms before removing files, and logs…

• Portfolio

  by @anthropics

  Track the IP portfolio — registrations, renewals, maintenance fees, and use declarations. Use when checking what's renewing, adding or updating an asset, recording a maintenance filing, or auditing the register for gaps, lapses,…

• Study Plan

  by @anthropics

  Build or update a long-term bar prep (or exam prep) study plan — phases, subjects weighted by weakness, daily session schedule, adaptive to session history in study-plan.yaml. Use when the user says "build a study plan", "plan…

• Uninstall

  by @anthropics

  Uninstall a community skill that was installed via the hub. Confirms before deleting files, refuses to touch first-party plugin skills, and logs every action. Use when the user wants to fully remove a community skill ("uninstall…

• Disable

  by @anthropics

  Disable a community skill installed through the hub without removing its files. Use when the user wants to temporarily quiet a community skill ("disable [skill]"), stop its hooks from firing while keeping its config, or…

• Form Generation

  by @anthropics

  Reference: DEPRECATED — use `/draft` instead. This skill has been folded into the draft skill, which handles practice-area document generation including form population. Kept as a redirect for migration.

• 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,…

• Integration Management

  by @anthropics

  Post-closing M&A integration tracker — phased workplan, consent tracking, contract assignment at scale, weekly status reports. Initializes from whatever deal artifacts are available (purchase agreement, deal summary, closing…

• Written Consent

  by @anthropics

  Draft a unanimous written consent of the board or a committee in house format, with precedent search from the consents repository. Handles multi-resolution consents, director conflict flags, state-law notice requirements, and…

• Customize

  by @anthropics

  Guided customization of your corporate practice profile — change one thing without re-running the whole cold-start interview. Adjust risk posture, escalation contacts, active modules (M&A / Board / Public Company / Entity…

• Worker Classification

  by @anthropics

  Classify a proposed worker engagement — employee, IC, temp, or vendor — by running the applicable jurisdiction tests and flagging misclassification gaps between the intended arrangement and what the facts actually support.…

• Policy Monitor

  by @anthropics

  Keep the AI policy current with practice — weekly sweep of saved AIAs, triage results, and vendor reviews to find policy drift, or direct query for a proposed new AI practice. Use when user says "policy sweep", "does our AI…

• Material Contract Schedule

  by @anthropics

  Build the material contracts disclosure schedule from diligence findings, applying the purchase agreement's Material Contract definition and formatting per the agreement's schedule format. Use when user says "build the contracts…

• Termination Review

  by @anthropics

  Termination review — high-risk flag detection, severance + release, and final pay timing by jurisdiction. Jurisdiction-specific rules and release consideration periods are researched per review, not stored. Use when the user…

• Investigation Add

  by @anthropics

  Add data to an open investigation — documents, interview notes, or observations. Processes batches against the documented pull criteria, surfaces significant items, and logs everything reviewed for coverage verification. Use…

• Expansion Kickoff

  by @anthropics

  Kick off international expansion planning for a new country — gathers intake, runs EOR vs. entity framing, drafts cross-functional questions, surfaces country-specific flags, and creates a persistent tracker. Use when someone…

• International Expansion

  by @anthropics

  Reference: implementation-planning framework for international hiring — EOR vs. entity decision framing, cross-functional triggers for tax/finance/HR, structured outside-counsel briefing requests, and a persistent gap tracker.…