AI Ml AI agent skills

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

• Design Taste Frontend V1

  by @Leonxlnx

  The original v1 taste-skill, preserved for projects depending on its exact behavior. The current default is `design-taste-frontend` (v2 experimental), which is a substantial rewrite. Use this v1 install name only if you need…

• High End Visual Design

  by @Leonxlnx

  Teaches the AI to design like a high-end agency. Defines the exact fonts, spacing, shadows, card structures, and animations that make a website feel expensive. Blocks all the common defaults that make AI designs look cheap or…

• Redesign Existing Projects

  by @Leonxlnx

  Upgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS framework or vanilla CSS.

• Full Output Enforcement

  by @Leonxlnx

  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.

• Minimalist Ui

  by @Leonxlnx

  Clean editorial-style interfaces. Warm monochrome palette, typographic contrast, flat bento grids, muted pastels. No gradients, no heavy shadows.

• Scrapling Official

  by @D4Vinci

  Scrape web pages using Scrapling with anti-bot bypass (like Cloudflare Turnstile), stealth headless browsing, spiders framework, adaptive scraping, and JavaScript rendering. Use when asked to scrape, crawl, or extract data from…

• Blocking Io Guard

  by @bytedance

  Ensure async-path backend code that could block the asyncio event loop is protected by a teeth-verified runtime anchor in tests/blocking_io/. Use when changing backend Python under app/, packages/harness/deerflow/, or scripts/,…

• Engineer System Change

  by @bytedance

  Evaluate and carry out non-trivial software-system changes from first principles. Use when assessing RFCs, issues, designs, features, refactors, migrations, dependency changes, or proposed fields, events, APIs, modules, and…

• Deerflow Maintainer Orchestrator

  by @bytedance

  Use when a DeerFlow maintainer needs comment-only GitHub issue or PR handling: resolve issue/PR scopes with gh, analyze issues, post or draft issue comments, perform PR review comments, review PR or issue batches, compare…

• Alint Ruleset

  by @lobehub

  Maintain LobeHub's model-backed alint rule set in packages/alint: author a rule, calibrate its false positives against real source, decide its severity (warn vs error) from real PR data, and track its token cost. Use for adding…

• Ux Audit

  by @lobehub

  Audit a page / surface against the Designing Interfaces pattern language + the ux skill checklists, then land findings. Three layers — static (code), visual (screenshots), dynamic (automated user journey + perf). Use to run a…

• Deep Review

  by @lobehub

  Use for independent PR, diff or branch review; not explanations. Full multi-agent review requires an explicit deep-review request.

• Run Eval Harbor

  by @lobehub

  Run and diagnose existing Harbor evaluations against local production LobeHub or LobeHub Cloud. Use for eval infrastructure, target preflight, lh CLI injection, Harbor smoke or job runs, resume, and failure triage. Excludes…

• Agent Testing Bot

  by @lobehub

  Use for real bot-channel acceptance in Discord, Slack, Telegram, WeChat/Weixin, Lark/Feishu, QQ or iMessage on macOS. Extends acceptance with native chat apps.

• Builtin Tool

  by @lobehub

  Use for LobeHub builtin agent tools: manifests, executors, runtimes, inspectors, renders, streaming and intervention.

• Cli

  by @lobehub

  LobeHub CLI (@lobehub/cli) development guide — commands, subcommands, architecture.

• Version Release

  by @lobehub

  Version release workflow — release process and GitHub Release notes (not docs/changelog pages).

• Product Design

  by @lobehub

  Use for new surfaces, redesigns and vague product asks: establish user tasks and business meaning. Built-screen audits and visual polish have separate skills.

• Zustand

  by @lobehub

  Use for Zustand stores: list/detail splits, state type sources, slices, actions, reducers, selectors, optimistic updates and class-action composition.

• Desktop

  by @lobehub

  Electron desktop development guide — IPC handlers, controllers, preload scripts, window/menu management.

• Testing

  by @lobehub

  Use for Vitest tests, mocks, coverage and failing-test diagnosis.

• Model Bank Metadata

  by @lobehub

  Use for model knowledgeCutoff, family and generation metadata: onboarding, corrections, research and bulk backfills.

• Agent Signal

  by @lobehub

  Use for Agent Signal sources, actions, policies, middleware, workflow handoff and deduplication.

• Upstash Workflow

  by @lobehub

  Use for Upstash Workflow/QStash handlers, triggers, durable steps and async fan-out.

• Testing Heterogeneous Agents

  by @lobehub

  Manually runs the live LobeHub official-provider compatibility matrix across Claude Code, Codex, Grok Build, Kimi Code, Pi, and TRAE when explicitly invoked by the user.

• Design Prototype

  by @lobehub

  Use for interactive HTML prototypes (交互原型) with the real LobeHub UI stack. Excludes production UI implementation.

• Debug Frontend With Browser

  by @lobehub

  Use for intermittent UI, stale state, ordering, navigation or browser-only bugs. Extends acceptance with boundary tracing and regression diagnosis.

• Data Fetching Architecture

  by @lobehub

  Use for client APIs, SWR hooks, cache invalidation, async errors, useEffect migration, home first paint and persistent caches.

• Cleanup Git Worktrees

  by @lobehub

  Use for stale-worktree, Git registration and branch audits. Managed removal uses the repo lifecycle.

• Pr

  by @lobehub

  Create a PR for the current branch (targets `canary` by default), including splitting one cross-layer branch into ordered stacked PRs so a lower layer (db / shared package / server TRPC) merges before its callers (desktop / CLI…

• Write Landing Docs

  by @lobehub

  Use for public LobeHub website documentation under docs/**, including self-hosting, deployment, migration, and configuration guides. Excludes product changelogs and source-code API docs.

• Full Text Search

  by @lobehub

  Use for product search: FtsSearchRepo, pg_search/pg_like/Elasticsearch, mapping migrations, projections, Outbox sync, reindexing and performance. Excludes agent web search.

• Skills Audit

  by @lobehub

  Audit .agents/skills SKILL.md files. Use for recurring checks of duplicate, overlapping, stale, inconsistent, or broken skills and merge/delete candidates.

• Llm Generation

  by @lobehub

  Use for application prompts, generateObject/generateText, model selection and generation tracing. Excludes provider adapters and agent snapshots.

• Heterogeneous Agent

  by @lobehub

  Use for Claude Code/Codex external-agent adapters, IPC, event mapping, sessions, persistence and tool-call chains.

• React

  by @lobehub

  Use for TSX components, UI libraries, styling, state locality, layout, render performance and memoization.

• Add Setting Env

  by @lobehub

  Add server-side environment variables that control default values for user settings.

• Store Data Structures

  by @lobehub

  Explicit compatibility entry for Zustand data-shape guidance.

• Compose Atoms

  by @lobehub

  Use for splitting heavy domains into capabilities (原子组件) across page, portal, share or micro-app hosts, sinking state (状态下沉) and replacing mode/readOnly flags. Simple component splits: react.

• Split Micro App

  by @lobehub

  Use for standalone micro apps: React Router SSR/SSG, Cloud overlays, Workers, CDN/R2, SEO/OG, gateway routes, previews, Docker integration and SSR bundle isolation.

• Agent Tracing

  by @lobehub

  Use for agent traces by operation ID (拉线上 tracing): failed tools, arguments/results, available tools, execution location, LLM calls and context.

• Db Migrations

  by @lobehub

  Use for Drizzle migration rollout, online indexes, backfills, idempotent SQL and migration regeneration or rebase conflicts.

• Drizzle

  by @lobehub

  Use for Drizzle schemas and queries: tables, indexes, relations, joins and inferred types. Rollout belongs to db-migrations.

• Agent Work

  by @lobehub

  Use for the Agent Work output registry: registration, deduplication, cards, skill providers, CLI scanners and Work types.

• Spa Routes

  by @lobehub

  Use for SPA routes and page segments: Web/desktop/mobile/popup routers, redirects and src/routes-to-features boundaries.

• Typescript

  by @lobehub

  Use for TypeScript style and type safety when editing TS/TSX/MTS, including imports, async code and error suppression.

• I18n

  by @lobehub

  Use for user-facing strings and react-i18next locale keys, namespaces, interpolation, translations or bun run i18n.

• Chat Sdk

  by @lobehub

  Use for multi-platform bots built with chat SDK: webhooks, mentions, slash commands, cards, modals and streaming.

• Modal

  by @lobehub

  Use for modals, dialogs and confirmations with createModal, confirmModal, ModalHost or base-ui modal APIs.

• Debug Package

  by @lobehub

  Use for debug() logging, lobe-* namespaces, DEBUG/localStorage.debug configuration and log formatting.

• Hotkey

  by @lobehub

  Use for keyboard shortcuts, registration, key combinations, scope, conflicts and shortcut tooltips.

• Project Overview

  by @lobehub

  Use for the OSS repository map, code-layer lookup, apps/packages/src ownership and business stubs.

• Agent Runtime Hooks

  by @lobehub

  Use for agent lifecycle hooks, tool mocks, intervention, sub-agent calls and context compression.

• Docs Changelog

  by @lobehub

  Use for EN/ZH website product changelogs in docs/changelog/*.mdx. Excludes GitHub Release notes.

• Response Compliance

  by @lobehub

  Use for OpenResponses/Response API compliance tests, endpoint schema failures and test runs.

• Trpc Router

  by @lobehub

  Use for server TRPC routers, procedures and API endpoints in apps/server/src/routers.

• Chart Visualization

  by @bytedance

  This skill should be used when the user wants to visualize data. It intelligently selects the most suitable chart type from 26 available options, extracts parameters based on detailed specifications, and generates a chart image…

• Systematic Literature Review

  by @bytedance

  Use this skill when the user wants a systematic literature review, survey, or synthesis across multiple academic papers on a topic. Also covers annotated bibliographies and cross-paper comparisons. Searches arXiv and outputs…

• Claude To Deerflow

  by @bytedance

  Interact with DeerFlow AI agent platform via its HTTP API. Use this skill when the user wants to send messages or questions to DeerFlow for research/analysis, start a DeerFlow conversation thread, check DeerFlow status or…

• Bootstrap

  by @bytedance

  Generate a personalized SOUL.md through a warm, adaptive onboarding conversation. Trigger when the user wants to create, set up, or initialize their AI partner's identity — e.g., "create my SOUL.md", "bootstrap my agent", "set…

• Image Generation

  by @bytedance

  Use this skill when the user requests to generate, create, imagine, or visualize images including characters, scenes, products, or any visual content. Supports structured prompts and reference images for guided generation.

• Podcast Generation

  by @bytedance

  Use this skill when the user requests to generate, create, or produce podcasts from text content. Converts written content into a two-host conversational podcast audio format with natural dialogue.

• Data Analysis

  by @bytedance

  Use this skill when the user uploads Excel (.xlsx/.xls) or CSV files and wants to perform data analysis, generate statistics, create summaries, pivot tables, SQL queries, or any form of structured data exploration. Supports…

• Vercel Deploy

  by @bytedance

  Deploy applications and websites to Vercel. Use this skill when the user requests deployment actions such as "Deploy my app", "Deploy this to production", "Create a preview deployment", "Deploy and give me the link", or "Push…

• Music Generation

  by @bytedance

  Use this skill when the user requests to generate, create, compose, or produce music or songs — background music, theme songs, jingles, or instrumental tracks. Generates a song from a style/mood prompt and optional lyrics via…

• Ppt Generation

  by @bytedance

  Use this skill when the user requests to generate, create, or make presentations (PPT/PPTX). Creates visually rich slides by generating images for each slide and composing them into a PowerPoint file.

• Video Generation

  by @bytedance

  Use this skill when the user requests to generate, create, or imagine videos. Supports structured prompts and reference image for guided generation.

• Academic Paper Review

  by @bytedance

  Use this skill when the user requests to review, analyze, critique, or summarize academic papers, research articles, preprints, or scientific publications. Supports comprehensive structured reviews covering methodology…

• Code Documentation

  by @bytedance

  Use this skill when the user requests to generate, create, or improve documentation for code, APIs, libraries, repositories, or software projects. Supports README generation, API reference documentation, inline code comments,…

• Frontend Design

  by @bytedance

  Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages,…

• Deep Research

  by @bytedance

  Use this skill instead of WebSearch for ANY question requiring web research. Trigger on queries like "what is X", "explain X", "compare X and Y", "research X", or before content generation tasks. Provides systematic multi-angle…

• Surprise Me

  by @bytedance

  Create a delightful, unexpected "wow" experience for the user by dynamically discovering and creatively combining other enabled skills. Triggers when the user says "surprise me" or any request expressing a desire for an…

• Web Design Guidelines

  by @bytedance

  Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", or "check my site against best practices".

• Acceptance

  by @lobehub

  End-to-end verification and self-evidence for a delivery in any repository, with or without a preconfigured verify plan. Discover an existing plan when one was handed to this run; otherwise author checks and publish a standalone…

• Mcp Builder

  by @shareAI-lab

  Build MCP (Model Context Protocol) servers that give Claude new capabilities. Use when user wants to create an MCP server, add tools to Claude, or integrate external services.

• Code Review

  by @shareAI-lab

  Perform thorough code reviews with security, performance, and maintainability analysis. Use when user asks to review code, check for bugs, or audit a codebase.

• Pdf

  by @shareAI-lab

  Process PDF files - extract text, create PDFs, merge documents. Use when user asks to read PDF, create PDF, or work with PDF files.

• Appdrag Automation

  by @ComposioHQ

  Automate Appdrag tasks via Rube MCP (Composio). Always search tools first for current schemas.

• AgentDB Learning Plugins

  by @ruvnet

  Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or…

• AgentDB Performance Optimization

  by @ruvnet

  Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of…

• AgentDB Memory Patterns

  by @ruvnet

  Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants.

• AgentDB Vector Search

  by @ruvnet

  Implement semantic vector search with AgentDB for intelligent document retrieval, similarity matching, and context-aware querying. Use when building RAG systems, semantic search engines, or intelligent knowledge bases.

• Agent Sona Learning Optimizer

  by @ruvnet

  Agent skill for sona-learning-optimizer - invoke with $agent-sona-learning-optimizer

• Agent Adaptive Coordinator

  by @ruvnet

  Agent skill for adaptive-coordinator - invoke with $agent-adaptive-coordinator

• Flow Nexus Neural

  by @ruvnet

  Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus

• Agent Neural Network

  by @ruvnet

  Agent skill for neural-network - invoke with $agent-neural-network

• Browser Intent

  by @ruvnet

  Execute a natural-language browser intent via page-agent (browser_act) when the target is easier to describe than to select — degrades gracefully when page-agent or an OpenAI-compatible LLM provider isn't configured

• Vector Search

  by @ruvnet

  Vector search via embeddings_* (large-scale HNSW) and ruvllm_hnsw_* (WASM router for ≤11 hot patterns), with RaBitQ 1-bit quantization for 32× memory reduction

• Browser Test

  by @ruvnet

  UI test recipe -- composes browser-record (capture) + browser-replay (verify) so every test produces a replayable RVF artifact, not an ephemeral run

• Agentdb Query

  by @ruvnet

  Query AgentDB through the controller bridge -- semantic routing, hierarchical recall, causal graphs, context synthesis, pattern store/search

• Release Openspec

  by @Fission-AI

  Use this skill when releasing OpenSpec: audit merged work and changeset coverage, decide whether a catch-up changeset PR is needed, prepare or resume the Changesets Version Packages PR, cut a beta or stable release, verify…

• Write Openspec Docs

  by @Fission-AI

  Switches into OpenSpec docs-writing mode; loads the house style guide and drafts or revises pages in its voice (action-first, no preamble, scannable). Use when writing or editing pages in the OpenSpec docs tree.

• Openspec Update Change

  by @Fission-AI

  Update an OpenSpec change by revising its existing planning artifacts and keeping them coherent with one another. Use when the user wants to revise a change's plan, fold new decisions into it, or reconcile its artifacts after an…

• Draft Openspec Docs

  by @Fission-AI

  Collaborative page-drafting mode for the OpenSpec docs. Builds a scratch plan inside the target page (purpose, structure, numbered draft steps), iterates on it with the user, then drafts one section per approved step and cleans…

• Openspec Explore

  by @Fission-AI

  Enter OpenSpec explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements in a project that uses OpenSpec. Use when the user wants to think through something before or during an…

• Openspec Propose

  by @Fission-AI

  Propose a new OpenSpec change with all artifacts generated in one step. Use when the user wants to quickly describe what they want to build and get a complete proposal with design, specs, and tasks ready for implementation. Also…

• Verify Openspec Docs

  by @Fission-AI

  Fact-checks OpenSpec user documentation with a fresh-context subagent that re-runs commands and checks claims against source. Manually triggered; not part of the drafting loop. Use when the user asks to verify, fact-check, or…

• Openspec New Change

  by @Fission-AI

  Start a new OpenSpec change using the experimental artifact workflow. Use when the user wants to create a new feature, fix, or modification with a structured step-by-step approach. Also use when the user says "openspec new…

• Openspec Bulk Archive Change

  by @Fission-AI

  Archive multiple completed OpenSpec changes at once. Use when archiving several parallel changes. Also use for a plural archive request - "openspec bulk-archive", "opsx bulk-archive", "openspec archive all", or "openspec archive…

• Openspec Continue Change

  by @Fission-AI

  Continue working on an OpenSpec change by creating the next artifact. Use when the user wants to progress their change, create the next artifact, or continue their workflow. Also use when the user says "openspec continue" or…