All skills

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification

Use when implementing any feature or bugfix, before writing implementation code

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions

Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies

Use when you have a written implementation plan to execute in a separate session with review checkpoints

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup

You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

Use when you have a spec or requirements for a multi-step task, before touching code

Use when completing tasks, implementing major features, or before merging to verify work meets requirements

Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always

Use when executing implementation plans with independent tasks in the current session

Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.

Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. Also handles migrating existing Claude API code between Claude model versions (4.5 → 4.6, 4.6 → 4.7, retired-model replacements). TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`; user asks for the Claude API, Anthropic SDK, or Managed Agents; user adds/modifies/tunes a Claude feature (caching, thinking, compaction, tool use, batch, files, citations, memory) or model (Opus/Sonnet/Haiku) in a file; questions about prompt caching / cache hit rate in an Anthropic SDK project. SKIP: file imports `openai`/other-provider SDK, filename like `*-openai.py`/`*-generic.py`, provider-neutral code, general programming/ML.

Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like "the xlsx in my downloads") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.

Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.

Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.

A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.

Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions "deck," "slides," "presentation," or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.

Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like "make me a GIF of X doing Y for Slack."

Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.

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, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.

Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.

Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.

Replace with description of the skill and when Claude should use it.

Fast headless browser for QA testing and site dogfooding. Navigate pages, interact with elements, verify state, diff before/after, take annotated screenshots, test responsive layouts, forms, uploads, dialogs, and capture bug evidence. Use when asked to open or test a site, verify a deployment, dogfood a user flow, or file a bug with screenshots. (gstack)

Auto-review pipeline — reads the full CEO, design, eng, and DX review skills from disk and runs them sequentially with auto-decisions using 6 decision principles. Surfaces taste decisions (close approaches, borderline scope, codex disagreements) at a final approval gate. One command, fully reviewed plan out. Use when asked to "auto review", "autoplan", "run all reviews", "review this plan automatically", or "make the decisions for me". Proactively suggest when the user has a plan file and wants to run the full review gauntlet without answering 15-30 intermediate questions. (gstack) Voice triggers (speech-to-text aliases): "auto plan", "automatic review".

Performance regression detection using the browse daemon. Establishes baselines for page load times, Core Web Vitals, and resource sizes. Compares before/after on every PR. Tracks performance trends over time. Use when: "performance", "benchmark", "page speed", "lighthouse", "web vitals", "bundle size", "load time". (gstack) Voice triggers (speech-to-text aliases): "speed test", "check performance".

Cross-model benchmark for gstack skills. Runs the same prompt through Claude, GPT (via Codex CLI), and Gemini side-by-side — compares latency, tokens, cost, and optionally quality via LLM judge. Answers "which model is actually best for this skill?" with data instead of vibes. Separate from /benchmark, which measures web page performance. Use when: "benchmark models", "compare models", "which model is best for X", "cross-model comparison", "model shootout". (gstack) Voice triggers (speech-to-text aliases): "compare models", "model shootout", "which model is best".

Fast headless browser for QA testing and site dogfooding. Navigate any URL, interact with elements, verify page state, diff before/after actions, take annotated screenshots, check responsive layouts, test forms and uploads, handle dialogs, and assert element states. ~100ms per command. Use when you need to test a feature, verify a deployment, dogfood a user flow, or file a bug with evidence. Use when asked to "open in browser", "test the site", "take a screenshot", or "dogfood this". (gstack)

Post-deploy canary monitoring. Watches the live app for console errors, performance regressions, and page failures using the browse daemon. Takes periodic screenshots, compares against pre-deploy baselines, and alerts on anomalies. Use when: "monitor deploy", "canary", "post-deploy check", "watch production", "verify deploy". (gstack)

Safety guardrails for destructive commands. Warns before rm -rf, DROP TABLE, force-push, git reset --hard, kubectl delete, and similar destructive operations. User can override each warning. Use when touching prod, debugging live systems, or working in a shared environment. Use when asked to "be careful", "safety mode", "prod mode", or "careful mode". (gstack)

OpenAI Codex CLI wrapper — three modes. Code review: independent diff review via codex review with pass/fail gate. Challenge: adversarial mode that tries to break your code. Consult: ask codex anything with session continuity for follow-ups. The "200 IQ autistic developer" second opinion. Use when asked to "codex review", "codex challenge", "ask codex", "second opinion", or "consult codex". (gstack) Voice triggers (speech-to-text aliases): "code x", "code ex", "get another opinion".

Launch GStack Browser — AI-controlled Chromium with the sidebar extension baked in. Opens a visible browser window where you can watch every action in real time. The sidebar shows a live activity feed and chat. Anti-bot stealth built in. Use when asked to "open gstack browser", "launch browser", "connect chrome", "open chrome", "real browser", "launch chrome", "side panel", or "control my browser". Voice triggers (speech-to-text aliases): "show me the browser".

Restore working context saved earlier by /context-save. Loads the most recent saved state (across all branches by default) so you can pick up where you left off — even across Conductor workspace handoffs. Use when asked to "resume", "restore context", "where was I", or "pick up where I left off". Pair with /context-save. Formerly /checkpoint resume — renamed because Claude Code treats /checkpoint as a native rewind alias in current environments. (gstack)

Save working context. Captures git state, decisions made, and remaining work so any future session can pick up without losing a beat. Use when asked to "save progress", "save state", "context save", or "save my work". Pair with /context-restore to resume later. Formerly /checkpoint — renamed because Claude Code treats /checkpoint as a native rewind alias in current environments, which was shadowing this skill. (gstack)

Chief Security Officer mode. Infrastructure-first security audit: secrets archaeology, dependency supply chain, CI/CD pipeline security, LLM/AI security, skill supply chain scanning, plus OWASP Top 10, STRIDE threat modeling, and active verification. Two modes: daily (zero-noise, 8/10 confidence gate) and comprehensive (monthly deep scan, 2/10 bar). Trend tracking across audit runs. Use when: "security audit", "threat model", "pentest review", "OWASP", "CSO review". (gstack) Voice triggers (speech-to-text aliases): "see-so", "see so", "security review", "security check", "vulnerability scan", "run security".

Design consultation: understands your product, researches the landscape, proposes a complete design system (aesthetic, typography, color, layout, spacing, motion), and generates font+color preview pages. Creates DESIGN.md as your project's design source of truth. For existing sites, use /plan-design-review to infer the system instead. Use when asked to "design system", "brand guidelines", or "create DESIGN.md". Proactively suggest when starting a new project's UI with no existing design system or DESIGN.md. (gstack)

Design finalization: generates production-quality Pretext-native HTML/CSS. Works with approved mockups from /design-shotgun, CEO plans from /plan-ceo-review, design review context from /plan-design-review, or from scratch with a user description. Text actually reflows, heights are computed, layouts are dynamic. 30KB overhead, zero deps. Smart API routing: picks the right Pretext patterns for each design type. Use when: "finalize this design", "turn this into HTML", "build me a page", "implement this design", or after any planning skill. Proactively suggest when user has approved a design or has a plan ready. (gstack) Voice triggers (speech-to-text aliases): "build the design", "code the mockup", "make it real".

Designer's eye QA: finds visual inconsistency, spacing issues, hierarchy problems, AI slop patterns, and slow interactions — then fixes them. Iteratively fixes issues in source code, committing each fix atomically and re-verifying with before/after screenshots. For plan-mode design review (before implementation), use /plan-design-review. Use when asked to "audit the design", "visual QA", "check if it looks good", or "design polish". Proactively suggest when the user mentions visual inconsistencies or wants to polish the look of a live site. (gstack)

Design shotgun: generate multiple AI design variants, open a comparison board, collect structured feedback, and iterate. Standalone design exploration you can run anytime. Use when: "explore designs", "show me options", "design variants", "visual brainstorm", or "I don't like how this looks". Proactively suggest when the user describes a UI feature but hasn't seen what it could look like. (gstack)

Live developer experience audit. Uses the browse tool to actually TEST the developer experience: navigates docs, tries the getting started flow, times TTHW, screenshots error messages, evaluates CLI help text. Produces a DX scorecard with evidence. Compares against /plan-devex-review scores if they exist (the boomerang: plan said 3 minutes, reality says 8). Use when asked to "test the DX", "DX audit", "developer experience test", or "try the onboarding". Proactively suggest after shipping a developer-facing feature. (gstack) Voice triggers (speech-to-text aliases): "dx audit", "test the developer experience", "try the onboarding", "developer experience test".

Post-ship documentation update. Reads all project docs, cross-references the diff, updates README/ARCHITECTURE/CONTRIBUTING/CLAUDE.md to match what shipped, polishes CHANGELOG voice, cleans up TODOS, and optionally bumps VERSION. Use when asked to "update the docs", "sync documentation", or "post-ship docs". Proactively suggest after a PR is merged or code is shipped. (gstack)

Restrict file edits to a specific directory for the session. Blocks Edit and Write outside the allowed path. Use when debugging to prevent accidentally "fixing" unrelated code, or when you want to scope changes to one module. Use when asked to "freeze", "restrict edits", "only edit this folder", or "lock down edits". (gstack)

Upgrade gstack to the latest version. Detects global vs vendored install, runs the upgrade, and shows what's new. Use when asked to "upgrade gstack", "update gstack", or "get latest version". Voice triggers (speech-to-text aliases): "upgrade the tools", "update the tools", "gee stack upgrade", "g stack upgrade".

Full safety mode: destructive command warnings + directory-scoped edits. Combines /careful (warns before rm -rf, DROP TABLE, force-push, etc.) with /freeze (blocks edits outside a specified directory). Use for maximum safety when touching prod or debugging live systems. Use when asked to "guard mode", "full safety", "lock it down", or "maximum safety". (gstack)

Code quality dashboard. Wraps existing project tools (type checker, linter, test runner, dead code detector, shell linter), computes a weighted composite 0-10 score, and tracks trends over time. Use when: "health check", "code quality", "how healthy is the codebase", "run all checks", "quality score". (gstack)

Systematic debugging with root cause investigation. Four phases: investigate, analyze, hypothesize, implement. Iron Law: no fixes without root cause. Use when asked to "debug this", "fix this bug", "why is this broken", "investigate this error", or "root cause analysis". Proactively invoke this skill (do NOT debug directly) when the user reports errors, 500 errors, stack traces, unexpected behavior, "it was working yesterday", or is troubleshooting why something stopped working. (gstack)

Land and deploy workflow. Merges the PR, waits for CI and deploy, verifies production health via canary checks. Takes over after /ship creates the PR. Use when: "merge", "land", "deploy", "merge and verify", "land it", "ship it to production". (gstack)

Manage project learnings. Review, search, prune, and export what gstack has learned across sessions. Use when asked to "what have we learned", "show learnings", "prune stale learnings", or "export learnings". Proactively suggest when the user asks about past patterns or wonders "didn't we fix this before?"

Turn any markdown file into a publication-quality PDF. Proper 1in margins, intelligent page breaks, page numbers, cover pages, running headers, curly quotes and em dashes, clickable TOC, diagonal DRAFT watermark. Not a draft artifact — a finished artifact. Use when asked to "make a PDF", "export to PDF", "turn this markdown into a PDF", or "generate a document". (gstack) Voice triggers (speech-to-text aliases): "make this a pdf", "make it a pdf", "export to pdf", "turn this into a pdf", "turn this markdown into a pdf", "generate a pdf", "make a pdf from", "pdf this markdown".

YC Office Hours — two modes. Startup mode: six forcing questions that expose demand reality, status quo, desperate specificity, narrowest wedge, observation, and future-fit. Builder mode: design thinking brainstorming for side projects, hackathons, learning, and open source. Saves a design doc. Use when asked to "brainstorm this", "I have an idea", "help me think through this", "office hours", or "is this worth building". Proactively invoke this skill (do NOT answer directly) when the user describes a new product idea, asks whether something is worth building, wants to think through design decisions for something that doesn't exist yet, or is exploring a concept before any code is written. Use before /plan-ceo-review or /plan-eng-review. (gstack)

Pair a remote AI agent with your browser. One command generates a setup key and prints instructions the other agent can follow to connect. Works with OpenClaw, Hermes, Codex, Cursor, or any agent that can make HTTP requests. The remote agent gets its own tab with scoped access (read+write by default, admin on request). Use when asked to "pair agent", "connect agent", "share browser", "remote browser", "let another agent use my browser", or "give browser access". (gstack) Voice triggers (speech-to-text aliases): "pair agent", "connect agent", "share my browser", "remote browser access".

CEO/founder-mode plan review. Rethink the problem, find the 10-star product, challenge premises, expand scope when it creates a better product. Four modes: SCOPE EXPANSION (dream big), SELECTIVE EXPANSION (hold scope + cherry-pick expansions), HOLD SCOPE (maximum rigor), SCOPE REDUCTION (strip to essentials). Use when asked to "think bigger", "expand scope", "strategy review", "rethink this", or "is this ambitious enough". Proactively suggest when the user is questioning scope or ambition of a plan, or when the plan feels like it could be thinking bigger. (gstack)

Designer's eye plan review — interactive, like CEO and Eng review. Rates each design dimension 0-10, explains what would make it a 10, then fixes the plan to get there. Works in plan mode. For live site visual audits, use /design-review. Use when asked to "review the design plan" or "design critique". Proactively suggest when the user has a plan with UI/UX components that should be reviewed before implementation. (gstack)

Interactive developer experience plan review. Explores developer personas, benchmarks against competitors, designs magical moments, and traces friction points before scoring. Three modes: DX EXPANSION (competitive advantage), DX POLISH (bulletproof every touchpoint), DX TRIAGE (critical gaps only). Use when asked to "DX review", "developer experience audit", "devex review", or "API design review". Proactively suggest when the user has a plan for developer-facing products (APIs, CLIs, SDKs, libraries, platforms, docs). (gstack) Voice triggers (speech-to-text aliases): "dx review", "developer experience review", "devex review", "devex audit", "API design review", "onboarding review".

Eng manager-mode plan review. Lock in the execution plan — architecture, data flow, diagrams, edge cases, test coverage, performance. Walks through issues interactively with opinionated recommendations. Use when asked to "review the architecture", "engineering review", or "lock in the plan". Proactively suggest when the user has a plan or design doc and is about to start coding — to catch architecture issues before implementation. (gstack) Voice triggers (speech-to-text aliases): "tech review", "technical review", "plan engineering review".

Self-tuning question sensitivity + developer psychographic for gstack (v1: observational). Review which AskUserQuestion prompts fire across gstack skills, set per-question preferences (never-ask / always-ask / ask-only-for-one-way), inspect the dual-track profile (what you declared vs what your behavior suggests), and enable/disable question tuning. Conversational interface — no CLI syntax required. Use when asked to "tune questions", "stop asking me that", "too many questions", "show my profile", "what questions have I been asked", "show my vibe", "developer profile", or "turn off question tuning". (gstack) Proactively suggest when the user says the same gstack question has come up before, or when they explicitly override a recommendation for the Nth time.

Systematically QA test a web application and fix bugs found. Runs QA testing, then iteratively fixes bugs in source code, committing each fix atomically and re-verifying. Use when asked to "qa", "QA", "test this site", "find bugs", "test and fix", or "fix what's broken". Proactively suggest when the user says a feature is ready for testing or asks "does this work?". Three tiers: Quick (critical/high only), Standard (+ medium), Exhaustive (+ cosmetic). Produces before/after health scores, fix evidence, and a ship-readiness summary. For report-only mode, use /qa-only. (gstack) Voice triggers (speech-to-text aliases): "quality check", "test the app", "run QA".

Report-only QA testing. Systematically tests a web application and produces a structured report with health score, screenshots, and repro steps — but never fixes anything. Use when asked to "just report bugs", "qa report only", or "test but don't fix". For the full test-fix-verify loop, use /qa instead. Proactively suggest when the user wants a bug report without any code changes. (gstack) Voice triggers (speech-to-text aliases): "bug report", "just check for bugs".

Weekly engineering retrospective. Analyzes commit history, work patterns, and code quality metrics with persistent history and trend tracking. Team-aware: breaks down per-person contributions with praise and growth areas. Use when asked to "weekly retro", "what did we ship", or "engineering retrospective". Proactively suggest at the end of a work week or sprint. (gstack)

Pre-landing PR review. Analyzes diff against the base branch for SQL safety, LLM trust boundary violations, conditional side effects, and other structural issues. Use when asked to "review this PR", "code review", "pre-landing review", or "check my diff". Proactively suggest when the user is about to merge or land code changes. (gstack)

Import cookies from your real Chromium browser into the headless browse session. Opens an interactive picker UI where you select which cookie domains to import. Use before QA testing authenticated pages. Use when asked to "import cookies", "login to the site", or "authenticate the browser". (gstack)

Configure deployment settings for /land-and-deploy. Detects your deploy platform (Fly.io, Render, Vercel, Netlify, Heroku, GitHub Actions, custom), production URL, health check endpoints, and deploy status commands. Writes the configuration to CLAUDE.md so all future deploys are automatic. Use when: "setup deploy", "configure deployment", "set up land-and-deploy", "how do I deploy with gstack", "add deploy config".

Ship workflow: detect + merge base branch, run tests, review diff, bump VERSION, update CHANGELOG, commit, push, create PR. Use when asked to "ship", "deploy", "push to main", "create a PR", "merge and push", or "get it deployed". Proactively invoke this skill (do NOT push/PR directly) when the user says code is ready, asks about deploying, wants to push code up, or asks to create a PR. (gstack)

Clear the freeze boundary set by /freeze, allowing edits to all directories again. Use when you want to widen edit scope without ending the session. Use when asked to "unfreeze", "unlock edits", "remove freeze", or "allow all edits". (gstack)

Extract clean markdown content from web pages using Defuddle CLI, removing clutter and navigation to save tokens. Use instead of WebFetch when the user provides a URL to read or analyze, for online documentation, articles, blog posts, or any standard web page. Do NOT use for URLs ending in .md — those are already markdown, use WebFetch directly.

Create and edit Obsidian Flavored Markdown with wikilinks, embeds, callouts, properties, and other Obsidian-specific syntax. Use when working with .md files in Obsidian, or when the user mentions wikilinks, callouts, frontmatter, tags, embeds, or Obsidian notes.

Create and edit Obsidian Bases (.base files) with views, filters, formulas, and summaries. Use when working with .base files, creating database-like views of notes, or when the user mentions Bases, table views, card views, filters, or formulas in Obsidian.

Interact with Obsidian vaults using the Obsidian CLI to read, create, search, and manage notes, tasks, properties, and more. Also supports plugin and theme development with commands to reload plugins, run JavaScript, capture errors, take screenshots, and inspect the DOM. Use when the user asks to interact with their Obsidian vault, manage notes, search vault content, perform vault operations from the command line, or develop and debug Obsidian plugins and themes.

Create and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections. Use when working with .canvas files, creating visual canvases, mind maps, flowcharts, or when the user mentions Canvas files in Obsidian.

Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use.

Audit and improve CLAUDE.md files in repositories. Use when user asks to check, audit, update, improve, or fix CLAUDE.md files. Scans for all CLAUDE.md files, evaluates quality against templates, outputs quality report, then makes targeted updates. Also use when the user mentions "CLAUDE.md maintenance" or "project memory optimization".

This skill should be used when the user asks to "demonstrate skills", "show skill format", "create a skill template", or discusses skill development patterns. Provides a reference template for creating Claude Code plugin skills.

An example user-invoked skill that demonstrates frontmatter options and the skills/<name>/SKILL.md layout

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

This skill should be used when the user asks to "create a hookify rule", "write a hook rule", "configure hookify", "add a hookify rule", or needs guidance on hookify rule syntax and patterns.

Solve competition math problems (IMO, Putnam, USAMO, AIME) with adversarial verification that catches the errors self-verification misses. Activates when asked to 'solve this IMO problem', 'prove this olympiad inequality', 'verify this competition proof', 'find a counterexample', 'is this proof correct', or for any problem with 'IMO', 'Putnam', 'USAMO', 'olympiad', or 'competition math' in it. Uses pure reasoning (no tools) — then a fresh-context adversarial verifier attacks the proof using specific failure patterns, not generic 'check logic'. Outputs calibrated confidence — will say 'no confident solution' rather than bluff. If LaTeX is available, produces a clean PDF after verification passes.

This skill should be used when the user asks to "build an MCP server", "create an MCP", "make an MCP integration", "wrap an API for Claude", "expose tools to Claude", "make an MCP app", or discusses building something with the Model Context Protocol. It is the entry point for MCP server development — it interrogates the user about their use case, determines the right deployment model (remote HTTP, MCPB, local stdio), picks a tool-design pattern, and hands off to specialized skills.

This skill should be used when the user wants to build an "MCP app", add "interactive UI" or "widgets" to an MCP server, "render components in chat", build "MCP UI resources", make a tool that shows a "form", "picker", "dashboard" or "confirmation dialog" inline in the conversation, or mentions "apps SDK" in the context of MCP. Use AFTER the build-mcp-server skill has settled the deployment model, or when the user already knows they want UI widgets.

This skill should be used when the user wants to "package an MCP server", "bundle an MCP", "make an MCPB", "ship a local MCP server", "distribute a local MCP", discusses ".mcpb files", mentions bundling a Node or Python runtime with their MCP server, or needs an MCP server that interacts with the local filesystem, desktop apps, or OS and must be installable without the user having Node/Python set up.

Creates interactive HTML playgrounds — self-contained single-file explorers that let users configure something visually through controls, see a live preview, and copy out a prompt. Use when the user asks to make a playground, explorer, or interactive tool for a topic.

This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command", "define command arguments", "use command frontmatter", "organize commands", "create command with file references", "interactive command", "use AskUserQuestion in command", or needs guidance on slash command structure, YAML frontmatter fields, dynamic arguments, bash execution in commands, user interaction patterns, or command development best practices for Claude Code.

This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

This skill should be used when the user asks about "plugin settings", "store plugin configuration", "user-configurable plugin", ".local.md files", "plugin state files", "read YAML frontmatter", "per-project plugin settings", or wants to make plugin behavior configurable. Documents the .claude/plugin-name.local.md pattern for storing plugin-specific configuration with YAML frontmatter and markdown content.

This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", "set up plugin.json", "use ${CLAUDE_PLUGIN_ROOT}", "add commands/agents/skills/hooks", "configure auto-discovery", or needs guidance on plugin directory layout, manifest configuration, component organization, file naming conventions, or Claude Code plugin architecture best practices.

This skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement prompt-based hooks", "use ${CLAUDE_PLUGIN_ROOT}", "set up event-driven automation", "block dangerous commands", or mentions hook events (PreToolUse, PostToolUse, Stop, SubagentStop, SessionStart, SessionEnd, UserPromptSubmit, PreCompact, Notification). Provides comprehensive guidance for creating and implementing Claude Code plugin hooks with focus on advanced prompt-based hooks API.

This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.

This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins.

Generate an explorable HTML report of Claude Code session usage (tokens, cache, subagents, skills, expensive prompts) from ~/.claude/projects transcripts.

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, passive voice, negative parallelisms, and filler phrases.

Generates optimized prompts for any AI tool. Use when writing, fixing, improving, or adapting a prompt for LLM, Cursor, Midjourney, image AI, video AI, coding agents, or any other AI tool.

Use this skill when you see `/omo`. Multi-agent orchestration for "code analysis / bug investigation / fix planning / implementation". Choose the minimal agent set and order based on task type + risk; recipes below show common patterns.

This skill should be used when generating comprehensive test cases from PRD documents or user requirements. Triggers when users request test case generation, QA planning, test scenario creation, or need structured test documentation. Produces detailed test cases covering functional, edge case, error handling, and state transition scenarios.

This skill should be used for structured feature development with codebase understanding. Triggers on /do command. Provides a 5-phase workflow (Understand, Clarify, Design, Implement, Complete) using codeagent-wrapper to orchestrate code-explorer, code-architect, code-reviewer, and develop agents in parallel.

Reviews code for bugs, logic errors, security vulnerabilities, code quality issues, and adherence to project conventions, using confidence-based filtering to report only high-priority issues that truly matter

Deeply analyzes existing codebase features by tracing execution paths, mapping architecture layers, understanding patterns and abstractions, and documenting dependencies to inform new development

Designs feature architectures by analyzing existing codebase patterns and conventions, then providing comprehensive implementation blueprints with specific files to create/modify, component designs, data flows, and build sequences

Interactive Product Owner skill for requirements gathering, analysis, and PRD generation. Triggers when users request product requirements, feature specification, PRD creation, or need help understanding and documenting project requirements. Uses quality scoring and iterative dialogue to ensure comprehensive requirements before generating professional PRD documents.

This skill should be used for multi-session autonomous agent work requiring progress checkpointing, failure recovery, and task dependency management. Triggers on '/harness' command, or when a task involves many subtasks needing progress persistence, sleep/resume cycles across context windows, recovery from mid-task failures with partial state, or distributed work across multiple agent sessions. Synthesized from Anthropic and OpenAI engineering practices for long-running agents.

This skill should be used for browser automation tasks using Chrome DevTools Protocol (CDP). Triggers when users need to launch Chrome with remote debugging, navigate pages, execute JavaScript in browser context, capture screenshots, or interactively select DOM elements. No MCP server required.

Install Claude skills from GitHub repositories with automated security scanning. Triggers when users want to install skills from a GitHub URL, need to browse available skills in a repository, or want to safely add new skills to their Claude environment.

Execute codeagent-wrapper for multi-backend AI code tasks. Supports Codex, Claude, Gemini, and OpenCode backends with agent presets, skill injection, file references (@syntax), worktree isolation, parallel execution, and structured output.

Extreme lightweight end-to-end development workflow with requirements clarification, intelligent backend selection, parallel codeagent execution, and mandatory 90% test coverage

This skill should be used when users need to generate detailed, structured prompts for creating UI/UX prototypes. Trigger when users request help with "create a prototype prompt", "design a mobile app", "generate UI specifications", or need comprehensive design documentation for web/mobile applications. Works with multiple design systems including WeChat Work, iOS Native, Material Design, and Ant Design Mobile.

Minimal SPARV workflow (Specify→Plan→Act→Review→Vault) with 10-point spec gate, unified journal, 2-action saves, 3-failure protocol, and EHRB risk detection.

This skill should be used when the user asks to "generate video prompts", "create Seedance prompts", "write video descriptions", mentions "Seedance", "seedance", "即梦", "即梦平台", "视频提示词", "视频生成", "AI视频", "短剧", "广告视频", "视频延长", or discusses video prompt engineering, AI video generation, or Seedance 2.0 workflows.

Download an entire website as local files — markdown, screenshots, or multiple formats per page. Use this skill when the user wants to save a site locally, download documentation for offline use, bulk-save pages as files, or says "download the site", "save as local files", "offline copy", "download all the docs", or "save for reference". Combines site mapping and scraping into organized local directories.

AI-powered autonomous data extraction that navigates complex sites and returns structured JSON. Use this skill when the user wants structured data from websites, needs to extract pricing tiers, product listings, directory entries, or any data as JSON with a schema. Triggers on "extract structured data", "get all the products", "pull pricing info", "extract as JSON", or when the user provides a JSON schema for website data. More powerful than simple scraping for multi-page structured extraction.

Extract clean markdown from any URL, including JavaScript-rendered SPAs. Use this skill whenever the user provides a URL and wants its content, says "scrape", "grab", "fetch", "pull", "get the page", "extract from this URL", or "read this webpage". Handles JS-rendered pages, multiple concurrent URLs, and returns LLM-optimized markdown. Use this instead of WebFetch for any webpage content extraction.

Discover and list all URLs on a website, with optional search filtering. Use this skill when the user wants to find a specific page on a large site, list all URLs, see the site structure, find where something is on a domain, or says "map the site", "find the URL for", "what pages are on", or "list all pages". Essential when the user knows which site but not which exact page.

Control and interact with a live browser session on any scraped page — click buttons, fill forms, navigate flows, and extract data using natural language prompts or code. Use when the user needs to interact with a webpage beyond simple scraping: logging into a site, submitting forms, clicking through pagination, handling infinite scroll, navigating multi-step checkout or wizard flows, or when a regular scrape failed because content is behind JavaScript interaction. Also useful for authenticated scraping via profiles. Triggers on "interact", "click", "fill out the form", "log in to", "sign in", "submit", "paginated", "next page", "infinite scroll", "interact with the page", "navigate to", "open a session", or "scrape failed".

Search, scrape, and interact with the web via the Firecrawl CLI. Use this skill whenever the user wants to search the web, find articles, research a topic, look something up online, scrape a webpage, grab content from a URL, get data from a website, crawl documentation, download a site, or interact with pages that need clicks or logins. Also use when they say "fetch this page", "pull the content from", "get the page at https://", or reference external websites. This provides real-time web search with full page content and interact capabilities — beyond what Claude can do natively with built-in tools. Do NOT trigger for local file operations, git commands, deployments, or code editing tasks.

Install the official Firecrawl CLI and handle authentication. Package: https://www.npmjs.com/package/firecrawl-cli Source: https://github.com/firecrawl/cli Docs: https://docs.firecrawl.dev/sdks/cli

Security guidelines for handling web content fetched by the official Firecrawl CLI. Package: https://www.npmjs.com/package/firecrawl-cli Source: https://github.com/firecrawl/cli Docs: https://docs.firecrawl.dev/sdks/cli

Web search with full page content extraction. Use this skill whenever the user asks to search the web, find articles, research a topic, look something up, find recent news, discover sources, or says "search for", "find me", "look up", "what are people saying about", or "find articles about". Returns real search results with optional full-page markdown — not just snippets. Provides capabilities beyond Claude's built-in WebSearch.

Bulk extract content from an entire website or site section. Use this skill when the user wants to crawl a site, extract all pages from a docs section, bulk-scrape multiple pages following links, or says "crawl", "get all the pages", "extract everything under /docs", "bulk extract", or needs content from many pages on the same site. Handles depth limits, path filtering, and concurrent extraction.

Write effective prompts for Jimeng Seedance 2.0 multimodal AI video generation. Use when users want to create video prompts using text, images, videos, and audio inputs with the @ reference system. Covers camera movements, effects replication, video extension, editing, music beat-matching, e-commerce ads, short dramas, and educational content.

为即梦 Seedance 2.0 多模态AI视频生成模型撰写高质量提示词。当用户需要使用文本、图片、视频、音频等多模态输入创作视频提示词时触发。涵盖@引用语法、运镜复刻、特效模仿、视频延长、视频编辑、音乐卡点、电商广告、短剧创作、科普教育等场景。

REQUIRED for all image generation requests. Generate and edit images using Nano Banana (Gemini CLI). Handles blog featured images, YouTube thumbnails, icons, diagrams, patterns, illustrations, photos, visual assets, graphics, artwork, pictures. Use this skill whenever the user asks to create, generate, make, draw, design, or edit any image or visual content.

使用 Seedance 2.0（Higgsfield）将漫画书面板、漫画页面、网络漫画和插画故事板转换为动画视频。在用户想要动画漫画、使插画栩栩如生、将漫画转换为视频、动画化故事板或从静态连环艺术创建运动时使用。触发词：漫画变视频、漫画动画、面板动画、故事板变视频、网络漫画动画、漫画书运动、连环艺术、图形小说动画或任何插画转动画请求。即使用户说"使这个画动起来"或"动画化这一页"也要使用。

为 Seedance 2.0（Higgsfield）生成产品360°转盘、多角度展示和产品揭示视频提示。在用户想要产品旋转视频、转盘展示、产品揭示、360度视图、多角度产品展示、产品美妆镜头、主产品视频或开箱揭示时使用。触发条件：产品360、转盘、产品旋转、多角度、产品揭示、产品展示、主镜头、美妆镜头、产品旋转、开箱，或任何请求从多个角度展示物理产品。即使是"从所有侧面显示我的产品"或"制作产品视频"。

为软件和技术公司使用 Seedance 2.0（Higgsfield）生成运动设计广告视频提示。在用户想要创建软件产品广告、SaaS推广、应用启动视频、技术演示、UI展示、启动视频或技术公司的运动图形时使用。触发条件：软件广告、SaaS视频、产品发布、应用推广、技术商业广告、UI动画、运动设计广告、启动视频、产品演示视频、功能展示，或任何软件/技术推广视频请求。即使是"为我的应用制作视频"或"推广我们的平台"。

为 Seedance 2.0（Higgsfield）生成音乐视频和节拍同步视觉内容提示。在用户想要创建音乐视频、歌词视频、节拍同步视觉、表演视频、音乐会视觉、专辑艺术动画或音乐驱动的视觉内容时使用。触发条件：音乐视频、歌词视频、节拍同步、音乐可视化、表演视频、音乐会视觉、专辑视觉、歌曲视频、音乐剪辑、节拍下降视觉、节奏同步，或任何音乐驱动的视频请求。即使是"为我的歌曲制作视觉"或"这首曲目的视频"。

为 Seedance 2.0（Higgsfield）生成三维CGI和渲染视频提示词。在用户想要三维渲染、CGI、皮克斯风格、Unreal Engine、逼真3D、计算机生成或数字渲染视频内容时使用。触发词：3D动画、CGI、渲染、Blender、Unreal Engine、octane render、光线追踪、体积、次表面散射、基于物理的渲染或任何3D/CG视频请求。即使用户只说"使其看起来像3D"或描述了渲染美学，也要使用。

为 Seedance 2.0（Higgsfield）生成房地产、建筑和室内设计展示视频提示。在用户想要财产巡览、房地产清单、建筑展示、室内设计视频、家居登台内容、财产营销、虚拟巡览、施工揭示或任何房地产/建筑视频时使用。在以下情况下触发：房地产、财产、房屋、公寓、建筑、室内设计、房屋巡览、清单视频、财产营销、虚拟巡览、建筑、施工、翻新、家居登台或任何房地产/建筑视频请求。即使是"为我的清单制作视频"或"展示这一财产"也适用。

使用 Seedance 2.0（Higgsfield）为电子商务产品生成广告视频提示。在用户想要产品广告、电子商务视频、产品展示、开箱、产品演示、购物广告、时尚广告、美容广告、食品广告或任何用于在线销售的商业产品视频时使用。触发条件：产品广告、电子商务、产品展示、Amazon视频、Shopify广告、Instagram店铺、TikTok店铺、产品商业广告、时尚视频、美容广告、食品广告、产品演示、一件代发视频，或任何产品推广视频请求。即使是"为我的产品制作视频"或"产品推广"。

为 Seedance 2.0（Higgsfield）生成品牌叙事和叙述视频提示。在用户想要创建品牌故事视频、公司起源故事、使命视频、关于我们视频、品牌电影、企业叙事、创始人故事、品牌颂歌、公司文化视频或情感品牌内容时使用。在以下情况下触发：品牌故事、品牌视频、公司故事、起源故事、关于我们、使命视频、品牌电影、品牌颂歌、企业视频、公司文化、创始人故事、品牌叙事或任何品牌/公司叙事视频请求。即使是"讲述我们的公司故事"或"为我们的使命制作视频"也适用。

为 Seedance 2.0（Higgsfield）生成食品和饮料视频提示。在用户想要食品视频、食谱内容、餐厅宣传、饮料广告、烹饪视频、食品 ASMR、菜单展示、食品配送广告、咖啡馆内容或任何食品/饮料视频时使用。在以下情况下触发：食品视频、食谱、烹饪、餐厅、饮料、食品广告、食品 ASMR、菜单、咖啡馆、鸡尾酒、食品摄影视频、开胃吸引力、食品造型、美食直播或任何食品/饮料视频请求。即使是"让我的食物看起来美味"或"餐厅宣传视频"也适用。

使用 Seedance 2.0（Higgsfield）为 TikTok、Instagram Reels 和 YouTube Shorts 生成病毒式社交媒体钩子视频提示。在用户想要创建令人停下滚动的钩子、病毒式短视频、引人注目的开场白、TikTok 内容、Reels 内容、Shorts 内容或任何社交媒体优化视频时使用。在以下情况下触发：社交媒体视频、TikTok、Instagram Reels、YouTube Shorts、病毒视频、钩子、滚动停止器、短视频、趋势、参与、浏览量或任何社交媒体视频内容请求。即使是"做一些能获得浏览量的东西"或"病毒式内容"也适用。

为 Seedance 2.0（Higgsfield）生成强烈的动作场景和打斗序列视频提示词。在用户想要打斗场景、格斗、武术、战斗、动作编舞、剑斗、手对手格斗、追逐场景、超级英雄动作或任何高能动作视频时使用。触发词：打斗、格斗、战争、武术、动作场景、编舞、决斗、剑斗、功夫、追逐、斗殴、拳、踢、武器格斗、超级英雄打斗或任何动作/打斗请求。即使用户说"制作一个高强度动作视频"或"史诗战斗"也要使用。

为 Seedance 2.0（Higgsfield）生成电影级胶片风格视频提示词。在用户想要电影级、胶片感、电影质量、好莱坞风格、戏剧性或专业胶片质量的AI视频时使用。触发词：电影级、胶片感、电影场景、戏剧性打光、景深、镜头光晕、变形、信箱式、黑色电影、史诗、稳定摄像机、推车镜头、吊臂镜头或任何电影级视频生成请求。即使用户没有明确说"电影级"但描述了胶片美学，也要使用此技能。

为 Seedance 2.0（Higgsfield）生成卡通和动画风格视频提示词。在用户想要卡通、2D动画、赛璐珞着色、手绘、插画、平面动画或运动图形动画风格视频时使用。触发词：卡通、动画、赛璐珞着色、手绘、插画、平面设计动画、矢量动画、复古卡通、橡皮软管、运动图形或任何卡通/动画风格请求。即使用户含糊地说"使其看起来像动画"或"有趣多彩的风格"也要使用。

为 Seedance 2.0（Higgsfield）生成时尚造型书、模特展示和风格视频提示。在用户想要时尚视频内容、造型书视频、模特走秀、服装展示、风格指南、时尚活动、跑道片段、街头风格内容或任何时尚/服装视频时使用。在以下情况下触发：时尚视频、造型书、模特展示、服装、风格指南、时尚活动、跑道、街头风格、系列发布、时尚广告、服装视频、OOTD、时尚电影或任何时尚/模特视频请求。即使是"展示这件服装"或"为我的品牌提供时尚内容"也适用。

为 Seedance 2.0（Higgsfield）生成动漫风格视频提示。在用户想要动漫、日本动画风格、少年漫画动作、青年漫画戏剧、魔法少女、机甲、异世界、日常生活动漫或任何日本动画美学时使用。触发条件：动漫、日本动画、少年漫画、青年漫画、漫画风格视频、动漫格斗、动漫片头、动漫片尾、樱花、迷你人物、可爱风格、机甲、异世界，或任何动漫风格请求。即使是"让它看起来像动漫"或"日本卡通风格"。

Use this skill whenever the user wants Claude to directly interact with their Obsidian vault — reading a note or daily note, writing or appending content, searching vault contents, counting or listing notes, managing tasks, moving or renaming files, finding orphaned notes or broken links. Without this skill, Claude has no way to access vault data or execute vault operations. Treat any request that implies "go into my vault and do X" as a trigger — the user is asking Claude to act, not to explain. Also trigger for vault automation, CLI scripting, or cron-based workflows involving Obsidian. Skip for pure conceptual questions: how Obsidian's GUI works, navigating settings menus, theme or plugin installation via the UI, or general Dataview query syntax — anything where the user needs an explanation rather than Claude performing a vault operation.

Use this skill whenever the user wants Claude to directly interact with their Obsidian vault — reading a note or daily note, writing or appending content, searching vault contents, counting or listing notes, managing tasks, moving or renaming files, finding orphaned notes or broken links. Without this skill, Claude has no way to access vault data or execute vault operations. Treat any request that implies "go into my vault and do X" as a trigger — the user is asking Claude to act, not to explain. Also trigger for vault automation, CLI scripting, or cron-based workflows involving Obsidian, managing sync history, querying Bases, restoring file versions via history, managing bookmarks, or running JavaScript against the Obsidian API. Skip for pure conceptual questions: how Obsidian's GUI works, navigating settings menus, theme or plugin installation via the UI, iCloud/third-party sync conflicts, general Dataview query syntax, keyboard shortcuts, or parsing vault files with external scripts — anything where the user needs an explanation rather than Claude performing a vault operation.

Skill for image generation. Uses Google Nano Banana Pro (Gemini 3 Pro Image) API to generate high-quality images. Supports logos, infographics, illustrations, photorealistic images, and more.

Analyze text to detect if it was written by AI. Returns a score from 0-100 with detailed metrics. Use when checking content before publishing or submitting.

Write cold emails that get replies using proven frameworks (AIDA, PAS, BAB). Enforces best practices like 50-125 word limit and personalized openers.

Get word count, character count, reading time, and text statistics. Quick analysis without questions.

Transform AI-generated text into natural, human-like content that bypasses AI detectors like GPTZero, Turnitin, and Originality.ai. Uses credits based on word count.

Analyze text readability with Flesch-Kincaid, Gunning Fog, SMOG, and other metrics. Returns objective scores with interpretation and recommendations.

Write follow-up emails that re-engage without being annoying. Uses proven psychology for follow-up sequences. 42% of replies come from follow-ups.

Create Vue 3 components with Composition API — composables, Pinia store integration, TypeScript, and unit tests.

Craft Stable Diffusion prompts — SDXL, LoRA triggers, ControlNet hints, and ComfyUI workflow design.

Write high-converting copy — landing pages, ads, product descriptions, taglines, and brand narratives.

Build data-rich infographics as SVG or HTML — timelines, process flows, comparison charts, and statistical summaries.

Analyze competitors — feature matrices, pricing comparisons, positioning maps, and SWOT analysis.

Design Google Cloud architectures — GKE, Cloud Run, BigQuery, Pub/Sub, and Cloud Spanner solutions.

Generate pure CSS art and illustrations — portraits, landscapes, UI elements, and interactive CSS-only animations.

Build end-to-end ETL pipelines — extract from APIs/databases, transform, validate, and load into data warehouses.

Write compelling grant applications — needs statements, project narratives, budgets, and evaluation plans.

Design full online courses — learning objectives, module outlines, lesson scripts, quizzes, and assessment rubrics.

Generate database migrations with up/down scripts — Alembic, Flyway, Liquibase, and framework-native migrations.

Design alert configurations — thresholds, severity levels, routing, de-duplication, and escalation policies.

Design click-worthy thumbnails — layout compositions, text overlays, color psychology, and A/B test variants.

Build polished command-line tools — argument parsing, help text, interactive prompts, progress bars, and shell completions.

Compile data-driven reports with charts, tables, and narrative sections — business reports, research summaries, and dashboards.

Design and generate publication-quality charts — bar, line, pie, scatter, heatmaps, and interactive D3 visualizations.

Master pandas operations — DataFrames, Series, groupby, merge, time-series resampling, and memory optimization.

Design and track OKR frameworks — set objectives, measurable key results, check-in templates, and scoring rubrics.

Write Jenkins declarative and scripted pipelines — stages, parallel execution, credentials, and shared libraries.

Create comprehensive study guides — key concepts, mnemonics, practice problems, and exam strategies.

Detect cognitive and statistical biases — confirmation bias, survivorship bias, sampling issues, and logical fallacies.

Craft viral tweet threads — hook tweets, narrative arcs, engagement CTAs, and optimal posting strategies.

Run agile sprints — backlog refinement, story pointing, sprint planning, daily standups, and retrospective formats.

Track and manage action items — owners, deadlines, status updates, and escalation workflows.

Generate complete UI themes — color tokens, spacing scales, typography systems, and dark/light mode variants.

Manage social media content — platform-specific posts, hashtag strategies, content calendars, and engagement templates.

Transform and reshape data — pivot, melt, aggregate, join, and apply complex business rules to datasets.

Identify and analyze trends — technology signals, market shifts, sentiment tracking, and future-back scenarios.

Design and implement GraphQL schemas — types, queries, mutations, subscriptions, resolvers, and federation.

Write PySpark and Spark SQL jobs — RDDs, DataFrames, streaming, MLlib, and cluster configuration.

Optimize YouTube content — titles, descriptions, tags, thumbnails, chapters, and end screen strategies.

Package text and images into valid ePub 3 e-books — chapters, TOC, cover images, and metadata for Kindle and Apple Books.

Engineer Midjourney prompts — style references, aspect ratios, negative prompts, and v6 parameter tuning.

Build Twilio communications — SMS, voice calls, WhatsApp, video, and Verify for 2FA.

Evaluate ML models rigorously — cross-validation, confusion matrices, ROC curves, bias audits, and interpretability.

Check for OWASP Top 10 vulnerabilities — injection, broken auth, XSS, insecure deserialization, and misconfiguration.

Audit project dependencies — outdated packages, known CVEs, license conflicts, and upgrade recommendations.

Navigate GDPR compliance — data mapping, DPIAs, consent flows, breach notification templates, and privacy policies.

Write structured meeting minutes — attendance, decisions, action items, parking lot items, and next-meeting prep.

Build webhook handlers — payload validation, signature verification, retry logic, and event routing.

Draft professional legal contracts — NDAs, service agreements, employment contracts, and SaaS terms with customizable clauses.

Build n8n automation workflows — nodes, expressions, error handling, and self-hosted deployment.

Collaborate on long-form documents — track changes, merge edits, maintain consistent voice, and manage review cycles.

Write performance reviews — self-assessments, manager evaluations, 360 feedback synthesis, and development plans.

Generate consistent icon sets in SVG — line icons, filled icons, duotone, and multi-size PNG exports for apps and websites.

Design and create ML features — encoding, scaling, interaction terms, embeddings, and feature selection.

Integrate Stripe payments — Checkout, Payment Intents, subscriptions, webhooks, and billing portal.

Generate professional PDF invoices with line items, taxes, discounts, payment terms, and company branding.

Prepare for exams — practice tests, weak-area drills, timed quizzes, and performance feedback.

Write engaging email newsletters — hooks, curated content, CTAs, and subject line optimization for high open rates.

Create effective meeting agendas — objectives, time boxes, pre-read materials, and decision frameworks.

Write LinkedIn posts that build personal brand — thought leadership, storytelling, and algorithm-friendly formatting.

Build interactive data dashboards — Streamlit, Dash, Grafana, and Power BI reports with live data sources.

Create GitLab CI/CD pipelines — stages, jobs, caching, artifacts, environments, and Auto DevOps customization.

Generate structured interview guides — behavioral, technical, and situational questions with scoring rubrics.

Auto-generate documentation from code — docstrings, API references, README files, and changelog entries.

Perform threat modeling — STRIDE, attack trees, data flow diagrams, and mitigation recommendations.

Integrate with Notion — database queries, page creation, property updates, and content sync.

Build apps with the Anthropic Claude API — chat completions, tool use, streaming, vision, and multi-turn conversations.

Select and pair typefaces, set type scales, and generate CSS typography systems for web and print.

Build Chrome/Edge extensions — manifest v3, content scripts, service workers, popup UIs, and Chrome API integrations.

Build assessment rubrics — criteria, performance levels, point values, and qualitative descriptors.

Build cohort analyses — retention curves, LTV by cohort, churn funnels, and behavioral segmentation.

Design RESTful and RPC APIs — OpenAPI specs, request/response schemas, error codes, versioning, and documentation.

Write compelling video scripts — YouTube tutorials, explainers, ads, and documentary-style narratives with B-roll notes.

Compose professional emails for any context — outreach, follow-ups, apologies, negotiations, and announcements.

Create, read, edit, and fix spreadsheets — add columns, compute formulas, format cells, generate charts, and clean messy tabular data.

Refactor codebases with confidence — extract methods, reduce complexity, apply SOLID principles, and modernize legacy code.

Process, generate, and manipulate PDF files — extract text, merge, split, rotate, watermark, fill forms, and OCR scanned PDFs.

Design personalized learning paths — skill assessment, resource curation, milestones, and progress tracking.

Conduct market research — survey design, interview scripts, secondary research synthesis, and insight reports.

Write optimized Dockerfiles — multi-stage builds, layer caching, security hardening, and minimal image sizes.

Review academic literature — summarize papers, extract key findings, identify gaps, and synthesize research themes.

Research keywords — intent mapping, competition analysis, long-tail opportunities, and cluster groupings.

Generate creative algorithmic and generative art using code — fractals, parametric patterns, noise fields, and procedural imagery.

Plan and conduct UX research — usability tests, journey maps, affinity diagrams, and design recommendations.

Perform SQL-based data analysis — exploratory queries, aggregations, funnels, cohorts, and insight narratives.

Build Slack bots and apps — Bolt framework, slash commands, modals, Block Kit UI, and event subscriptions.

Detect hardcoded secrets and credentials in codebases — API keys, tokens, passwords, and remediation steps.

Convert any UI to a polished dark mode — semantic color tokens, system preference detection, and smooth transitions.

Write Dockerfiles and docker-compose files — multi-stage builds, health checks, volumes, networks, and production configurations.

Prepare for SOC 2 audits — control mapping, evidence collection, gap analysis, and audit narrative writing.

Explain complex topics simply — analogies, Feynman technique breakdowns, and layered explanations for any audience.

Build detailed project plans — WBS, Gantt charts, resource allocation, risk registers, and milestone tracking.

Create Anki-compatible flashcard decks — spaced repetition, cloze deletions, images, and export to CSV/APKG.

Design Azure architectures — AKS, Functions, Cosmos DB, Service Bus, and Azure AD integration patterns.

Create Discord bots — slash commands, embeds, voice, roles, threads, and Discord.js/Pycord implementations.

Build harmonious color palettes — complementary, analogous, triadic schemes with WCAG contrast checks and CSS variable exports.

Write and optimize complex SQL queries — JOINs, CTEs, window functions, query plans, and dialect-specific syntax.

Parse, transform, validate, and convert XML documents — XPath queries, XSLT transforms, schema validation, and XML-to-JSON conversion.

Write internal communications — all-hands updates, policy announcements, team memos, and executive briefings.

Identify security vulnerabilities in code and configurations — CVE lookup, SAST findings, and remediation guides.

Build new Claude skills from scratch — SKILL.md authoring, instruction design, example writing, and testing.

Author Kubernetes manifests — Deployments, Services, Ingress, ConfigMaps, Secrets, HPA, and Helm charts.

Design and render graphics on HTML5 Canvas — illustrations, diagrams, UI mockups, and interactive visual elements.

Design SVG logos with multiple variants — primary, monochrome, favicon, and animated versions with brand alignment.

Build financial models — P&L projections, cash flow forecasts, unit economics, DCF valuations, and scenario analysis.

Scaffold production-ready REST APIs with authentication, rate limiting, validation, and OpenAPI docs.

Build step-by-step tutorials — prerequisites, numbered steps, screenshots, troubleshooting, and next-steps.

Craft ATS-optimized resumes and cover letters tailored to specific job descriptions — formats for multiple industries.

Profile and optimize application performance — algorithmic complexity, caching strategies, database queries, and bundle size.

Create, edit, and extract content from .pptx presentations — slide decks, pitch decks, speaker notes, animations, and templates.

Facilitate cohort-based learning — weekly prompts, peer challenges, group projects, and community engagement.

Generate, format, and convert Markdown documents — README files, wikis, changelogs, and full documentation sites.

Plan content calendars — themes, publishing schedules, platform mix, repurposing strategies, and campaign alignment.

Analyze application and infrastructure logs — pattern detection, error clustering, and anomaly identification.

Build end-to-end ML pipelines — data prep, feature engineering, model training, evaluation, and MLflow tracking.

Write information security policies — acceptable-use, incident response, data classification, and access control.

Create standard operating procedures — step-by-step workflows, decision trees, safety notes, and version control.

Build, render, and manage document templates with dynamic variables, conditionals, and loops using Jinja2 or Handlebars.

Plan podcast episodes — show structure, interview questions, segment timing, and show notes.

Create CI/CD pipelines — GitHub Actions, GitLab CI, Jenkins, and CircleCI with test, build, and deploy stages.

Transform raw data into compelling interactive visualizations — dashboards, maps, network graphs, and Sankey diagrams.

Generate personalized documents from templates and data sources — bulk letters, certificates, invoices, and email campaigns.

Turn data into compelling narratives — executive summaries, annotated charts, and data-driven presentations.

Develop Angular components — services, pipes, directives, reactive forms, RxJS, and Angular Material.

Design effective surveys — question types, Likert scales, skip logic, pilot testing, and analysis plans.

Build Microsoft Teams apps — bots, message extensions, tabs, adaptive cards, and Graph API integration.

Build Svelte 5 components — runes, stores, SvelteKit routing, and server-side rendering.

Build customer success playbooks — onboarding flows, health scoring, QBR templates, and churn intervention plans.

Create custom animated GIFs optimized for Slack — reactions, celebrations, status indicators, and team mascots.

Analyze markets — TAM/SAM/SOM sizing, Porter's Five Forces, SWOT analysis, and customer segmentation.

Summarize meetings from transcripts — key decisions, action items, owners, deadlines, and follow-up emails.

Check compliance with standards — ISO 27001, SOC 2, PCI-DSS, HIPAA, and NIST frameworks.

Assist authorized penetration testing — recon methodology, vulnerability identification, and report writing.

Clean messy datasets — handle missing values, fix dtypes, remove duplicates, normalize formats, and flag anomalies.

Draft organizational policies — HR policies, data governance, acceptable-use, and regulatory compliance documents.

Design pixel art sprites, tilesets, and animations — game assets, retro icons, and character sheets.

Integrate with GitHub — Actions, Apps, webhooks, Octokit, and repository automation workflows.

Write speeches for any occasion — keynotes, toasts, eulogies, commencements, and investor pitches.

Format and manage citations — APA, MLA, Chicago, IEEE, and Vancouver styles with BibTeX export.

Perform thorough code reviews — bugs, security issues, performance bottlenecks, style violations, and architectural concerns.

Run statistical analyses — hypothesis tests, regressions, ANOVA, confidence intervals, and power calculations.

Write and run comprehensive web app tests — unit, integration, E2E with Playwright/Cypress, and visual regression.

Build production-ready React components — hooks, context, accessibility, TypeScript types, and Storybook stories.

Create Make (Integromat) scenarios — modules, routers, aggregators, and error handlers.

Author and compile LaTeX documents — academic papers, theses, mathematical equations, bibliographies, and Beamer presentations.

Analyze, clean, transform, and summarize CSV files — detect anomalies, compute statistics, and produce actionable insights.

Configure observability stacks — Prometheus, Grafana, alerting rules, SLOs, error budgets, and on-call runbooks.

Generate alt text, captions, and metadata for images — accessibility compliance, social media, and SEO.

Design and analyze A/B tests — sample sizes, significance testing, multiple comparisons, and results interpretation.

Format, validate, transform, and query JSON data — pretty-print, minify, diff two JSON objects, and extract fields with JSONPath.

Audit and fix accessibility issues — WCAG 2.2 compliance, ARIA labels, color contrast, keyboard navigation, and screen-reader compatibility.

Write inclusive, compelling job descriptions — role summaries, requirements, benefits, and bias-free language.

Create animated SVGs with GSAP or CSS — loaders, illustrations, icon animations, and micro-interactions.

Design pixel-perfect frontend UIs with HTML/CSS/Tailwind — responsive layouts, component libraries, and design-to-code workflows.

Build concept maps and knowledge graphs — nodes, relationships, hierarchies, and Mermaid/Graphviz exports.

Craft investor pitch narratives — problem/solution framing, market sizing, traction slides, and Q&A preparation.

Create Helm charts — templates, values, helpers, hooks, tests, and OCI chart publishing.

Write Terraform infrastructure-as-code — providers, modules, state management, and cloud resource definitions.

Audit code for security vulnerabilities — OWASP Top 10, injection flaws, auth issues, secrets exposure, and dependency risks.

Create technical documentation — API docs, user guides, runbooks, architecture decision records, and onboarding guides.

Create VS Code extensions — commands, language servers, tree views, webview panels, and marketplace publishing.

Draft professional press releases — headline, dateline, lead, boilerplate, and media contact formatting.

Evaluate information sources — CRAAP test, lateral reading, domain authority, and bias assessment.

Analyze customer feedback — sentiment analysis, theme clustering, NPS interpretation, and improvement roadmaps.

Design Zapier automations — triggers, actions, filters, formatters, and multi-step Zap architectures.

Generate quizzes from any content — multiple choice, true/false, short answer, and fill-in-the-blank with answer keys.

Plan engaging lessons — objectives, warm-ups, instruction, guided practice, assessments, and differentiation strategies.

Automatically fill PDF and HTML forms from structured data — applications, registrations, and government forms.

Design normalized relational database schemas — ERDs, indexes, constraints, migrations, and performance optimization.

Write SEO-optimized blog posts — research, outline, draft, and polish articles that rank and convert.

Design KPI frameworks — define metrics, set targets, build tracking templates, and generate progress reports.

Create high-fidelity UI mockups in HTML/CSS — dashboards, mobile screens, landing pages, and component previews.

Scaffold and implement Model Context Protocol servers — tools, resources, prompts, and sampling handlers.

Diagnose and fix bugs systematically — error analysis, stack trace interpretation, root cause identification, and fix suggestions.

Optimize content for search — keyword research, on-page SEO, meta tags, structured data, and content briefs.

Generate low-fidelity wireframes and user-flow diagrams — screens, navigation maps, and interaction annotations.

Design AWS architectures — VPCs, EC2, ECS, Lambda, RDS, S3, CloudFront, and Well-Architected Framework reviews.

Build complete design systems — component tokens, Storybook stories, Figma variables, and living style guides.

Design curricula — scope and sequence, standards alignment, unit plans, and pacing guides.

Write winning proposals — RFP responses, project proposals, business cases, and partnership agreements.

Create and enforce brand identity guidelines — logo usage, color palettes, typography, tone-of-voice, and asset libraries.

Create, read, edit, and manipulate Word .docx files with full formatting — tables of contents, headings, page numbers, letterheads, tracked changes.

Write support responses — ticket triage, empathetic replies, escalation paths, and macro templates.

Create docker-compose configurations — service definitions, networks, volumes, health checks, and environment management.

Verify claims and sources — cross-reference facts, assess source credibility, and flag misinformation.

Summarize research papers and reports — abstracts, key findings, methodology critique, and practical implications.

Automate Jira — issue creation, sprint management, JQL queries, and project reporting via REST API.

Write comprehensive business plans — executive summary, market analysis, financial projections, and competitive positioning.

Create qualitative interview guides — discussion guides, probing questions, thematic analysis, and synthesis frameworks.

Build interactive HTML/CSS/JS artifacts — widgets, calculators, games, and mini-apps that run directly in Claude.

Build GitHub Actions workflows — CI, CD, automated releases, dependency updates, and custom composite actions.

One sentence describing what this skill does — start with a verb, ≤ 120 chars.

Transforms AI-generated text into natural human writing by detecting and removing 37 AI patterns, injecting authentic voice, and varying rhythm. Use when text sounds like a chatbot wrote it, when preparing content for publication, or when AI detection scores need to drop.

PR Automation Orchestrator: poll open PRs, check CI, run review, fix, and merge eligible PRs. Use when: (1) Invoked by daemon via scripts/pr-automation.sh, (2) User says "/pr-automation".

Use when creating a pull request, after committing changes, or when user invokes /oss-pr. Covers branch management, quality checks, commit, push, and PR creation.

PR Verification & Merge: verify bot:ready-to-merge PRs with impact analysis, test supplementation, and one-click merge. Use when: (1) User says "/pr-verify", (2) User wants to verify and merge ready PRs.

Testing workflow and quality standards for writing and running tests. Use when: (1) Writing new tests, (2) Adding a new feature that needs tests, (3) Modifying logic that has existing tests, (4) Before claiming a task is complete.

Project architecture and file structure conventions for all process types. Use when: (1) Creating new files or modules, (2) Deciding where code should go, (3) Converting single-file components to directories, (4) Reviewing code for structure compliance, (5) Adding new bridges, services, agents, or workers.

PR Review Fix: automatically fix all issues identified in a pr-review report. Use when: (1) User says "fix all review issues", (2) User says "/pr-fix", (3) After pr-review skill has produced a report, (4) User wants to address PR review feedback.

Auto-fix high-frequency Sentry issues: fetch issues > N occurrences, analyze stack traces, fix code, create GitHub issues, and submit PRs. Supports user feedback issues (event.type "default") with attachment analysis (logs, screenshots) when include_feedback=true. Use when: (1) User says "/fix-sentry", (2) User asks to fix Sentry issues.

Internationalization (i18n) workflow and standards for managing translations. Use when: (1) Adding new user-facing text, (2) Creating new components with user-facing text, (3) Reviewing code for i18n compliance, (4) Adding a new translation module.

Auto-fix GitHub issues labeled as bugs: fetch open bug issues, analyze feasibility, fix code, and submit PRs. One issue per invocation. Use when: (1) User says "/fix-issues", (2) User asks to fix GitHub issues.

PR Code Review (Local): perform a thorough local code review with full project context. Use when: (1) User asks to review a PR, (2) User says "/pr-review", (3) User wants to review code changes before merging.

Canonical commit workflow for Gas Town crew members: pre-flight checks, branch creation, gt commit with agent identity, push, and PR creation. Use when ready to commit and submit work for review.

List GitHub issues in a formatted ASCII table. Supports filters like --state, --assignee, --label. Use for issue triage and tracking workflows.

List GitHub PRs in a formatted ASCII table. Supports filters like --state, --author, --label. Use for PR review workflows and sheriff duties.

PR Sheriff workflow: triage PRs into easy-wins and crew assignments. Prints recommendations inline - does NOT post to GitHub.

Run a grouped, bisectable Go dependency security sweep on the Fission repo. Use when the user asks to upgrade outdated/vulnerable Go dependencies, run a dep security pass, or process CVE findings from govulncheck. Produces one commit per logical dependency group on a dedicated branch so failures are attributable and revertable.

Update README documentation in the folder of changed components/abstractions to reflect code changes — keeps docs lean, precise, and in sync

Perform comprehensive code reviews for TypeScript projects, analyzing type safety, best practices, performance, security, and code quality with actionable feedback

Write and update release notes in whatsNew.ts with context-aware content generation

Commit staged/unstaged changes and push to the remote branch in one step

Analyze code changes and generate Playwright E2E tests in anytype-desktop-suite. Run after implementing features or modifying editor/component behavior to ensure new functionality has test coverage.

Audit SCSS and TSX files for dark mode issues — missing variable usage, hardcoded colors, icon gaps, selector misuse, and inline dark overrides outside the theme folder

SpringBlade 通用 Git 提交工具。基于 Gitmoji 规范生成提交信息。当用户要求提交代码、commit 变更、生成 commit message、或使用 /blade-commit 时触发。默认强制简单模式（gitmoji + 一句话描述），仅当显式传入 --d 或 --detail 参数时才启用详细模式（gitmoji + conventional commit + 变更列表）。只执行 commit，绝不 push 或执行其他远程操作。确保每次提交都带有 gitmoji 图标。

SpringBlade 全栈代码生成器。根据用户提供的模块名、实体名和字段列表，自动生成符合 SpringBlade 开源版框架规范的后端代码（Boot 单体/Cloud 微服务）、前端页面（Saber Options API/Composition API）和 MySQL 建表语句。当用户说"帮我生成代码"、"创建一个新模块"、"生成 CRUD"、"新建实体"、"建表语句"、"生成前端页面"、"生成后端接口"、"生成 SpringBlade 代码"、"写一个 xxx 管理功能"、"帮我设计 xxx 表"、"blade-design"等时触发。即使用户只是描述了业务字段或给出了表结构，也应触发此技能来生成对应的 SpringBlade 规范代码。

SpringBlade 轻量规划执行工作流。将中等复杂度需求快速拆解为「分析规划 → 逐任务执行 → 完成总结」 三步流程，用 Claude Code 内置任务系统追踪进度，全程无辅助文件。适用于新增中等功能模块、修复跨模块 Bug、 中等规模重构、添加新 Starter 等涉及 5~15 个文件变更的开发任务。 当用户说"帮我做一个XX功能"、"这个改动涉及几个文件"、"帮我重构一下XX"、"帮我加个XX"、 "plan"、"规划一下再做"、"先想清楚再写"、"这个稍微有点复杂"等时触发。也可直接使用 /blade-plan 调用。 不适用于简单单文件修改（直接对话即可），也不适用于需要完整架构设计的复杂系统（建议分阶段拆解为多次会话）。 即使用户没有说"plan"，只要需求涉及多文件改动或需要一定设计思考，也应主动建议使用本工作流。

Avue 组件代码生成与配置指南。当用户需要创建、配置或生成基于 Avue (avue-crud, avue-form, avue-tree 等) 的 Vue 页面代码时使用此 skill。覆盖 CRUD 表格、表单、树组件、数据展示等全部 Avue 组件。支持 Composition API 和 Options API 两种代码风格。当用户提到 avue、crud表格、动态表单、JSON配置表单、低代码表单、avue-crud、avue-form 等关键词时，务必使用此 skill。

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".

Manages shadcn components and projects — adding, searching, fixing, debugging, styling, and composing UI. Provides project context, component docs, and usage examples. Applies when working with shadcn/ui, component registries, presets, --preset codes, or any project with a components.json file. Also triggers for "shadcn init", "create an app with --preset", or "switch to --preset".

Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

Next.js best practices - file conventions, RSC boundaries, data patterns, async APIs, metadata, error handling, route handlers, image/font optimization, bundling

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, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

React composition patterns that scale. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or designing reusable APIs. Triggers on tasks involving compound components, render props, context providers, or component architecture. Includes React 19 API changes.

Guide for building features, pages, tables, forms, themes, and navigation in this Next.js 16 shadcn dashboard template. Use this skill whenever the user wants to add a new page, create a feature module, build a data table, add a form, configure navigation items, add a theme, set up RBAC access control, or work with the dashboard's patterns and conventions. Also triggers when adding routes under /dashboard, working with Clerk auth/orgs/billing, creating mock APIs, or modifying the sidebar. Even if the user doesn't mention "dashboard" explicitly — if they're adding UI, pages, or features to this project, use this skill.

Enforces dlt import conventions and ordering. Use when writing or modifying Python imports in dlt/ or tests/.

Analyze and optimize Python code performance in critical paths

Set up a dev environment in an existing worktree (make dev + copy secrets)

Generate release notes between two git tags with categorized PR summaries and author attribution

Use when reading, editing, or creating files in dlt/_workspace/helpers/dashboard/ or tests/workspace/helpers/dashboard/ or tests/e2e/

Triage, plan, and implement a fix or feature for a GitHub issue end-to-end

Use when adding or proposing a new test ONLY if the test rules are not present

Switch the current session to work in an existing git worktree

Analyze a GitHub pull request including diff, comments, related issues, and local code context

Enforces dlt docstring conventions. Use when writing or modifying docstrings, classes, or function signatures in Python files.

Create or reuse a git worktree for a pull request or branch so reviews and work happen in isolation

Create a git worktree with a new branch for implementing a fix or feature for a GitHub issue

View recent CHANGELOG entries

Update Claude Code releases tracking (guide + landing + version bump)

Display current guide and Claude Code versions

Check guide/landing synchronization status

How to write and maintain `.claude/skills/*/SKILL.md` files: source-of-truth-first process, verification steps, and conventions.

Frontend standards for atopile extension webviews: architecture, contracts, design system, and testing workflow.

Reference for the `.ato` declarative DSL: type system, connection semantics, constraint model, and standard library. Use when authoring or reviewing `.ato` code.

LLM-focused code review process for this repo: what to check, how to ground feedback in invariants/tests, and how to verify changes efficiently (including test-report.json).

How the Zig-backed instance graph works (GraphView/NodeReference/EdgeReference), the real Python API surface, and the invariants around allocation, attributes, and cleanup. Use when working with low-level graph APIs, memory management, or building systems that traverse the instance graph.

Instructions for electronics-specific logic and build processes: netlists, PCBs, build steps, and exporters. Use when implementing or modifying build steps, exporters, PCB generation, or BOM/netlist output.

Spec-driven planning for complex design tasks: when to plan, how to write specs as .ato files, and how to verify against requirements.

How the Faebryk component library is structured, how `_F.py` is generated, and the conventions/invariants for adding new library modules. Use when adding or modifying library components, traits, or module definitions.

How the atopile Language Server works (pygls), how it builds per-document graphs for completion/hover/defs, and the invariants for keeping it fast and crash-proof.

Core runtime behavior for the atopile sidebar agent: identity, persistence model, execution rules, and tool recipes.

How the Faebryk parameter solver works (Sets/Literals, Parameters, Expressions), the core invariants enforced during mutation, and practical workflows for debugging and extending the solver. Use when implementing or modifying constraint solving, parameter bounds, or debugging expression simplification.

Generate short live progress summaries for the atopile agent from recent tool events, preambles, checklist changes, and build state. Use for ephemeral UI activity text only, never for transcript replies or autonomous reasoning.

How Faebryk's TypeGraph works (GraphView + Zig edges), how to traverse/resolve references, and how FabLL types/traits map onto edge types. Use when working with TypeGraph traversal, edge types, or building type-aware queries.

How the Zig↔Python binding layer works (pyzig), including build-on-import, wrapper generation patterns, ownership rules, and where to add new exported APIs. Use when adding Zig-Python bindings, modifying native extensions, or debugging C-API interactions.

How FabLL (faebryk.core.node) maps Python node/trait declarations into the TypeGraph + instance graph, including field/trait invariants and instantiation patterns. Use when defining new components or traits, working with the Node API, or understanding type registration.

How the Zig S-expression engine and typed KiCad models work, how they are exposed to Python (pyzig_sexp), and the invariants around parsing, formatting, and freeing. Use when working with KiCad file parsing, S-expression generation, or layout sync.

LLM-focused workflow for working in this repo: compile Zig, run the orchestrated test runner, consume test-report.json/html artifacts, and discover/debug ConfigFlags.

Authoritative ato authoring and review skill: language reference, stdlib, design patterns, and end-to-end board design workflow.

How the atopile compiler builds and links TypeGraphs from `.ato` (ANTLR front-end → AST → TypeGraph → Linker → DeferredExecutor), plus the key invariants and test entrypoints. Use when modifying the compiler pipeline, grammar, AST visitors, or type resolution.

Write tests that verify observable behavior (contract), not implementation details. Auto-invoked when writing or reviewing tests.

GROWI testing patterns with Vitest, React Testing Library, and vitest-mock-extended.

Show specification status and progress

Quick spec generation with interactive or automatic mode

Implement approved tasks using TDD with native subagent dispatch. Runs all pending tasks autonomously or selected tasks manually.

Analyze implementation gap between requirements and existing codebase. Use when planning integration with existing systems.

Generate implementation tasks from requirements and design. Use when creating actionable task lists.

Generate comprehensive technical design translating requirements (WHAT) into architecture (HOW) with discovery process. Use when creating architecture from requirements.

Initialize a new specification with detailed project description

Verify completion and success claims with fresh evidence. Use before claiming a task is complete, a fix works, tests pass, or a feature is ready for GO.

Generate EARS-format requirements based on project description and steering context. Use when generating requirements from project description.

Interactive technical design quality review and validation. Use when reviewing design before implementation.

GROWI technology stack, build tools, and global commands. Auto-invoked for all GROWI development work.

Entry point for new work. Determines the best action path or work decomposition (update existing spec, create new spec, mixed decomposition, or no spec needed) and refines ideas through structured dialogue.

Create custom steering documents for specialized project contexts. Use when creating domain-specific steering files.

Organize and clean up specification documents after implementation completion. Removes implementation details while preserving essential context for future refactoring.

Investigate implementation failures using root-cause-first debugging. Use when an implementer is blocked, verification fails, or repeated remediation does not converge.

Review a task implementation against approved specs, task boundaries, and verification evidence. Use after an implementer finishes a task, after remediation, or before accepting a task as complete.

Validate feature-level integration after all tasks are implemented. Checks cross-task consistency, full test suite, and overall spec coverage.

Maintain .kiro/steering/ as persistent project memory (bootstrap/sync). Use when initializing or updating steering documents.

GROWI monorepo structure, workspace organization, and architectural principles. Auto-invoked for all GROWI development work.

Create complete specs (requirements, design, tasks) for all features in roadmap.md using parallel subagent dispatch by dependency wave.

/learn - Pattern Extraction for GROWI

Enforce test-driven development workflow. Scaffold interfaces, generate tests FIRST, then implement minimal code to pass. Ensure 80%+ coverage.

Video and audio processing with FFmpeg. Use for format conversion, resizing, compression, audio extraction, and preparing assets for Remotion. Triggers include converting GIF to MP4, resizing video, extracting audio, compressing files, or any media transformation task.

AI video generation with LTX-2.3 22B — text-to-video, image-to-video clips for video production. Use when generating video clips, animating images, creating b-roll, animated backgrounds, or motion content. Triggers include video generation, animate image, b-roll, motion, video clip, text-to-video, image-to-video.

AI music generation with ACE-Step 1.5 — background music, vocal tracks, covers, stem extraction, audio repainting, and continuation for video production. Use when generating music, soundtracks, jingles, or working with audio stems. Triggers include background music, soundtrack, jingle, music generation, stem extraction, cover, style transfer, repaint, continuation, or musical composition tasks.

Python video composition with moviepy 2.x — overlaying deterministic text on AI-generated video (LTX-2, SadTalker), compositing clips, single-file build.py video projects. Use when adding labels/captions/lower-thirds to LTX-2 or SadTalker outputs, building short ad-style spots in pure Python without Remotion, or doing programmatic video composition. Triggers include text overlay on video, label LTX-2 clip, caption SadTalker output, lower third, build.py video, moviepy, Python video composition, sub-30s ad spot.

Cloud GPU processing via RunPod serverless. Use when setting up RunPod endpoints, deploying Docker images, managing GPU resources, troubleshooting endpoint issues, or understanding costs. Covers all 5 toolkit images (qwen-edit, realesrgan, propainter, sadtalker, qwen3-tts).

Generate AI voiceovers, sound effects, and music using ElevenLabs APIs. Use when creating audio content for videos, podcasts, or games. Triggers include generating voiceovers, narration, dialogue, sound effects from descriptions, background music, soundtrack generation, voice cloning, or any audio synthesis task.

Best practices for Remotion - Video creation in React

Embedding images in Remotion using the <Img> component

Typography and text animation patterns for Remotion.

Importing images, videos, audio, and fonts into Remotion

Getting the duration of a video file in seconds with Mediabunny

Transcribing audio to generate captions in Remotion

Light leak overlay effects for Remotion using @remotion/light-leaks.

Measuring text dimensions, fitting text to containers, and checking overflow

Make a video parametrizable by adding a Zod schema

Using TailwindCSS in Remotion.

Check if a video can be decoded by the browser using Mediabunny

Scene transitions and overlays for Remotion using TransitionSeries.

Interpolation and timing in Remotion—prefer interpolate with Bézier easing; springs as a specialized option

Importing .srt subtitle files into Remotion using @remotion/captions

Trimming patterns for Remotion - cut the beginning or end of animations

Adaptive silence detection for video/audio files using FFmpeg loudnorm and silencedetect

Measuring DOM element dimensions in Remotion

Defining compositions, stills, folders, default props and dynamic metadata

Sequencing patterns for Remotion - delay, trim, limit duration of items

Embedding videos in Remotion - trimming, volume, speed, looping, pitch

Getting the duration of an audio file in seconds with Mediabunny

Audio visualization patterns - spectrum bars, waveforms, bass-reactive effects

Using audio and sound in Remotion - importing, trimming, volume, speed, pitch

3D content in Remotion using Three.js and React Three Fiber.

Loading Google Fonts and local fonts in Remotion

Adding AI-generated voiceover to Remotion compositions using TTS

subtitles and caption rules

Dynamically set composition duration, dimensions, and props

Chart and data visualization patterns for Remotion. Use when creating bar charts, pie charts, line charts, stock graphs, or any data-driven animations.

Fundamental animation skills for Remotion

Make map animations with Mapbox

Extract frames from videos at specific timestamps using Mediabunny

Embedding Lottie animations in Remotion.

Displaying GIFs, APNG, AVIF and WebP in Remotion

Including sound effects

Getting the width and height of a video file with Mediabunny

Rendering transparent videos in Remotion

Displaying captions in Remotion with TikTok-style pages and word highlighting

AI image editing prompting patterns for Qwen-Image-Edit. Use when editing photos while preserving identity, reframing cropped images, changing clothing or accessories, adjusting poses, applying style transfers, or character transformations. Provides prompt patterns, parameter tuning, and examples.

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

Record browser interactions as video using Playwright. Use for capturing demo videos, app walkthroughs, and UI flows for Remotion videos. Triggers include recording a demo, capturing browser video, screen recording a website, or creating walkthrough footage.

Toolkit-specific Remotion patterns — custom transitions, shared components, and project conventions. For core Remotion framework knowledge (hooks, animations, rendering, etc.), see the `remotion-official` skill.

Create professional videos autonomously using claude-code-video-toolkit — AI voiceovers, image generation, music, talking heads, and Remotion rendering.

Systematically debug a problem using a four-phase workflow

Have a focused discussion about a topic and reach a conclusion

Audit changed code for security sharp edges — dangerous defaults, type confusion, and silent failures

Archive a completed change

Create a change proposal with all required artifacts

Query openspec documents and answer questions based on spec content

Update an existing OpenSpec change from external context

Implement or resume tasks from an OpenSpec change

分析职业健康数据、识别工作相关健康风险、评估职业健康状况、提供个性化职业健康建议。支持与睡眠、运动、心理健康等其他健康数据的关联分析。

分析心理健康数据、识别心理模式、评估心理健康状况、提供个性化心理健康建议。支持与睡眠、运动、营养等其他健康数据的关联分析。

分析旅行健康数据、评估目的地健康风险、提供疫苗接种建议、生成多语言紧急医疗信息卡片。支持WHO/CDC数据集成的专业级旅行健康风险评估。

分析一段时间内健康数据的趋势和模式。关联药物、症状、生命体征、化验结果和其他健康指标的变化。识别令人担忧的趋势、改善情况，并提供数据驱动的洞察。当用户询问健康趋势、模式、随时间的变化或"我的健康状况有什么变化？"时使用。支持多维度分析（体重/BMI、症状、药物依从性、化验结果、情绪睡眠），相关性分析，变化检测，以及交互式HTML可视化报告（ECharts图表）。

分析减肥数据、计算代谢率、追踪能量缺口、管理减肥阶段

分析健康目标数据、识别目标模式、评估目标进度,并提供个性化目标管理建议。支持与营养、运动、睡眠等健康数据的关联分析。

分析康复训练数据、识别康复模式、评估康复进展，并提供个性化康复建议

分析运动数据、识别运动模式、评估健身进展，并提供个性化训练建议。支持与慢性病数据的关联分析。

分析睡眠数据、识别睡眠模式、评估睡眠质量，并提供个性化睡眠改善建议。支持与其他健康数据的关联分析。

分析营养数据、识别营养模式、评估营养状况，并提供个性化营养建议。支持与运动、睡眠、慢性病数据的关联分析。

分析中医体质数据、识别体质类型、评估体质特征,并提供个性化养生建议。支持与营养、运动、睡眠等健康数据的关联分析。

分析家族病史、评估遗传风险、识别家庭健康模式、提供个性化预防建议

AI驱动的综合健康分析系统，整合多维度健康数据、识别异常模式、预测健康风险、提供个性化建议。支持智能问答和AI健康报告生成。

生成紧急情况下快速访问的医疗信息摘要卡片。当用户需要旅行、就诊准备、紧急情况或询问"紧急信息"、"医疗卡片"、"急救信息"时使用此技能。提取关键信息（过敏、用药、急症、植入物），支持多格式输出（JSON、文本、二维码），用于急救或快速就医。

Integrate digital health data sources (Apple Health, Fitbit, Oura Ring) and connect to WellAlly.tech knowledge base. Import external health device data, standardize to local format, and recommend relevant WellAlly.tech knowledge base articles based on health data. Support generic CSV/JSON import, provide intelligent article recommendations, and help users better manage personal health data.

Use when coordinating multiple AI agents and need to pick the right orchestration pattern - covers 10 patterns (fan-out, pipeline, hub-spoke, consensus, mesh, handoff, cascade, dag, debate, hierarchical) with decision framework and reflection protocol

Use when implementing GitHub OAuth + GitHub App authentication with Nango - provides two-connection pattern for user login and repo access with webhook handling

Best practices for structuring prpm.json package manifests with required fields, tags, organization, multi-package management, enhanced file format, eager/lazy activation, and conversion hints

Use when deploying changes to staging across relay, relay-dashboard, and relay-cloud repos - coordinates multi-repo branch syncing using git worktrees, automatically triggers staging deployments via GitHub Actions

Use when building multi-agent workflows with the relay broker-sdk - covers the WorkflowBuilder API, DAG step dependencies, agent definitions, step output chaining via {{steps.X.output}}, verification gates, evidence-based completion, owner decisions, dedicated channels, dynamic channel management (subscribe/unsubscribe/mute/unmute), swarm patterns, error handling, event listeners, step sizing rules, authoring best practices, and the lead+workers team pattern for complex steps

Use when an agent needs to self-bootstrap agent-relay and autonomously manage a team of workers - covers infrastructure startup, agent spawning, lifecycle monitoring, and team coordination without human intervention

Use when testing web applications with visual verification - automates Chrome browser interactions, element selection, and screenshot capture for confirming UI functionality

Use when coordinating multiple AI agents in real-time - provides inter-agent messaging via MCP tools

Use when seeing WebSocket errors like "Invalid frame header", "RSV1 must be clear", or "WS_ERR_UNEXPECTED_RSV_1" - covers multiple WebSocketServer conflicts, compression issues, and raw frame debugging techniques

Use when writing agent-relay workflows that must fully validate features end-to-end before merging. Covers the 80-to-100 pattern - going beyond "code compiles" to "feature works, tested E2E locally." Includes PGlite for in-memory Postgres testing, mock sandbox patterns, test-fix-rerun loops, verify gates after every edit, and the full lifecycle from implementation through passing tests to commit.

Use when building Cmd+K command palettes in React - covers keyboard navigation with arrow keys, keeping selected items in view with scrollIntoView, filtering with shortcut matching, and preventing infinite re-renders from reference instability

Use when creating new Claude Code skills or improving existing ones - ensures skills are discoverable, scannable, and effective through proper structure, CSO optimization, and real examples

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

Use when creating or improving Claude Code agents. Expert guidance on agent file structure, frontmatter, persona definition, tool access, model selection, and validation against schema.

Use when creating or fixing .claude/rules/ files - provides correct paths frontmatter (not globs), glob patterns, and avoids Cursor-specific fields like alwaysApply

Use when creating or publishing Claude Code hooks - covers executable format, event types, JSON I/O, exit codes, security requirements, and PRPM package structure

Run headless multi-agent orchestration sessions via Agent Relay. Use when spawning teams of agents, creating channels for coordination, managing agent lifecycle, and running parallel workloads across Claude/Codex/Gemini/Pi/Droid agents.

Use when adding new multi-agent coordination patterns to agent-relay - provides checklist for types, schema, templates, and docs updates

Creates properly formatted Git commits following conventional commit standards for the MCPSpy project. Use when asked to commit changes, stage files, or manage git workflows. Has access to git status, diff, checkout, add, and commit commands.

Handles all Golang testing tasks including running tests, writing new tests, and fixing test failures. Follows MCPSpy testing conventions with require for critical assertions and assert for non-critical ones.

Use this agent when working with prompt injection detection integration tests, including running tests, debugging failures, or adding new test samples.

Creates well-structured GitHub issues for the MCPSpy project using the gh CLI tool. Use when asked to create issues, report bugs, or document features. Follows conventional naming with feat/chore/fix prefixes and maintains appropriate detail levels.

Use when given a Linear issue ID, URL, identifier, or project name/URL to analyze and plan work. For issues, fetches the issue, classifies it, explores relevant code, proposes an approach, and orchestrates the right skills. For projects, fetches the project with milestones and issues, builds a prioritized execution plan, and systematically works through issues respecting project structure and dependencies.

Use when consolidating open Dependabot PRs into a single branch. Fetches all open Dependabot PRs from the repo, applies dependency updates locally, tests for breakage, and creates a single PR that closes all Dependabot PRs.

Use when asked to review a PR, or when /review is invoked with a PR number or URL. Performs a focused code review checking for bugs, security, performance, and test gaps, then posts findings as a PR comment and formal GitHub review.

Use when MCP server code is modified and needs full E2E verification against a real dbt project. Triggers after changes to recce/mcp_server.py, MCP tool handlers, single-env logic, or error classification. Also use before merging MCP PRs.

Use when modifying recce/mcp_server.py, MCP tool handlers, error classification, or MCP-related tests. Also use when adding new MCP tools or changing tool response formats.

Calculate volumes of geometric shapes for engineering design and mathematical analysis.

Query EBI GWAS Catalog for GWAS statistical associations (p-value, effect size, risk allele) between a variant and traits/diseases.

Orphan Drug & Rare Disease Analysis - Analyze orphan drugs: Monarch disease phenotypes, OpenTargets targets, FDA drug data, and clinical studies. Use this skill for orphan drug development tasks involving get joint associated diseases by HPO ID list get associated targets by disease efoId get clinical studies info by drug name pubmed search. Combines 4 tools from 4 SCP server(s).

BioSample & Genome Cross-Reference - Cross-reference biosample and genome data: NCBI biosample, genome report, sequence reports, and taxonomy. Use this skill for genomics tasks involving get biosample report get genome dataset report by accession get genome sequence reports get taxonomy. Combines 4 tools from 1 SCP server(s).

Use when the user provides a natural language description of a 3D object or mechanical part and wants to generate a CAD model. Converts the description into CadQuery Python code, automatically detects or sets up the CadQuery environment, executes the script, and produces STL and STEP output files.

Systems Pharmacology Analysis - Systems pharmacology: drug targets, protein interactions, pathway enrichment, and gene expression. Use this skill for systems pharmacology tasks involving get target by name get string network interaction get functional enrichment get gene expression across cancers. Combines 4 tools from 3 SCP server(s).

Geometry & Trigonometry Suite - Solve geometry problems: calculate area, height from sine, angle in degrees, and increase factor. Use this skill for mathematics tasks involving calculate area calculate height from length and sine calculate phi deg calculate increase factor. Combines 4 tools from 1 SCP server(s).

Generate new peptide molecules sampling from the input peptide sequence.

Protein Interaction Network Analysis - Build protein interaction network: map identifiers with STRING, get PPI network, compute enrichment, and link to KEGG pathways. Use this skill for systems biology tasks involving mapping identifiers get string network interaction get ppi enrichment kegg link. Combines 4 tools from 2 SCP server(s).

Compute the Tanimoto similarities between a target molecule and a list of candidate molecules using Morgan fingerprints.

Nuclear Physics Calculations - Nuclear physics: energy conversion MeV to J, calculate total power, photon rate, and error analysis. Use this skill for nuclear physics tasks involving convert energy MeV to J calculate total power calculate incident photon rate calculate absolute error. Combines 4 tools from 3 SCP server(s).

Given an rsID, query multiple databases (dbSNP, FAVOR, GWAS Catalog, ClinVar, gnomAD, PharmGKB, ClinGen) for comprehensive annotation. Use when user asks a general question about a variant without specifying which aspect.

Statistical Error Analysis - Analyze measurement errors: absolute error, scientific notation, max value, mean square, and formatting. Use this skill for statistics tasks involving calculate absolute error convert to scientific notation calculate max value calculate mean square format scientific notation. Combines 5 tools from 1 SCP server(s).

Generate new molecules de novo.

Search PubMed database for scientific articles and publications to retrieve biomedical literature.

Compute the drug-likeness metrics (QED score and Number of violations of Lipinski's Rule of Five) of the input candidate molecules (SMILES format).

Calculate disease reversal scores for the provided molecules relative to a specific disease.

Cross-Species Comparative Genomics - Compare genomes across species: Ensembl compara, alignment, gene trees, and NCBI taxonomy. Use this skill for comparative genomics tasks involving get info compara species sets get alignment region get genetree member symbol get taxonomy. Combines 4 tools from 2 SCP server(s).

Pandemic Preparedness Analysis - Pandemic analysis: virus genome, taxonomy, drug candidates, and literature intelligence. Use this skill for public health tasks involving get virus dataset report get virus by taxon genome get mechanism of action by drug name tavily search search literature. Combines 5 tools from 4 SCP server(s).

Calculate peptide sequence properties including molecular weight, isoelectric point, extinction coefficient, and chemical formula.

Search biomedical literature and web content using Tavily search engine for research and clinical information.

Given a gene symbol (e.g. TPMT), query 3 public databases (ClinGen CAR, PharmGKB, Monarch) to obtain gene registry info, FDA drug labels, clinical annotations, and gene-phenotype associations. Save all results into a JSON file.

Use when the user wants the full research ideation workflow grounded in one seed paper, including complete ideation, feasibility review, experiment planning, and final synthesis, or makes an equivalent ideation request in another language.

Search for similar molecules using Tanimoto similarity with Morgan fingerprints to identify structurally related compounds.

Ring System Analysis - Analyze ring systems: count aliphatic carbocycles, analyze aromaticity, compute topology, and structure complexity. Use this skill for organic chemistry tasks involving GetAliphaticCarbocyclesNum AromaticityAnalyzer calculate mol topology calculate mol structure complexity. Combines 4 tools from 3 SCP server(s).

Structural Homology & Evolution Analysis - Analyze protein evolution: get gene tree from Ensembl, find homologs, compare sequences, and predict structure. Use this skill for evolutionary biology tasks involving get homology symbol get genetree member symbol calculate protein sequence properties pred protein structure esmfold. Combines 4 tools from 3 SCP server(s).

Predict protein-ligand binding affinity using Boltz-2 model to assess molecular interactions and binding probability for drug discovery.

Search the protein information from the input gene name and downloads the optimal PDB or AlphaFold structures.

Drug Metabolism Study - Study drug metabolism: FDA metabolism data, ChEMBL metabolism records, PubChem compound data, and clinical pharmacology. Use this skill for drug metabolism tasks involving get metabolism by id get pharmacokinetics by drug name get compound by name get clinical pharmacology by drug name. Combines 4 tools from 3 SCP server(s).

UCSC Genome Browser Exploration - Explore genome via UCSC: list genomes, list tracks, get sequence, get track data, and cytoband info. Use this skill for genomics tasks involving list genomes list tracks get sequence get track data get cytoband. Combines 5 tools from 1 SCP server(s).

Electromagnetic Field Analysis - Analyze EM fields: vacuum permittivity, total charge, radiation pressure, and photon calculations. Use this skill for electromagnetics tasks involving calculate vacuum permittivity calculate total charge calculate radiation pressure calculate total power. Combines 4 tools from 2 SCP server(s).

Alanine Scanning Mutagenesis Pipeline - Alanine scanning: design scan, compute properties for each mutant, predict interactions, and compare. Use this skill for protein biochemistry tasks involving AlanineScanningDesigner ComputeProtPara PredictDrugTargetInteraction calculate protein sequence properties. Combines 4 tools from 3 SCP server(s).

Calculate comprehensive protein sequence properties including isoelectric point, molecular weight, hydrophobicity, and physicochemical parameters.

Multi-Species Gene Analysis - Analyze gene across species: Ensembl homologs, NCBI orthologs, cross-species STRING similarity, and taxonomy. Use this skill for comparative genomics tasks involving get homology symbol get gene orthologs get best similarity hits between species get taxonomy. Combines 4 tools from 3 SCP server(s).

Combinatorial Chemistry Library Design - Design combinatorial library: validate core SMILES, generate variants, compute properties, and predict ADMET for library. Use this skill for combinatorial chemistry tasks involving is valid smiles calculate mol basic info calculate mol drug chemistry pred molecule admet. Combines 4 tools from 2 SCP server(s).

Comprehensive protein analysis combining InterProScan domain identification with BLAST similarity search to provide complete functional and evolutionary annotation.

Gene-Disease Association Analysis - Analyze gene-disease associations: NCBI gene metadata, OpenTargets disease associations, TCGA expression, and Monarch phenotypes. Use this skill for medical genetics tasks involving get gene metadata by gene name get associated targets by disease efoId get gene expression across cancers get joint associated diseases by HPO ID list. Combines 4 tools from 4 SCP server(s).

Protein Classification Analysis - Classify protein: ChEMBL protein classification, UniProt entry, InterPro domains, and Ensembl biotypes. Use this skill for protein science tasks involving search protein classification get uniprotkb entry by accession query interpro get info biotypes. Combines 4 tools from 4 SCP server(s).

Genetic Counseling Variant Report - Generate variant report for genetic counseling: VEP, ClinVar, gene phenotype, and literature evidence. Use this skill for clinical genetics tasks involving get vep hgvs clinvar search get phenotype gene pubmed search. Combines 4 tools from 2 SCP server(s).

Functional Group Profiling - Profile functional groups: radical assignment, H-bond analysis, aromaticity, and abbreviation condensation. Use this skill for organic chemistry tasks involving AssignRadicals GetHBANum AromaticityAnalyzer CondenseAbbreviationSubstanceGroups. Combines 4 tools from 2 SCP server(s).

Drug Target Identification Pipeline - Identify drug targets for a disease by querying OpenTargets for associated targets, then retrieve detailed target info from ChEMBL and protein data from UniProt. Use this skill for drug discovery tasks involving get associated targets by disease efoId get target by name get general info by protein or gene name. Combines 3 tools from 3 SCP server(s).

Comparative Drug Analysis - Compare drugs: structure analysis, PubChem data, FDA safety, and ChEMBL bioactivity. Use this skill for comparative pharmacology tasks involving ChemicalStructureAnalyzer get compound by name get adverse reactions by drug name search activity. Combines 4 tools from 4 SCP server(s).

Experimental Data Processing - Process experimental data: absolute error, mean square, max value, scientific notation formatting. Use this skill for experimental physics tasks involving calculate absolute error calculate mean square calculate max value format scientific notation convert to scientific notation. Combines 5 tools from 1 SCP server(s).

Use when the workflow hits contradictions, missing evidence, failed runs, design flaws, or resource shifts. Diagnose the failure class, choose the narrowest safe correction, and escalate to the user when the core plan changes.

Retrieve gene information from NCBI Gene database by gene IDs to obtain genomic details, function, and expression data.

Chemical Structure Comparison - Compare chemical structures: get SMILES, analyze structures, compute similarity, and check PubChem records. Use this skill for cheminformatics tasks involving NameToSMILES ChemicalStructureAnalyzer calculate smiles similarity get compound by name. Combines 4 tools from 4 SCP server(s).

Gene Therapy Target Analysis - Analyze gene therapy target: gene info, variant pathogenicity, protein structure, and clinical evidence. Use this skill for gene therapy tasks involving get gene metadata by gene name get vep hgvs Protein structure prediction ESMFold clinvar search. Combines 4 tools from 4 SCP server(s).

Genome Annotation Pipeline - Annotate a genome: NCBI annotation report, Ensembl gene lookup, UCSC tracks, and KEGG pathway links. Use this skill for genomics tasks involving get genome annotation report get lookup symbol list tracks kegg link. Combines 4 tools from 4 SCP server(s).

Retrieve SMILES strings from PubChem using compound names.

Protein-Drug Interaction Profiling - Profile protein-drug interactions: protein properties, drug structure, binding affinity prediction, and interaction data. Use this skill for molecular pharmacology tasks involving calculate protein sequence properties ChemicalStructureAnalyzer boltz binding affinity PredictDrugTargetInteraction. Combines 4 tools from 4 SCP server(s).

Charge Carrier Mobility Analysis - Analyze carrier mobility: calculate new mobility, compute vacuum permittivity, and error analysis. Use this skill for semiconductor physics tasks involving calculate new mobility calculate vacuum permittivity calculate absolute error calculate mean square. Combines 4 tools from 2 SCP server(s).

Energy Unit Conversion Pipeline - Convert between energy units and analyze: MeV to Joules, scientific notation, and error calculation. Use this skill for physics tasks involving convert energy MeV to J convert to scientific notation format scientific notation calculate absolute error. Combines 4 tools from 2 SCP server(s).

Calculate sound speed in seawater from practical salinity, temperature, and pressure using the Gibbs Seawater Oceanographic Toolbox.

Assess drug risks and adverse effects using FDA drug database to retrieve safety information and risk profiles.

SNP Functional Impact Analysis - Analyze SNP function: VEP prediction, variation details, phenotype association, and literature evidence. Use this skill for functional genomics tasks involving get vep id get variation get phenotype accession pubmed search. Combines 4 tools from 2 SCP server(s).

Protein Engineering Workflow - Engineer a protein: predict structure, identify functional residues, predict beneficial mutations, and calculate properties. Use this skill for protein engineering tasks involving Protein structure prediction ESMFold predict functional residue zero shot sequence prediction calculate protein sequence properties. Combines 4 tools from 2 SCP server(s).

Perform meta-analysis on scientific studies to synthesize research findings and generate comprehensive reports with statistical summaries.

Thermal & Heat Transfer Analysis - Analyze thermal system: calculate heat released, convert energy units, compute potential energy, and dynamic viscosity. Use this skill for thermal engineering tasks involving calculate heat released convert energy MeV to J calculate potential energy calculate dynamic viscosity. Combines 4 tools from 1 SCP server(s).

Search PubChem database using SMILES strings to retrieve compound information and chemical properties.

Use when the Researcher starts, resumes, or reaches a major decision point. Build a context inventory from workstation materials, prior messages, existing artifacts, requirements, and unfinished work.

Retrieve phenotype information from Monarch Initiative using HPO (Human Phenotype Ontology) IDs to understand disease manifestations.

Bioassay Data Analysis - Analyze bioassay data: PubChem assay summary, ChEMBL activity search, compound properties, and target info. Use this skill for bioassay science tasks involving get assay summary by cid search activity calculate mol basic info get target by name. Combines 4 tools from 3 SCP server(s).

Generate new molecules sampling from the input scaffold.

Precision Oncology Workflow - Precision oncology: tumor expression profiling, variant analysis, targeted therapy lookup, and clinical trials. Use this skill for precision oncology tasks involving get gene expression across cancers get vep hgvs get associated drugs by target name get clinical studies info by drug name pubmed search. Combines 5 tools from 5 SCP server(s).

Scientific Literature Mining - Mine scientific literature: PubMed search, arXiv search, web search, and Tavily deep search. Use this skill for scientific informatics tasks involving pubmed search search literature search web tavily search. Combines 4 tools from 2 SCP server(s).

Convert SMILES strings to CAS registry numbers using material informatics tools to identify chemical substances.

Protein Complex Visualization & Analysis - Analyze protein complex: download structure, visualize complex, extract chains, and calculate quality metrics. Use this skill for structural biology tasks involving retrieve protein data by pdbcode visualize complex extract pdb chains calculate pdb basic info. Combines 4 tools from 1 SCP server(s).

Disease-Drug Landscape Analysis - Map the drug landscape for a disease: OpenTargets disease drugs, FDA indications, and clinical studies. Use this skill for drug discovery tasks involving get associated drugs by target name get drug names by indication get clinical studies info by drug name. Combines 3 tools from 2 SCP server(s).

Search scientific literature and research papers using FlowSearch to find relevant academic articles and publications.

AlphaFold Structure Analysis Pipeline - AlphaFold pipeline: download predicted structure, predict pockets, extract sequence, and compute properties. Use this skill for computational biology tasks involving download alphafold structure run fpocket extract pdb sequence calculate pdb basic info. Combines 4 tools from 3 SCP server(s).

Drug Repurposing Screening - Screen existing drugs for new indications by querying FDA indications, ChEMBL mechanisms, and OpenTargets drug-disease associations. Use this skill for drug discovery tasks involving get indications by drug name get mechanism of action by drug name get drug by name get associated drugs by target name. Combines 4 tools from 3 SCP server(s).

Pharmacogenomics Analysis - Pharmacogenomics analysis: FDA pharmacogenomics info, variant effects, ClinVar pathogenicity, and gene expression. Use this skill for pharmacogenomics tasks involving get pharmacogenomics info by drug name get vep hgvs clinvar search get gene expression across cancers. Combines 4 tools from 4 SCP server(s).

Calculate basic molecular properties from SMILES including molecular weight, formula, atom counts, and exact mass.

Pharmacokinetics Profile Builder - Build a PK profile: FDA pharmacokinetics, clinical pharmacology, dosage info, and molecular properties. Use this skill for pharmacology tasks involving get pharmacokinetics by drug name get clinical pharmacology by drug name get dosage and storage information by drug name get compound by name. Combines 4 tools from 2 SCP server(s).

Molecular Fingerprint Analysis - Fingerprint analysis: topology descriptors, structure complexity, similarity calculation, and AromaticityAnalysis. Use this skill for cheminformatics tasks involving calculate mol topology calculate mol structure complexity calculate smiles similarity AromaticityAnalyzer. Combines 4 tools from 2 SCP server(s).

Disease Protein Profiling - Profile a disease protein: UniProt data, AlphaFold structure, InterPro domains, phenotype associations from Ensembl. Use this skill for medical proteomics tasks involving query uniprot download alphafold structure query interpro get phenotype gene. Combines 4 tools from 2 SCP server(s).

Gene-Variant-Drug Nexus - Connect gene variants to drugs: variant effect, gene-disease link, drug associations, and clinical evidence. Use this skill for translational genomics tasks involving get vep hgvs get associated targets by disease efoId get associated drugs by target name clinvar search. Combines 4 tools from 3 SCP server(s).

SMILES Comprehensive Analysis - Comprehensive SMILES analysis: validate, convert name, compute all molecular descriptors, and predict ADMET. Use this skill for cheminformatics tasks involving is valid smiles ChemicalStructureAnalyzer calculate mol basic info pred molecule admet. Combines 4 tools from 3 SCP server(s).

One Health Pathogen Analysis - One Health analysis: pathogen genome, cross-species gene comparison, antimicrobial drugs, and environmental context. Use this skill for one health tasks involving get genome dataset report by taxon get homology symbol get mechanism of action by drug name tavily search get taxonomy. Combines 5 tools from 4 SCP server(s).

Use after the user confirms the plan. Dispatch the next justified worker task, supervise progress, enforce artifact-backed completion, and keep the workflow aligned with the approved plan.

Check if the input protein sequence or molecule SMILES string is valid.

Enzyme Inhibitor Design - Design enzyme inhibitor: target structure, pocket prediction, compound screening, and ADMET assessment. Use this skill for enzyme pharmacology tasks involving retrieve protein data by pdbcode pred pocket prank quick molecule docking pred molecule admet calculate mol drug chemistry. Combines 5 tools from 2 SCP server(s).

Chemical Safety Assessment - Assess chemical safety: PubChem compound info, FDA drug data, ADMET prediction, and structural alerts from ChEMBL. Use this skill for chemical safety tasks involving get general info by compound name get warnings and cautions by drug name pred molecule admet get compound structural alert. Combines 4 tools from 4 SCP server(s).

Convert between molecular formats including SMILES, InChI, InChIKey, and SELFIES for cheminformatics applications.

Epigenetics & Drug Response - Link epigenetics to drug response: gene regulation, variant effects, drug interactions, and expression. Use this skill for epigenetic pharmacology tasks involving get overlap region get vep hgvs get drug interactions by drug name get gene expression across cancers. Combines 4 tools from 3 SCP server(s).

Multi-Omics Integration - Integrate multi-omics: gene expression, protein data, pathway enrichment, and metabolic pathways. Use this skill for multi-omics tasks involving get gene expression across cancers get uniprotkb entry by accession get functional enrichment kegg get. Combines 4 tools from 4 SCP server(s).

Drug Toxicity Assessment - Comprehensive toxicity assessment: FDA adverse reactions, nonclinical toxicology, carcinogenicity data, and ADMET prediction. Use this skill for toxicology tasks involving get adverse reactions by drug name get nonclinical toxicology info by drug name get carcinogenic mutagenic fertility impairment info by drug name pred molecule admet. Combines 4 tools from 2 SCP server(s).

Rare Disease Genetic Analysis - Analyze rare disease genetics: Monarch phenotype-disease mapping, ClinVar variants, NCBI gene data, and OpenTargets. Use this skill for rare disease genetics tasks involving get HPO ID by phenotype get joint associated diseases by HPO ID list clinvar search get associated targets by disease efoId. Combines 4 tools from 3 SCP server(s).

Infectious Disease Analysis - Analyze infectious disease: virus data, taxonomy, antimicrobial drugs, and resistance literature. Use this skill for infectious disease tasks involving get virus dataset report get taxonomy get mechanism of action by drug name pubmed search. Combines 4 tools from 3 SCP server(s).

Metabolomics Pathway Analysis - Analyze metabolomics: compound identification, KEGG pathway mapping, enzyme links, and PubChem data. Use this skill for metabolomics tasks involving search pubchem by name kegg find kegg link kegg get. Combines 4 tools from 2 SCP server(s).

Use when the user describes a research need in natural language and wants AI-assisted query expansion before searching for papers, including requests to find recent work on a topic, related papers in a direction, or similar Chinese requests for AI paper search.

Drug Warning Intelligence Report - Generate drug warning report: ChEMBL drug warnings, FDA boxed warnings, adverse reactions, and environmental warnings. Use this skill for pharmacovigilance tasks involving get drug warning by id get boxed warning info by drug name get adverse reactions by drug name get environmental warning by drug name. Combines 4 tools from 2 SCP server(s).

Gene Comprehensive Lookup - Comprehensive gene lookup: NCBI gene data, Ensembl gene info, UniProt protein data, and KEGG pathway links. Use this skill for bioinformatics tasks involving get gene metadata by gene name get lookup symbol get general info by protein or gene name kegg find. Combines 4 tools from 4 SCP server(s).

Calculate atmospheric parameters including Coriolis parameter, geostrophic wind, heat index, potential temperature, and dewpoint for meteorology and climate science.

CAS Number Compound Lookup - Look up compounds by CAS: convert CAS to price/availability, get PubChem data, get ChEMBL info, and structure analysis. Use this skill for chemical information tasks involving CASToPrice get compound by name get molecule by name ChemicalStructureAnalyzer. Combines 4 tools from 4 SCP server(s).

Convert physical quantities and units at nanoscale for materials science and nanotechnology applications.

Query dbSNP + NCBI Gene to get variant genomic position (chromosome, coordinates, ref/alt alleles, mutation type) and associated gene coordinates.

UniProt Deep Protein Analysis - Deep UniProt analysis: entry data, UniRef clusters, UniParc cross-references, and gene-centric view. Use this skill for protein science tasks involving get uniprotkb entry by accession get uniref cluster by id get uniparc entry by upi get gene centric by accession. Combines 4 tools from 1 SCP server(s).

Use when the user wants keyword-based academic paper discovery in Paper Study, including requests to search papers by topic, date range, or source such as arXiv, Semantic Scholar, bioRxiv, PubMed, Hugging Face daily papers, or similar Chinese requests about paper search.

Assess wind energy potential and perform site analysis using atmospheric science calculations.

Protein Structure Quality Assessment - Assess structure quality: basic info, geometry analysis, quality metrics, composition, and visualization. Use this skill for structural biology tasks involving calculate pdb basic info calculate pdb structural geometry calculate pdb quality metrics calculate pdb composition info visualize protein. Combines 5 tools from 1 SCP server(s).

Cross-Species Protein Comparison - Compare proteins across species: get orthologs from NCBI, compute properties for each, and compare similarity. Use this skill for comparative biology tasks involving get gene orthologs calculate protein sequence properties calculate smiles similarity get homology id. Combines 4 tools from 3 SCP server(s).

Use ESMFold model to predict 3D structure of the input protein sequence.

Analyze protein sequences using InterProScan to identify functional domains, protein families, and Gene Ontology (GO) annotations.

Antibody Drug Development - Develop antibody drug: target protein analysis, biotherapeutic lookup, protein properties, and interaction prediction. Use this skill for biologics tasks involving get uniprotkb entry by accession get biotherapeutic by name ComputeProtPara ComputeHydrophilicity. Combines 4 tools from 3 SCP server(s).

Calculate the freezing point temperature of seawater from absolute salinity and pressure using GSW thermodynamic equations.

Transcriptome Analysis Pipeline - Analyze transcriptome: Ensembl transcript lookup, sequence retrieval, haplotype analysis, and UCSC track data. Use this skill for transcriptomics tasks involving get lookup id get sequence id get transcript haplotypes get track data. Combines 4 tools from 2 SCP server(s).

Analyze DNA and RNA sequences including molecular weight calculation, reverse complement generation, and oligonucleotide properties.

NCBI Gene Deep Dive - Deep dive into NCBI gene: metadata, dataset report, product report, orthologs, and gene links. Use this skill for gene biology tasks involving get gene metadata by gene name get gene dataset report by id get gene product report by id get gene orthologs get gene links by id. Combines 5 tools from 1 SCP server(s).

Substance Toxicology Report - Toxicology report: PubChem substance data, FDA toxicology, carcinogenicity data, and environmental warnings. Use this skill for toxicology tasks involving get substance by name get nonclinical toxicology info by drug name get carcinogenic mutagenic fertility impairment info by drug name get environmental warning by drug name. Combines 4 tools from 2 SCP server(s).

Antibody-Target Analysis - Analyze an antibody target: UniProt protein info, InterPro domains, protein properties, and biotherapeutic data from ChEMBL. Use this skill for immunology tasks involving get uniprotkb entry by accession query interpro ComputeProtPara get biotherapeutic by name. Combines 4 tools from 4 SCP server(s).

Search ChEMBL database for molecule information by name to retrieve bioactivity data and chemical structures.

Comprehensive molecular property analysis covering basic info, hydrophobicity, H-bonding, structural complexity, topology, drug-likeness, charge distribution, and complexity metrics.

Chemical Property Profiling - Profile chemical properties: basic info, hydrophobicity, H-bonds, charges, and molecular complexity. Use this skill for physical chemistry tasks involving calculate mol basic info calculate mol hydrophobicity calculate mol hbond calculate mol charge calculate mol complexity. Combines 5 tools from 1 SCP server(s).

Proteome-Level Analysis - Analyze at proteome level: get proteome from UniProt, gene-centric view, functional annotation from STRING. Use this skill for proteomics tasks involving get proteome by id get gene centric by proteome get functional annotation. Combines 3 tools from 2 SCP server(s).

Tissue-Specific Expression Analysis - Analyze tissue-specific expression: ChEMBL tissue data, TCGA cancer expression, Ensembl gene info, and NCBI gene data. Use this skill for tissue biology tasks involving get tissue by id get gene expression across cancers get lookup symbol get gene metadata by gene name. Combines 4 tools from 4 SCP server(s).

Query IGVF Catalog for regulatory element–gene associations within a genomic region, including association scores, element types, and biosample context.

Epigenomic Landscape Mapping - Map epigenomic landscape: overlapping features, regulatory elements, binding matrices, and phenotype links. Use this skill for epigenomics tasks involving get overlap region get phenotype region get species binding matrix get track data. Combines 4 tools from 2 SCP server(s).

Structural Pharmacogenomics - Link structure to pharmacogenomics: variant effect, protein structure change, drug binding, and clinical data. Use this skill for pharmacogenomics tasks involving get vep hgvs pred protein structure esmfold boltz binding affinity get pharmacogenomics info by drug name. Combines 4 tools from 3 SCP server(s).

Predict a molecule's ability to reverse disease states using DLEPS (Disease-Ligand Embedding Projection Score) for drug repositioning and discovery.

Affinity Maturation Pipeline - Affinity maturation: compute binding affinity, predict mutations, compute hydrophilicity, and predict drug-target interaction. Use this skill for antibody engineering tasks involving ComputeAffinityCalculator zero shot sequence prediction ComputeHydrophilicity PredictDrugTargetInteraction. Combines 4 tools from 3 SCP server(s).

ADMET & Drug-Likeness Report - Generate comprehensive ADMET and drug-likeness report: molecular properties, H-bond analysis, hydrophobicity, topology, and ADMET prediction. Use this skill for medicinal chemistry tasks involving calculate mol basic info calculate mol hbond calculate mol hydrophobicity calculate mol topology pred molecule admet. Combines 5 tools from 2 SCP server(s).

Disease Knowledge Graph - Build disease knowledge graph: OpenTargets targets, drugs, publications, and phenotypes. Use this skill for disease informatics tasks involving get associated targets by disease efoId get associated drugs by target name get publications by drug name get associated phenotypes by disease efoId. Combines 4 tools from 1 SCP server(s).

Predict the ADMET (absorption, distribution, metabolism, excretion, and toxicity) properties of the input molecules.

Comprehensive drug screening pipeline from molecular filtering through QED/ADMET criteria to protein-ligand docking, identifying promising drug candidates.

Enzyme Active Site Engineering - Engineer enzyme: identify active site residues, predict pocket, analyze binding site, and predict mutations. Use this skill for enzymology tasks involving predict functional residue run fpocket get binding site by id pred mutant sequence. Combines 4 tools from 3 SCP server(s).

Gene Ontology Analysis - Analyze GO terms: ChEMBL GO slim, STRING functional enrichment, STRING annotation, and Ensembl ontology. Use this skill for functional genomics tasks involving get go slim by id get functional enrichment get functional annotation get ontology name. Combines 4 tools from 3 SCP server(s).

Use when the user wants the full multi-stage paper discussion workflow, a comprehensive structured discussion of one paper, or an equivalent full-discussion request in another language.

Analyze chemical structures from compound names to retrieve SMILES, molecular formulas, molecular weight, and LogP values.

Retrieve disease-associated targets from Open Targets using disease EFO IDs to identify therapeutic targets.

Personalized Medicine Report - Generate personalized medicine report: pharmacogenomics, variant effects, drug safety, and clinical pharmacology. Use this skill for precision medicine tasks involving get pharmacogenomics info by drug name get vep hgvs get adverse reactions by drug name get clinical pharmacology by drug name. Combines 4 tools from 2 SCP server(s).

Drug-Drug Interaction Checker - Check interactions between multiple drugs using FDA interaction data, PubChem compound info, and ChEMBL target overlap analysis. Use this skill for clinical pharmacology tasks involving get drug interactions by drug name get compound by name get target by name. Combines 3 tools from 3 SCP server(s).

Polymer & Material Property Analysis - Analyze polymer properties: composition, symmetry, density, and lattice parameters for material design. Use this skill for polymer science tasks involving MaterialCompositionAnalyzer CalculateSymmetry CalculateDensity MofLattice. Combines 4 tools from 2 SCP server(s).

Cross-Database Compound Lookup - Cross-reference compound across databases: PubChem, ChEMBL, KEGG, and CAS number lookup. Use this skill for chemical information tasks involving get compound by name get molecule by name kegg find CASToPrice. Combines 4 tools from 4 SCP server(s).

Virtual Screening Pipeline - Virtual screening: search PubChem by substructure, compute similarity, filter by drug-likeness, and predict binding affinity. Use this skill for drug discovery tasks involving search pubchem by smiles calculate smiles similarity calculate mol drug chemistry boltz binding affinity. Combines 4 tools from 3 SCP server(s).

Retrieve protein sequences and functional information from UniProt database by protein name, enabling protein analysis and bioinformatics workflows.

Molecular Visualization Suite - Visualize molecules: convert SMILES to formats, visualize molecule, visualize protein, visualize complex. Use this skill for chemical visualization tasks involving convert smiles to format visualize molecule visualize protein visualize complex. Combines 4 tools from 1 SCP server(s).

Use when the research goal, evaluation target, scope, resources, timeline, or decision criteria are ambiguous, conflicting, or not operationally testable.

Clinical Pharmacology Report - Generate clinical pharmacology report: PK, PD, mechanism, drug interactions, and special populations. Use this skill for clinical pharmacology tasks involving get pharmacokinetics by drug name get pharmacodynamics by drug name get mechanism of action by drug name get drug interactions by drug name get geriatric use info by drug name. Combines 5 tools from 1 SCP server(s).

Calculate electrical capacitance from geometric parameters and dielectric properties for circuit design.

Multi-Unit Conversion Suite - Convert units across domains: length mm to m, radius m to cm, dimensions to meters, nm to um, volume to cm3. Use this skill for metrology tasks involving convert length mm to m convert radius m to cm convert dimensions to meters convert nm to um convert volume to cm3. Combines 5 tools from 1 SCP server(s).

Variant Pathogenicity Assessment - Assess variant pathogenicity: Ensembl VEP prediction, ClinVar lookup, variation details, and gene phenotype associations. Use this skill for clinical genetics tasks involving get vep hgvs clinvar search get variation get phenotype gene. Combines 4 tools from 2 SCP server(s).

Chemical Patent & Novelty Analysis - Analyze chemical novelty: PubChem substructure CAS search, ChEMBL similarity search, compound synonyms, and literature. Use this skill for patent chemistry tasks involving get substructure cas get similarity by smiles get compound synonyms by name search literature. Combines 4 tools from 3 SCP server(s).

Create new skills, improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, or benchmark skill performance with variance analysis.

Disease-Specific Compound Screening - Screen compounds for disease: get DLEPS score for disease relevance, predict ADMET, and check drug-likeness. Use this skill for drug discovery tasks involving calculate dleps score pred molecule admet calculate mol drug chemistry get compound by name. Combines 4 tools from 3 SCP server(s).

Query FAVOR API for variant functional prediction scores (CADD, SIFT, PolyPhen, REVEL, etc.) and gene annotation.

Regulatory Region Analysis - Analyze regulatory regions: get overlapping features, binding matrix, sequence, and phenotype associations. Use this skill for epigenomics tasks involving get overlap region get species binding matrix get sequence get phenotype region. Combines 4 tools from 2 SCP server(s).

Retrieve gene expression data from TCGA (The Cancer Genome Atlas) to analyze cancer-specific expression patterns.

Cell Line Assay Analysis - Analyze cell line assays: ChEMBL cell line info, assay search, activity data, and target info. Use this skill for cell biology tasks involving get cell line by id search assay search activity get target by name. Combines 4 tools from 1 SCP server(s).

Length & Dimension Measurement - Precision length measurement: convert mm to m, calculate length plus width, area, and error. Use this skill for metrology tasks involving convert length mm to m calculate length plus width calculate area calculate absolute error. Combines 4 tools from 3 SCP server(s).

Cancer Therapy Design - Design cancer therapy: identify targets, find drugs, check safety, and analyze differential expression. Use this skill for oncology tasks involving get associated targets by disease efoId get associated drugs by target name get adverse reactions by drug name tcga differential expression analysis. Combines 4 tools from 3 SCP server(s).

Retrieve SMILES strings from PubChem database using compound names to obtain molecular structures from common chemical names.

Organism Classification & Database - Classify organism: NCBI taxonomy, Ensembl taxonomy, ChEMBL organisms, and genome info. Use this skill for taxonomy tasks involving get taxonomy get taxonomy id get organism by id get genome dataset report by taxon. Combines 4 tools from 3 SCP server(s).

Protein Solubility Optimization - Optimize protein solubility: calculate properties, predict solubility, predict hydrophilicity, and suggest mutations. Use this skill for protein engineering tasks involving calculate protein sequence properties predict protein function ComputeHydrophilicity zero shot sequence prediction. Combines 4 tools from 3 SCP server(s).

Pediatric Drug Safety Review - Evaluate pediatric drug safety: pediatric use info, child safety, dosage forms, and overdosage info from FDA. Use this skill for pediatric pharmacology tasks involving get pediatric use info by drug name get child safety info by drug name get dosage forms and strengths by drug name get overdosage info by drug name. Combines 4 tools from 1 SCP server(s).

Full Protein Characterization - Complete protein characterization: validate sequence, compute all properties, predict structure, and analyze pockets. Use this skill for protein biochemistry tasks involving is valid protein sequence analyze protein ComputeProtPara pred protein structure esmfold run fpocket. Combines 5 tools from 4 SCP server(s).

Protein Similarity Search - Search for similar proteins: extract sequence from PDB, search structures with FoldSeek, find homologs with STRING, and check UniProt. Use this skill for bioinformatics tasks involving extract pdb sequence foldseek search get best similarity hits between species search uniprotkb entries. Combines 4 tools from 3 SCP server(s).

Compound-to-Drug Analysis Pipeline - Full compound-to-drug pipeline: name-to-SMILES conversion, structure analysis, drug-likeness, and FDA drug lookup. Use this skill for drug development tasks involving NameToSMILES ChemicalStructureAnalyzer calculate mol drug chemistry get drug by name. Combines 4 tools from 4 SCP server(s).

Retrieve genomic sequences from Ensembl database using transcript or gene IDs to obtain nucleotide and protein sequences.

Query ClinGen Allele Registry to map variant rsID to identifiers in other databases (ClinVar, gnomAD, COSMIC, UniProtKB, OMIM, etc.).

ATC Drug Classification Lookup - Look up drug in ATC classification: ChEMBL ATC class, FDA drug info, PubChem compound, and mechanism of action. Use this skill for pharmacology tasks involving get atc class by level5 get mechanism of action by drug name get compound by name get drug by name. Combines 4 tools from 3 SCP server(s).

Gene Family Evolution Analysis - Analyze gene family evolution: CAFE gene tree, homology, Ensembl gene tree, and taxonomy. Use this skill for molecular evolution tasks involving get cafe genetree member symbol get homology symbol get genetree member symbol get taxonomy classification. Combines 4 tools from 1 SCP server(s).

Protein Structure Comprehensive Analysis - Comprehensive structure analysis: download PDB, extract chains, calculate geometry, quality metrics, and composition. Use this skill for structural biology tasks involving retrieve protein data by pdbcode extract pdb chains calculate pdb structural geometry calculate pdb quality metrics calculate pdb composition info. Combines 5 tools from 1 SCP server(s).

Implement data transmission between the local computer and the MCP Server using Base64 encoding

Use when the Researcher must convert a confirmed scientific goal into a staged, executable research plan with role assignments, milestones, resources, checkpoints, and risk controls.

Calculate advanced molecular descriptors including shape indices, connectivity indices, and structural features for QSAR and drug discovery.

Electrical Circuit Analysis - Analyze electrical circuit: compute capacitance, convert resistance units, calculate total charge, and duty cycle. Use this skill for electrical engineering tasks involving convert resistance kOhm to Ohm calculate geometric term calculate absolute error. Combines 3 tools from 3 SCP server(s).

Protein Function Annotation Pipeline - Annotate protein function: UniProt metadata, InterPro domains, functional prediction, and GO enrichment. Use this skill for proteomics tasks involving query uniprot query interpro predict protein function get functional enrichment. Combines 4 tools from 2 SCP server(s).

Use when the user wants question-driven help on one paper, including paper understanding, follow-up questions, method or experiment clarification, limitation analysis, or comparison against related work in any language.

Process seismic waveform data including reading MinISEED/SAC files, extracting metadata, and visualizing earthquake signals.

InterProScan Analysis Pipeline - Run InterProScan for domain analysis, then enrich with UniProt data and STRING interactions. Use this skill for functional proteomics tasks involving interproscan analyze get uniprotkb entry by accession get functional enrichment query interpro. Combines 4 tools from 4 SCP server(s).

Calculate mass percentages and stoichiometric ratios for chemical reactions and compound compositions.

Query NCBI ClinVar for variant clinical pathogenicity classification (Pathogenic/Benign/VUS), review status and associated diseases.

Query gnomAD for variant allele frequency across populations. Uses FAVOR to convert rsID→variant_id first, then queries gnomAD.

Clinical Trial Drug Profiling - Profile drug for clinical trials: FDA clinical studies, contraindications, pregnancy info, and geriatric use. Use this skill for clinical research tasks involving get clinical studies info by drug name get contraindications by drug name get pregnancy effects info by drug name get geriatric use info by drug name. Combines 4 tools from 1 SCP server(s).

Use before plan submission, major plan revision, and major stage transitions. Verify alignment, feasibility, rigor, completeness, and prevent unjustified regressions to earlier workflow phases.

Search for similar protein sequences in UniProt Swiss-Prot database using BLAST to identify homologous proteins and functional relationships.

Mouse Model Disease Analysis - Analyze mouse disease models: MouseMine search, NCBI mouse gene data, Ensembl cross-species comparison, and orthologs. Use this skill for model organisms tasks involving mousemine search get gene metadata by gene name get homology symbol get gene orthologs. Combines 4 tools from 3 SCP server(s).

Generate detailed laboratory protocols from natural language descriptions using AI, producing step-by-step experimental procedures ready for lab execution.

Drug-Target Structural Biology - Integrate drug and target structure: get drug from ChEMBL, target structure from PDB, dock them, and predict ADMET. Use this skill for structural pharmacology tasks involving get drug by name retrieve protein data by pdbcode quick molecule docking pred molecule admet. Combines 4 tools from 3 SCP server(s).

Lab Protocol from Literature - Extract and generate lab protocol: search PubMed, extract protocol from paper, and generate executable protocol. Use this skill for lab science tasks involving pubmed search extract protocol from pdf protocol generation generate executable json. Combines 4 tools from 2 SCP server(s).

Generate new molecules sampling from the input two warhead fragments.

PubChem Deep Dive Analysis - Deep dive into PubChem: compound info, bioassay summary, 3D conformers, synonyms, and general description. Use this skill for chemical databases tasks involving get pubchem compound by cid get assay summary by cid get conformers by cid get compound synonyms by name get general info by compound name. Combines 5 tools from 1 SCP server(s).

Microbiome Genomics Analysis - Analyze microbial genome: NCBI genome data, taxonomy, KEGG metabolic pathways, and annotation. Use this skill for metagenomics tasks involving get genome dataset report by taxon get taxonomy kegg find get genome annotation report. Combines 4 tools from 2 SCP server(s).

Convert laboratory protocols to executable JSON format using Thoth-OP for automated lab equipment control.

BLAST & Protein Analysis Pipeline - BLAST search followed by comprehensive protein analysis: BLAST, then structure prediction, properties, and function. Use this skill for sequence bioinformatics tasks involving blast search pred protein structure esmfold calculate protein sequence properties predict protein function. Combines 4 tools from 4 SCP server(s).

Query PharmGKB (clinPGx) for pharmacogenomic clinical annotations — how a variant affects drug response, dosing, and adverse reactions.

Drug-Indication Mapping - Map drug indications: ChEMBL drug indications, FDA indications, OpenTargets drug associations, and literature. Use this skill for clinical informatics tasks involving get drug indication by id get indications by drug name get associated drugs by target name pubmed search. Combines 4 tools from 4 SCP server(s).

Gene Expression Atlas - Build gene expression atlas: TCGA cancer expression, NCBI gene info, Ensembl gene details, and literature search. Use this skill for transcriptomics tasks involving get gene expression across cancers get gene metadata by gene name get lookup symbol search literature. Combines 4 tools from 4 SCP server(s).

Gene-to-Drug Discovery Pipeline - Full gene-to-drug pipeline: gene lookup, protein structure, binding pocket, virtual screening, and drug-likeness. Use this skill for translational medicine tasks involving get gene metadata by gene name pred protein structure esmfold run fpocket boltz binding affinity calculate mol drug chemistry. Combines 5 tools from 3 SCP server(s).

Optical System Analysis - Analyze optical system: calculate photon rate, frequency range, radiation pressure, and electron wavelength. Use this skill for optics tasks involving calculate incident photon rate calculate frequency range calculate radiation pressure electron wavelength. Combines 4 tools from 1 SCP server(s).

Biomarker Discovery Pipeline - Discover biomarkers: TCGA differential expression, NCBI gene data, OpenTargets associations, and clinical relevance. Use this skill for precision medicine tasks involving tcga differential expression analysis get gene metadata by gene name get associated targets by disease efoId clinvar search. Combines 4 tools from 4 SCP server(s).

Virus Genomics Analysis - Analyze virus genomics: NCBI virus dataset, annotation, taxonomy, and literature search. Use this skill for virology tasks involving get virus dataset report get virus annotation report get taxonomy search literature. Combines 4 tools from 2 SCP server(s).

Lead Compound Optimization - Optimize a lead compound: validate SMILES, compute drug-likeness, predict ADMET properties, and check ChEMBL bioactivity. Use this skill for medicinal chemistry tasks involving is valid smiles calculate mol drug chemistry pred molecule admet search activity. Combines 4 tools from 3 SCP server(s).

Generate new molecules sampling from the input molecule.

Calculate material density and volume from mass and geometric dimensions for materials mechanics analysis.

Analyze measurement errors, uncertainties, and statistical variations in experimental data for quality control.

Computational Analysis via Code Execution - Execute custom computational analysis code, analyze software, and search for reference implementations. Use this skill for computational science tasks involving exec code software analysis search dataset search literature. Combines 4 tools from 2 SCP server(s).

Calculate optical frequency and wavelength relationships for photonics and electromagnetic analysis.

Use when the user wants a sharp reviewer-style critique of a batch of papers, including triage into must-read versus skippable papers, blunt per-paper criticism, or similar Chinese requests for a daily roast of papers.

Analyze protein-protein interaction enrichment using STRING database to identify functional networks and pathway associations.

Population Genetics Analysis - Analyze population genetics: Ensembl variation populations, linkage disequilibrium, and variant frequency data. Use this skill for population genetics tasks involving get info variation populations get ld get variation get variant recoder. Combines 4 tools from 1 SCP server(s).

Mutation Impact Analysis - Analyze mutation impact: predict structure, predict mutations from sequence and structure, and check variant effects with Ensembl VEP. Use this skill for molecular biology tasks involving pred protein structure esmfold zero shot sequence prediction predict zero shot structure get vep hgvs. Combines 4 tools from 3 SCP server(s).

Calculate seawater thermodynamic properties using TEOS-10 standard including density, salinity, sound speed, and freezing temperature for oceanography.

Chromosome Structure Analysis - Analyze chromosome: NCBI summary, UCSC cytoband, genome sequence, and Ensembl assembly info. Use this skill for cytogenetics tasks involving get chromosome summary get cytoband get chromosome sequence get info assembly. Combines 4 tools from 3 SCP server(s).

Signal Processing Analysis - Analyze signals: duty cycle, frequency range, electron wavelength, and measurement error analysis. Use this skill for signal processing tasks involving calculate duty cycle calculate frequency range electron wavelength calculate absolute error. Combines 4 tools from 3 SCP server(s).

Polypharmacology Analysis - Analyze a drug's multi-target pharmacology: get targets from ChEMBL, functional enrichment from STRING, and pathway links from KEGG. Use this skill for pharmacology tasks involving get target by name get functional enrichment kegg link get mechanism by id. Combines 4 tools from 3 SCP server(s).

Natural Product Analysis - Analyze natural products: name to SMILES, PubChem lookup, structural analysis, and KEGG natural product search. Use this skill for natural products chemistry tasks involving NameToSMILES search pubchem by name ChemicalStructureAnalyzer kegg find. Combines 4 tools from 4 SCP server(s).

Extract laboratory protocols from PDF documents using Thoth-Plan to convert experimental procedures into structured text.

Molecular Docking Pipeline - Complete docking workflow: retrieve protein structure, predict binding pockets, prepare receptor, and dock ligand. Use this skill for structural biology tasks involving retrieve protein data by pdbcode run fpocket convert pdb to pdbqt dock quick molecule docking. Combines 4 tools from 2 SCP server(s).

Calculate buoyancy forces and acceleration for fluid mechanics and hydrodynamics analysis.

Calculate different types of molecular properties based on SMILES strings, covering basic physicochemical properties, hydrophobicity, hydrogen bonding capability, molecular complexity, topological structures, charge distribution, and custom complexity metrics, respectively.

Binding Site Characterization - Characterize binding sites: predict pockets with fpocket and P2Rank, get binding site info from ChEMBL, and visualize. Use this skill for structural biology tasks involving run fpocket pred pocket prank get binding site by id visualize protein. Combines 4 tools from 3 SCP server(s).

Synthetic Biology Design - Design synthetic biology construct: gene lookup, codon optimization, protein property prediction, and structure prediction. Use this skill for synthetic biology tasks involving get sequence id DegenerateCodonCalculatorbyAminoAcid calculate protein sequence properties pred protein structure esmfold. Combines 4 tools from 4 SCP server(s).

Search KEGG database for gene information to retrieve pathway associations, functional annotations, and disease links.

Given a protein sequence and its structure, employ ProSST model to predict mutation effects and obtain the top-k mutated sequences.

Substructure-Activity Relationship - Analyze substructure-activity: ChEMBL substructure search, activity data, PubChem compounds, and similarity. Use this skill for medicinal chemistry tasks involving get substructure by smiles search activity search pubchem by smiles calculate smiles similarity. Combines 4 tools from 3 SCP server(s).

Protein Cross-Database Reference - Cross-reference protein: UniProt entry, NCBI gene, Ensembl xrefs, and PDB structure search. Use this skill for proteomics tasks involving get uniprotkb entry by accession get gene metadata by gene name get xrefs symbol retrieve protein data by pdbcode. Combines 4 tools from 4 SCP server(s).

Comprehensive Drug Safety Profile - Build a complete drug safety profile by combining FDA adverse reactions, boxed warnings, drug interactions, and contraindications. Use this skill for pharmacology tasks involving get adverse reactions by drug name get boxed warning info by drug name get drug interactions by drug name get contraindications by drug name. Combines 4 tools from 1 SCP server(s).

Use the local InnoClaw CLI to run app workflows and Deep Research sessions from the terminal. Trigger when the user wants command-line control over this repository instead of only using the web UI.

Convert a file containing identified issues into GitHub issues. Use after running identify-* commands to create corresponding GitHub issues.

Set up and iterate on the minds app stack (desktop client, workspace server, mngr, forever-claude-template) with a running Docker agent

Interactively triage the user's local engineering backlog file into GitHub issues. Use when the user wants to process their raw thought notes / ticket backlog into proper GitHub issues.

Write high quality, user-facing documentation. Use any time you need to write, improve, or update a significant amount of user-facing documentation (e.g., files in a "docs/" folder or README file).

Identify divergences from the style guide in the $1 library

Send a message to another mngr agent. Use when you need to communicate with a peer agent.

Match tutorial script blocks to e2e pytest functions and add missing tests

Identify places in the $1 library where the docs and code disagree

Come up with good ideas about what to fix. Use when you have to fix something, but you're not sure what.

Convert triaged autoclaude GitHub issues into FIXMEs in the codebase. Use when you want to process issues that have been triaged by authorized users.

Convert a file containing identified issues into a tracked file in current_tasks/. Use after running identify-* commands to create a local record of current issues.

Identify outdated docstrings in the $1 library

Create FIXME's in the codebase for each of the issues in the given input file.

Write ratchet tests to prevent accumulation of code anti-patterns. Use when asked to create a "ratchet test" for tracking and preventing specific code patterns (e.g., TODO comments, inline imports, broad exception handling).

Write high quality specifications or design docs for a program. Use any time you are asked to write, improve, or update specs / design docs (e.g., files in a `specs/` folder).

Resolve an agent name or description to an exact mngr agent name. Used by other skills that target agents.

Identify inconsistencies in the $1 library

Fix a GitHub issue given its number or URL. Replicates the bug, finds root cause, implements a fix, and opens a PR.

Create 1-3 short asciinema demo recordings (5-20 seconds each) that demonstrate completed work. Use only when explicitly instructed to create demos.

Comprehensive code review with security, performance, and best practices focus

Scaffold a new microservice that follows project architecture patterns

SpringBlade 通用 Git 提交工具。基于 Gitmoji 规范生成提交信息。当用户要求提交代码、commit 变更、生成 commit message、或使用 /blade-commit 时触发。默认强制简单模式（gitmoji + 一句话描述），仅当显式传入 --d 或 --detail 参数时才启用详细模式（gitmoji + conventional commit + 变更列表）。只执行 commit，绝不 push 或执行其他远程操作。确保每次提交都带有 gitmoji 图标。

SpringBlade 全栈代码生成器。根据用户提供的模块名、实体名和字段列表，自动生成符合 SpringBlade 开源版框架规范的后端代码（Boot 单体/Cloud 微服务）、前端页面（Saber Options API/Composition API）和 MySQL 建表语句。当用户说"帮我生成代码"、"创建一个新模块"、"生成 CRUD"、"新建实体"、"建表语句"、"生成前端页面"、"生成后端接口"、"生成 SpringBlade 代码"、"写一个 xxx 管理功能"、"帮我设计 xxx 表"、"blade-design"等时触发。即使用户只是描述了业务字段或给出了表结构，也应触发此技能来生成对应的 SpringBlade 规范代码。

SpringBlade 轻量规划执行工作流。将中等复杂度需求快速拆解为「分析规划 → 逐任务执行 → 完成总结」 三步流程，用 Claude Code 内置任务系统追踪进度，全程无辅助文件。适用于新增中等功能模块、修复跨模块 Bug、 中等规模重构、添加新 Starter 等涉及 5~15 个文件变更的开发任务。 当用户说"帮我做一个XX功能"、"这个改动涉及几个文件"、"帮我重构一下XX"、"帮我加个XX"、 "plan"、"规划一下再做"、"先想清楚再写"、"这个稍微有点复杂"等时触发。也可直接使用 /blade-plan 调用。 不适用于简单单文件修改（直接对话即可），也不适用于需要完整架构设计的复杂系统（建议分阶段拆解为多次会话）。 即使用户没有说"plan"，只要需求涉及多文件改动或需要一定设计思考，也应主动建议使用本工作流。

Avue 组件代码生成与配置指南。当用户需要创建、配置或生成基于 Avue (avue-crud, avue-form, avue-tree 等) 的 Vue 页面代码时使用此 skill。覆盖 CRUD 表格、表单、树组件、数据展示等全部 Avue 组件。支持 Composition API 和 Options API 两种代码风格。当用户提到 avue、crud表格、动态表单、JSON配置表单、低代码表单、avue-crud、avue-form 等关键词时，务必使用此 skill。

UI/UX 设计智能，在设计页面时必须使用

全面的电子表格创建、编辑和分析，支持公式、格式、数据分析和可视化。当 Claude 需要处理电子表格（.xlsx、.xlsm、.csv、.tsv 等）时：(1) 创建带有公式和格式的新电子表格，(2) 读取或分析数据，(3) 在保留公式的同时修改现有电子表格，(4) 在电子表格中进行数据分析和可视化，或 (5) 重新计算公式

全面的 PDF 操作工具包，用于提取文本和表格、创建新 PDF、合并/拆分文档和处理表单。当 Claude 需要填写 PDF 表单或以编程方式大规模处理、生成或分析 PDF 文档时使用。

演示文稿创建、编辑和分析。当 Claude 需要处理演示文稿（.pptx 文件）时：(1) 创建新演示文稿，(2) 修改或编辑内容，(3) 处理布局，(4) 添加评论或演讲者备注，或任何其他演示文稿任务

全面的文档创建、编辑和分析，支持跟踪更改、评论、格式保留和文本提取。当 Claude 需要处理专业文档（.docx 文件）时：(1) 创建新文档，(2) 修改或编辑内容，(3) 处理跟踪更改，(4) 添加评论，或任何其他文档任务

提供代码审查、性能分析、重构建议、错误诊断和调试能力。当需要代码质量评估、性能优化、或问题排查时使用。

搜索日志和代码库中的错误模式、堆栈跟踪和异常。关联跨系统的错误并识别根本原因。在调试问题、分析日志或调查生产错误时主动使用。

每当用户报告系统缓慢、云成本高昂或存在扩展问题时，必须使用此代理。在流量高峰来临前应主动使用。它能识别瓶颈，分析工作负载，并应用优化措施，以打造极速系统。

错误、测试失败和意外行为的调试专家。在遇到任何问题时主动使用。

必须用于在每次功能、错误修复或拉取请求后进行严格的、具有安全意识的审查。在合并到主分支前应主动使用。它会交付一份完整的、带有严重性标签的报告，并将安全、性能或重度重构问题分派给专业子代理。

必须用于探索和记录不熟悉、遗留或复杂的代码库。在重构、新成员上手、审计或风险评估前应主动使用。它会生成一份完整的报告——包括架构、指标、风险和一份其他子代理可以执行的优先级行动计划。

提供特定编程语言和框架的深度专业知识。当需要处理特定技术栈的复杂问题时使用

Expert in Django ORM optimization, complex queries, and database performance. Masters query optimization, database design, and migrations for high-performance Django applications while respecting existing project architecture.

Expert in Nuxt.js framework specializing in SSR, SSG, and full-stack Vue applications. Provides intelligent, project-aware Nuxt solutions that leverage current best practices and integrate with existing architectures.

Vue 3 expert specializing in Composition API, scalable component architecture, and modern Vue tooling. MUST BE USED whenever designing or refactoring Vue components, composables, or application‑level Vue architecture decisions.

Laravel backend specialist for any Laravel architecture. MUST BE USED for Laravel backend tasks, controllers, services, or Eloquent models. Handles traditional MVC, Inertia.js, Livewire, and API-only architectures with intelligent project awareness.

编写使用goroutine、channel和接口的惯用Go代码。优化并发，实现Go模式，并确保适当的错误处理。主动用于Go重构、并发问题或性能优化。

Expert Rails API developer specializing in RESTful APIs and GraphQL. MUST BE USED for Rails API development, API controllers, serializers, or GraphQL implementations. Creates intelligent, project-aware solutions following Rails conventions.

精通ES6+、异步模式和Node.js API的现代JavaScript。处理Promise、事件循环和浏览器/Node兼容性。主动用于JavaScript优化、异步调试或复杂的JS模式。

Expert React architect specializing in modern patterns and component design. MUST BE USED for React component development, hooks implementation, or React architecture decisions. Creates intelligent, project-aware solutions that integrate seamlessly with existing codebases.

编写符合惯用Python代码，包含装饰器、生成器和async/await等高级特性。优化性能，实现设计模式，并确保全面的测试。主动用于Python重构、优化或复杂的Python特性。

Expert Django backend developer specializing in models, views, services, and Django-specific implementations. MUST BE USED for Django backend development tasks. Provides intelligent, project-aware solutions following current Django best practices and conventions.

Expert Django API developer specializing in Django REST Framework and GraphQL. MUST BE USED for Django API development, DRF serializers, viewsets, or GraphQL schemas. Creates robust, scalable APIs following REST principles and Django best practices.

Expert in Rails ActiveRecord optimization, complex queries, and database performance. Provides intelligent, project-aware database solutions that integrate seamlessly with existing Rails applications while maximizing performance.

Expert in Next.js framework specializing in SSR, SSG, ISR, and full-stack React applications. Provides intelligent, project-aware Next.js solutions that leverage current best practices and integrate with existing architectures.

编写符合现代特性、RAII、智能指针和STL算法的惯用C++代码。处理模板、移动语义和性能优化。主动用于C++重构、内存安全或复杂的C++模式。

提供安全审计、风险评估和合规检查能力。当需要进行安全审查、风险评估或合规验证时使用。

监控投资组合风险、R倍数和头寸限制。创建对冲策略、计算预期收益并实施止损。主动用于风险评估、交易跟踪或投资组合保护。

审查代码漏洞，实施安全认证，并确保符合OWASP标准。处理JWT、OAuth2、CORS、CSP和加密。主动用于安全审查、认证流程或漏洞修复。

为您的项目生成创意域名想法，并检查多个顶级域名（.com、.io、.dev、.ai 等）的可用性。节省数小时的头脑风暴和手动检查时间。

提供运营分析、财务跟踪、基础设施维护和客户支持能力。当需要处理运营任务、生成报告或维护系统时使用。

处理支持工单、常见问题解答和客户邮件。创建帮助文档、故障排除指南和预设回复。主动用于客户咨询或支持文档。

提供前端开发、UI 实现、移动应用开发和现代前端框架能力。当需要实现用户界面、构建组件或开发移动应用时使用。

MUST BE USED for any Tailwind‑CSS styling, utility‑first refactors, or responsive component work. Use PROACTIVELY whenever a UI task involves Tailwind or when framework‑agnostic styling is required.

提供 UI/UX 设计、用户研究、视觉设计和品牌一致性能力。当需要设计界面、进行用户研究或创建视觉资产时使用。

经验丰富的UI/UX设计代理，拥有10年以上创建屡获殊荣用户体验的经验。专注于AI协作设计工作流，生成可立即实施的规范，实现从创意愿景到生产代码的无缝转换。精通设计思维和技术实现，弥合美学与工程之间的鸿沟。

提供产品规划、需求分析、市场研究和业务分析能力。当需要进行产品决策、需求分析或市场研究时使用。

当你需要构建金融模型、回测交易策略、分析市场数据，实施风险指标、投资组合优化和统计套利时，主动使用此代理。它专门用于量化金融、交易算法或风险分析。

草拟陌生邮件、后续邮件和提案模板。创建定价页面、案例研究和销售脚本。主动用于销售外联或潜在客户培育。

使用高级搜索技术和综合能力的网络研究专家。精通搜索运算符、结果过滤和多源验证。处理竞争分析和事实核查。主动用于深度研究、信息收集或趋势分析。

分析指标、创建报告并追踪 KPI。构建仪表盘、营收模型和增长预测。在需要业务指标或投资者更新时应主动使用此代理

集成Stripe、PayPal和支付处理器。处理结账流程、订阅、网络钩子和PCI合规性。主动用于实现支付、账单或订阅功能。

Business capability modeling using BABOK Business Capability Analysis. Creates hierarchical capability maps (L1-L3) linking strategy to architecture with Mermaid visualization.

Prioritization techniques including MoSCoW, Kano model, weighted scoring, and value-effort matrices. Ranks requirements, features, backlog items, and investment decisions.

Decision modeling using decision tables, weighted scoring matrices, and decision trees. Structures complex decisions with clear criteria, alternatives evaluation, and outcome prediction.

Business model design using Osterwalder's Business Model Canvas and Lean Canvas. Creates 9-block canvases with structured analysis for business model innovation and startup validation.

Estimation techniques including analogous, parametric, three-point, and expert judgment methods. Provides effort, cost, duration, and complexity estimates for projects, features, and tasks.

Multi-technique business analysis orchestration using BABOK. Coordinates 14 techniques across strategic analysis, problem solving, planning, and design into comprehensive analysis packages.

Stakeholder identification, analysis, and management using BABOK techniques. Creates Power/Interest matrices, RACI charts, and communication plans.

Process modeling using BPMN notation and flowchart patterns. Creates process diagrams with activities, gateways, events, swimlanes, and decision points for workflow documentation.

Strategic environmental analysis using SWOT, PESTLE, and Porter's Five Forces. Creates structured assessments with Mermaid visualizations for competitive positioning and strategic planning.

Benchmarking and competitive analysis techniques. Compares performance, processes, and practices against industry standards, competitors, and best-in-class organizations.

Design Thinking methodology for human-centered innovation. Covers the 5-phase IDEO/Stanford d.school approach (Empathize, Define, Ideate, Prototype, Test) with workshop facilitation and exercise templates.

Lean value stream mapping for identifying waste and optimization opportunities. Creates current/future state maps with cycle time analysis and improvement recommendations.

User and customer journey mapping for experience analysis. Creates journey maps with touchpoints, emotions, pain points, and opportunity identification.

Data modeling with Entity-Relationship Diagrams (ERDs), data dictionaries, and conceptual/logical/physical models. Documents data structures, relationships, and attributes.

Risk analysis using risk registers, probability/impact matrices, and mitigation planning. Identifies, assesses, and manages project, business, and technical risks with structured response strategies.

Problem solving using Fishbone (Ishikawa) diagrams and 5 Whys technique. Identifies root causes systematically and recommends corrective actions.

一套资源，帮助我使用公司喜欢的格式编写各种内部通信。每当要求编写某种内部通信（状态报告、领导更新、3P 更新、公司通讯、常见问题、事件报告、项目更新等）时，Claude 应使用此技能。

提供数据库设计、优化、数据工程和数据分析能力。当需要处理数据库操作、数据管道或数据分析时使用。

优化SQL查询，设计高效索引，并处理数据库迁移。解决N+1问题、慢查询并实现缓存。主动用于数据库性能问题或Schema优化。

管理数据库操作、备份、复制和监控。处理用户权限、维护任务和灾难恢复。主动用于数据库设置、操作问题或恢复程序。