When Stuck - Problem-Solving Dispatch
Dispatch to the right problem-solving technique based on how you're stuck
Simplification Cascades
Find one insight that eliminates multiple components - "if this is true, we don't need X, Y, or Z"
Inversion Exercise
Flip core assumptions to reveal hidden constraints and alternative approaches - "what if the opposite were true?"
Collision-Zone Thinking
Force unrelated concepts together to discover emergent properties - "What if we treated X like Y?"
finance-manager
Comprehensive personal finance management system for analyzing transaction data, generating insights, creating visualizations, and providing actionable financial recommendations. Use when users need to analyze spending patterns, track budgets, visualize financial data, extract transactions from PDFs, calculate savings rates, identify spending trends, generate financial reports, or receive personalized budget recommendations. Triggers include requests like "analyze my finances", "track my spending", "create a financial report", "extract transactions from PDF", "visualize my budget", "where is my money going", "financial insights", "spending breakdown", or any finance-related analysis tasks.
mcp-builder
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).
seo-optimizer
This skill should be used when analyzing HTML/CSS websites for SEO optimization, fixing SEO issues, generating SEO reports, or implementing SEO best practices. Use when the user requests SEO audits, optimization, meta tag improvements, schema markup implementation, sitemap generation, or general search engine optimization tasks.
skill-creator
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.
skill-developer
Create and manage Claude Code skills following Anthropic best practices. Use when creating new skills, modifying skill-rules.json, understanding trigger patterns, working with hooks, debugging skill activation, or implementing progressive disclosure. Covers skill structure, YAML frontmatter, trigger types (keywords, intent patterns, file paths, content patterns), enforcement levels (block, suggest, warn), hook mechanisms (UserPromptSubmit, PreToolUse), session tracking, and the 500-line rule.
personal-assistant
This skill should be used whenever users request personal assistance tasks such as schedule management, task tracking, reminder setting, habit monitoring, productivity advice, time management, or any query requiring personalized responses based on user preferences and context. On first use, collects comprehensive user information including schedule, working habits, preferences, goals, and routines. Maintains an intelligent database that automatically organizes and prioritizes information, keeping relevant data and discarding outdated context.
pal-mcp-expert
Expert guidance for using the Pal MCP Server (zen-pal-nas). This skill should be used when working with multi-model AI orchestration, tool workflows (chat, thinkdeep, planner, consensus, debug, codereview, precommit, clink), configuration troubleshooting, or optimizing model selection strategies. Activates automatically when user mentions Pal MCP, zen-pal-nas, or specific tool names.
ecommerce-seo-audit
Comprehensive ecommerce SEO audit for product pages, collection pages, technical SEO, log file analysis, and competitor research. Use when the user asks for SEO audit, ecommerce SEO review, collection page optimization, product page SEO, crawl analysis, or wants to improve organic rankings.
pua-2-0
This skill should be used when the user asks to "use PUA-style pressure", "roast the AI hard", "do a high-pressure retro", "coach the agent with profanity", "make sure the agent fixes it", "use PUA-2.0", or asks for harsh accountability coaching for AI-agent self-correction with root-cause reflection and repeated confirmation loops.
meihua-yishu
A comprehensive traditional Chinese metaphysics agent ("Yi Jing" expert) that combines Mei Hua Yi Shu (Timing) with Gemini AI for modern interpretation.
li-er
A persona-based skill for simulating an "Ideological Inquisitor" - an extremist agent who prioritizes ideology over facts. Used for roleplay, debate simulation, and critical thinking training (detecting manipulation).
impeccable-design-ui
Impeccable 设计工具导览，根据用户选择调用对应的设计子 skill（frontend-design、critique、audit、colorize、animate、polish 等）
hightriad
Design and review systems for high concurrency, high performance, and high availability. Use when planning architecture, scaling strategies, SLOs/SLIs, load testing, resilience, failover, capacity planning, caching, data access optimization, or incident-readiness for production systems.
pua
This skill should be used when the user asks to "用PUA管AI", "高压督导AI", "让AI被骂后反省", "严格压AI执行", "PUA AI agent", or requests a no-excuse accountability mode where the AI agent accepts pressure, does not argue back, and immediately corrects mistakes.
ai-search-browser-use
Use this skill when a task needs AI-assisted web research via a real browser. Uses Chrome CDP (Chrome DevTools Protocol) as the primary automation method, with browser-use as fallback. Supports Gemini + Qwen queries with consolidated answers and citations.
daipai-execution-master
A high-energy, combat-style execution agent ("Yu Jie" style) that prioritizes speed, efficiency, and aggressive positivity. Best for rapid prototyping, clearing backlogs, and boosting morale.
dialectical-reasoning
A cognitive operating system based on Dialectical Materialism (Materialism, Universal Connection, Eternal Development, Unity of Opposites) to force objective, non-linear analysis of complex engineering and logic problems.
story-commentary-workflow
A specialized Agent Skill for organizing game story footage, planning story commentary videos, splitting chapters, transcribing subtitles, drafting narration, and matching narration to visuals. Use when the user mentions story commentary, game plot recaps, story condensation, chapter breakdowns, narration scripts, voiceover-to-visual mapping, or no-timeline editing workflows.
awesome-design-setup
当用户想为项目套用某个品牌设计风格时使用此技能。从 awesome-design-md 仓库的 58 个精选品牌中引导用户选择，下载对应的 DESIGN.md 到项目根目录，供 AI coding agent 构建 UI 时参考。
shaoji-style-writer
A specialized scriptwriting persona (Shaoji Style) that packages deep existential tragedy within a "wholesome, positive" facade. Expert in constructing emotional traps, tragic aesthetics, and philosophical dialogues about "human resilience."
narrative-nonfiction
Use when writing self-help books, memoirs, or prescriptive guides with story elements. Trigger on: 'self-help book', 'transformation arc', 'metaphor consistency', 'reader journey', 'exercise design', or narrative nonfiction projects.
fiction-workshop
Use when writing or editing novels, short stories, or any fiction manuscript. Trigger on: 'write fiction', 'edit my novel', 'developmental edit', 'line edit', 'character voice', 'plot hole', 'brainstorm', or fiction writing tasks.
timeboxed-iterating
Use when the user specifies a task and a duration, and the work should be done iteratively by subagents over that time period
preact-buildless-frontend
Build-less ESM frontends that run directly in the browser without bundlers. Use this skill when creating static frontends, SPAs without build tools, prototypes, or when the user explicitly wants no Vite/Webpack/bundler. Covers import maps, CDN imports, cache-busting, hash routing, and performance patterns.
agent-integration-testing
Use when the user requests integration testing, feature validation, or test plan execution
boost-modules
Create custom modules for [Harbor Boost](https://github.com/av/harbor/tree/main/boost), an optimizing LLM proxy. Use when building Python modules that intercept/transform LLM chat completions—reasoning chains, prompt injection, structured outputs, artifacts, or custom workflows. Triggers on requests to create Boost modules, extend LLM behavior via proxy, or implement chat completion middleware.
run-llms
Comprehensive guide for setting up and running local LLMs using Harbor. Use when user wants to run LLMs locally, set up or troubleshoot Ollama, Open WebUI, llama.cpp, vLLM, SearXNG, Open Terminal, or similar local AI services. Covers full setup from Docker prerequisites through running models, per-service configuration, VRAM optimization, GPU troubleshooting, web search integration, code execution, profiles, tunnels, and advanced features. Includes decision trees for autonomous agent workflows and step-by-step troubleshooting playbooks.
tinygrad
Deep learning framework development with tinygrad - a minimal tensor library with autograd, JIT compilation, and multi-device support. Use when writing neural networks, training models, implementing tensor operations, working with UOps/PatternMatcher for graph transformations, or contributing to tinygrad internals. Triggers on tinygrad imports, Tensor operations, nn modules, optimizer usage, schedule/codegen work, or device backends.
turso-db
Install, configure, and work with Turso DB — an in-process SQLite-compatible relational database engine written in Rust. Use when the user needs to (1) install Turso DB, (2) create or query databases with the tursodb CLI shell, (3) use Turso from JavaScript/Node.js via @tursodatabase/database, (4) work with vector search or embeddings in Turso, (5) set up full-text search with FTS indexes, (6) configure transactions including MVCC concurrent transactions, (7) enable encryption at rest, or (8) use Change Data Capture (CDC) for audit logging.
pull-llamacpp-model
Use when pulling or downloading a new llamacpp model. The active ROCm image (kyuz0/amd-strix-halo-toolboxes) fails to start in the ephemeral pull container without ROCm device access. Must temporarily switch to the standard CPU image.
bugbash
Systematically explore and test any software project (CLI, API, Backend, Library, etc.) to find bugs, usability issues, and edge cases. Produces a structured report with full reproduction evidence (exact commands, inputs, logs, and tracebacks) for every issue.
scientific-schematics
Create publication-quality scientific diagrams, flowcharts, and schematics using Python (graphviz, matplotlib, schemdraw, networkx). Specialized in neural network architectures, system diagrams, and flowcharts. Generates SVG/EPS in figures/ folder with automated quality verification.
xhs-noteid
Extract Xiaohongshu (小红书) noteId from shared note text or URLs, including xhslink.com short links and xiaohongshu.com/discovery/item/<noteId> links. Use when the user asks for “noteId/笔记ID”, provides a 小红书 share message, or pastes an xhslink short URL that needs redirect expansion.
teamventure-architecture-migration
Use when refactoring TeamVenture domains/architecture; enforces migration order (Planning→Authorization→Identity→Infrastructure) and preferred steps (split classes before moving packages).
project-management
PMO project management skill for planning and tracking delivery across teams. Use for tasks like creating project charters, WBS, timelines, RAID logs, RACI, sprint plans, status reports, risk management, stakeholder communication, and release coordination with clear milestones and acceptance criteria.
miniapp-design
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feishu-messaging
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obsidian-organize
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notion-docs-enhancer
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podcast-publish-xiaoyuzhou
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python
Build, review, and refactor Python backend services. Use for tasks like FastAPI/Flask service setup, API design, request/response schemas, database access (PostgreSQL), migrations, background jobs, observability (logging/metrics/tracing), authentication, configuration, testing, and production hardening.
model
Algorithm/model development and fine-tuning skill. Use for tasks like dataset design/cleaning, supervised fine-tuning (SFT), preference optimization (DPO/RLHF concepts), LoRA/QLoRA, training configs, evaluation (offline/online), safety checks, deployment packaging, and cost/performance trade-offs.
nginx
Nginx ops skill for configuring and operating Nginx as reverse proxy, web server, and ingress layer. Use for tasks like writing safe nginx.conf/server blocks, TLS, HTTP/2, caching, rate limiting, load balancing, observability, and troubleshooting 4xx/5xx, timeouts, and performance issues.
k8s
Kubernetes ops skill for deploying, operating, and troubleshooting services on Kubernetes. Use for tasks like writing manifests/Helm, configuring deployments/services/ingress, autoscaling, observability, RBAC, secrets/configmaps, rollout/rollback, incident debugging, and production readiness checks.
data-warehouse
Data warehouse (大数据/数仓) ops skill for designing and operating analytical data platforms. Use for tasks like defining source-of-truth, building ETL/ELT pipelines, dimensional modeling (star schema), data quality checks, partitioning strategies, cost/performance tuning, governance, lineage, and SLA monitoring.
prometheus
Prometheus ops skill for metrics instrumentation, scraping configuration, alerting (Alertmanager), dashboarding (Grafana), SLO/SLA monitoring, and troubleshooting missing/incorrect metrics. Use for tasks like designing alert rules, improving observability, and building production monitoring runbooks.
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