When Stuck - Problem-Solving Dispatch
Dispatch to the right problem-solving technique based on how you're stuck
writing-plans
Use when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps assuming engineer has minimal domain knowledge
writing-skills
Use when creating new skills, editing existing skills, or verifying skills work before deployment - applies TDD to process documentation by testing with subagents before writing, iterating until bulletproof against rationalization
AgentDB Learning Plugins
Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.
github-release-management
Comprehensive GitHub release orchestration with AI swarm coordination for automated versioning, testing, deployment, and rollback management
github-project-management
Comprehensive GitHub project management with swarm-coordinated issue tracking, project board automation, and sprint planning
github-multi-repo
Multi-repository coordination, synchronization, and architecture management with AI swarm orchestration
executing-plans
Use when partner provides a complete implementation plan to execute in controlled batches with review checkpoints - loads plan, reviews critically, executes tasks in batches, reports for review between batches
finishing-a-development-branch
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
flow-nexus-neural
Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus
flow-nexus-platform
Comprehensive Flow Nexus platform management - authentication, sandboxes, app deployment, payments, and challenges
github-code-review
Comprehensive GitHub code review with AI-powered swarm coordination
dispatching-parallel-agents
Use when facing 3+ independent failures that can be investigated without shared state or dependencies - dispatches multiple Claude agents to investigate and fix independent problems concurrently
flow-nexus-swarm
Cloud-based AI swarm deployment and event-driven workflow automation with Flow Nexus platform
Skill Builder
Create new Claude Code Skills with proper YAML frontmatter, progressive disclosure structure, and complete directory organization. Use when you need to build custom skills for specific workflows, generate skill templates, or understand the Claude Skills specification.
performance-analysis
Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
ReasoningBank with AgentDB
Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing decision-making, or implementing experience replay systems.
using-git-worktrees
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
sequential-thinking
Use when complex problems require systematic step-by-step reasoning with ability to revise thoughts, branch into alternative approaches, or dynamically adjust scope. Ideal for multi-stage analysis, design planning, problem decomposition, or tasks with initially unclear scope.
sharing-skills
Use when you've developed a broadly useful skill and want to contribute it upstream via pull request - guides process of branching, committing, pushing, and creating PR to contribute skills back to upstream repository
Pair Programming
AI-assisted pair programming with multiple modes (driver/navigator/switch), real-time verification, quality monitoring, and comprehensive testing. Supports TDD, debugging, refactoring, and learning sessions. Features automatic role switching, continuous code review, security scanning, and performance optimization with truth-score verification.
test-driven-development
Use when implementing any feature or bugfix, before writing implementation code - write the test first, watch it fail, write minimal code to pass; ensures tests actually verify behavior by requiring failure first
testing-anti-patterns
Use when writing or changing tests, adding mocks, or tempted to add test-only methods to production code - prevents testing mock behavior, production pollution with test-only methods, and mocking without understanding dependencies
load-superpowers
Bootstrap marketplace Superpowers before using repository workflows that depend on them.
use-sub-agent
Use when work should be delegated to one or more headless Codex subagents in the same machine session, especially for parallelizable tasks and when reliable launch, timeout, and log-handling behavior is required.
feature-qa-review
Use after feature-implementing completes on a feature branch and before any finishing or publication work begins.
feature-pr-reviewing
Use when reviewing pull request changes - follow structured workflow
feature-planning
Use after complete Z01 research exists and the feature needs an implementation plan
feature-pr-fixing
Use when addressing PR review comments - follow structured workflow
fixing-small-issues
Use when fixing a bounded bug, hotfix, regression, failing test, error, observed misbehavior, or small corrective change. Do not use for new features or capability gaps.
feature-researching
Use when beginning feature work from a rough idea, partial specification, or detailed request before implementation planning
feature-finishing
Use after feature-qa-review returns an explicitly accepted PASS for the current code revision.
feature-implementing
Use to execute either a local Z02 implementation plan or a published GitHub/Jira tracker graph with the workflow's batching and execution-mode controls
feature-documenting
Use when implementation complete and tests pass - follow structured workflow with custom patterns
algorithmic-art
使用p5.js创建算法艺术，具有种子随机性和交互式参数探索。当用户请求使用代码创建艺术、生成艺术、算法艺术、流场或粒子系统时使用。创建原创算法艺术而非复制现有艺术家的作品以避免版权侵犯。
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).
Accounting
Support accounting understanding from basic bookkeeping to professional practice and research.
Accountant
Manage bookkeeping, financial statements, and tax planning with sound accounting practices.
frontend-design
Comprehensive frontend design principles for creating distinctive, aesthetically compelling web interfaces. Use when creating HTML artifacts, React components, or any frontend UI work to avoid generic "AI slop" aesthetics and instead produce creative, surprising, and delightful designs.
tax-deduction-finder
Scan transactions for potentially missed tax deductions and suggest proper categorization. Use when the user asks about saving taxes, Steueroptimierung, deductible expenses, Betriebsausgaben, or wants to check if they are missing any write-offs.
CPA
Prepare for the CPA exam with section-order strategy, 18-month window tracking, score analysis, and state eligibility guidance.
tax-planning
Plan and manage taxes effectively as a solopreneur to minimize liability and avoid penalties. Use when understanding tax obligations, quarterly estimated taxes, deductions, S-Corp election, or year-end tax strategy. Covers tax basics by entity type, estimated tax payments, deduction optimization, and when to hire a CPA. Not professional tax advice — consult a CPA for your specific situation. Trigger on "taxes", "tax planning", "quarterly taxes", "tax deductions", "S-Corp", "tax strategy", "estimated taxes", "reduce taxes".
tax-professional
Comprehensive US tax advisor, deduction optimizer, and expense tracker. Covers all employment types (W-2, 1099, S-Corp, mixed), estimated tax payments, audit risk assessment, life event triggers, multi-state filing, RV-as-home rules, tax bracket optimization, document retention, and proactive year-round tax calendar nudges. Your CPA in the pocket.
tax
Crypto tax reporting for XPR Network with regional support
tax-report
Review and manage German tax reports including VAT (Umsatzsteuer), income tax prepayments, and Finanzamt submissions. Use when the user asks about taxes, Steuern, VAT, USt, Finanzamt, or tax filing.
safe-file-removal
Use safe-rm command to safely 'remove' files by renaming them to .obsolete instead of permanent deletion. Reversible, collision-safe, hook-compliant.
unused-code-cleanup
Systematically identify and remove unused imports, variables, and dead code from TypeScript/React projects using --noUnusedLocals and --noUnusedParameters compiler flags
changelog-updater
Update CHANGELOG.md and TEST-CHANGELOG.md with new entries following Keep a Changelog format and token optimization principles. Use when adding changes to the changelog, documenting new features, fixes, or optimizations.
token-economy
Apply token optimization when writing docs, changelogs, MCP tasks. Quality #1, Tokens #2.
spawn-team
Spawn an agent team using the Proxy Pattern. Team lead fetches agent configs from MCP and injects them into teammate prompts (since team agents cannot access MCP tools).
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