Use when creating new skills, restructuring existing skills, or improving skill documentation. Generates SKILL.md + references/ structure with proper patterns.
From fuse-ai-pilotnpx claudepluginhub fusengine/agents --plugin fuse-ai-pilotThis skill uses the workspace's default tool permissions.
references/adaptation.mdreferences/architecture.mdreferences/content-rules.mdreferences/registration.mdreferences/templates/SKILL-template.mdreferences/templates/reference-template.mdreferences/templates/template-template.mdreferences/workflow.mdDesigns and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Enables AI agents to execute x402 payments with per-task budgets, spending controls, and non-custodial wallets via MCP tools. Use when agents pay for APIs, services, or other agents.
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
Before ANY skill creation, use TeamCreate to spawn 3 agents:
After creation, run fuse-ai-pilot:sniper for validation.
| Action | When to Use |
|---|---|
| New Skill | Library/framework not yet documented |
| Restructure | Existing skill doesn't follow pattern |
| Improve | Missing references or outdated content |
| Adapt | Copy from similar skill (Next.js → React) |
skills/<skill-name>/
├── SKILL.md # Entry point (guides agent)
└── references/ # All documentation
├── installation.md # Setup, configuration (conceptual)
├── patterns.md # Core patterns (conceptual)
├── ... # Other references
└── templates/ # Complete code examples
├── basic-setup.md # Full project setup
└── feature-example.md # Feature implementation
→ See architecture.md for details
| Topic | Reference | When to Consult |
|---|---|---|
| Workflow | workflow.md | Creating/improving skills |
| Architecture | architecture.md | Understanding skill structure |
| Content Rules | content-rules.md | Writing references/templates |
| Registration | registration.md | Making skill available |
| Adaptation | adaptation.md | Converting between frameworks |
| Template | When to Use |
|---|---|
| SKILL-template.md | Creating new SKILL.md |
| reference-template.md | Creating reference files |
| template-template.md | Creating code templates |
# 1. Research documentation
→ research-expert + context7/exa
# 2. Create structure
mkdir -p plugins/<agent>/skills/<name>/references/templates
# 3. Create files
→ SKILL.md (from template)
→ references/*.md (conceptual)
→ references/templates/*.md (code)
# 4. Register
→ agent frontmatter + marketplace.json
# 5. Validate
→ sniper
# 1. Analyze
→ explore-codebase
# 2. Research updates
→ research-expert (latest docs)
# 3. Add missing files
→ references + templates
# 4. Validate
→ sniper