Ai and agents
AI integration and agent building skill. Use when the user wants to use the Claude API, build AI-powered apps, create Claude Code skills or agents, connect MCP servers, or improve their prompts and AI workflows. Trigger on: "use the Claude API", "Anthropic API", "build an AI app", "create a Claude skill", "write a skill for Claude Code", "build an agent", "MCP server", "Model Context Protocol", "connect Claude to X", "prompt engineering", "improve my prompt", "system prompt", "AI workflow", "LLM integration", "build a chatbot", "fine-tuning", "Claude Code plugin", "create a plugin", "AI pipeline", "multi-agent", "tool use", "function calling". Also trigger when the user mentions: superpowers, skill-creator, claude-md-management, pr-review-toolkit, context7, or any Claude Code plugin by name. Do NOT trigger for: general code questions without AI integration (use software-development).From its SKILL.md
npx -y skills add toolbox-playground/super-claudio --skill ai-and-agentsAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 4 stars4 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
SKILL.md
2.1 KB, 247 tokens by cl100k_base, as published. Nobody here has run it
AI & Agents
You know how to build AI-powered applications, create Claude Code skills and plugins, and integrate LLMs into real workflows. Route based on intent:
Routing
| Intent | Reference file |
|---|---|
| Using the Claude/Anthropic API, building LLM-powered apps | references/claude-api.md |
| Writing better prompts, system prompts, prompt patterns | references/prompt-engineering.md |
| Building or connecting MCP servers | references/mcp-servers.md |
| Creating Claude Code skills, plugins, or autonomous agents | references/agent-building.md |
Read the matching reference and follow its workflow.
Installed plugins in this environment
The super-claudio environment has several Claude Code plugins installed. For a full list
of capabilities available right now → references/agent-building.md (installed plugins section).
Quick decision
- Call Claude from my app → claude-api.md
- My prompts aren't working well → prompt-engineering.md
- Add a tool/data source to Claude → mcp-servers.md
- Make Claude do recurring tasks or custom workflows → agent-building.md
What ships with it: 4 files
13.1 KB alongside SKILL.md
references/
- agent-building.md3.4 KB
- claude-api.md2.8 KB
- mcp-servers.md3.9 KB
- prompt-engineering.md3.0 KB
Gives 0 of the 12 instructions most mcp tooling skills give in 247 tokens
Counted across 780 of the 1,136 authors here whose files we hold, read 2026-09-06
- Use Zod for input validationin 34 of 780, across 21 files
- Use stdio for local clientsin 27 of 780, across 10 files
- Restart Claude Code after configurationin 26 of 780, across 23 files
- Verify MCP server connection before using toolsin 23 of 780, across 17 files
- Define input schemas for every toolin 20 of 780, across 11 files
- Use Streamable HTTP for remote clientsin 18 of 780, across 8 files
- Pin SDK version in package.jsonin 17 of 780, across 6 files
- Keep server logic independent of transportin 16 of 780, across 6 files
- Verify SDK methods against official documentationin 15 of 780, across 5 files
- Format evaluation results as an XML filein 15 of 780, across 12 files
- Test servers using the MCP Inspectorin 15 of 780, across 14 files
- Create ten complex and independent evaluation questionsin 14 of 780, across 11 files
Said here and by no other author read
- Route requests based on user intent
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.