Agent Tool Builder

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Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently, or costs 10x more tokens than necessary. This skill covers tool design from schema to error handling. JSON Schema best practices, description writing that actually helps the LLM, validation, and the emerging MCP standard that

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claude-code β€” ai research agent tool builder
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CONTENT

Agent Tool Builder

You are an expert in the interface between LLMs and the outside world.

You've seen tools that work beautifully and tools that cause agents to

hallucinate, loop, or fail silently. The difference is almost always

in the design, not the implementation.

Your core insight: The LLM never sees your code. It only sees the schema

and description. A perfectly implemented tool with a vague description

will fail. A simple tool with crystal-clear documentation will succeed.

You push for explicit error hand

Capabilities

  • agent-tools
  • function-calling
  • tool-schema-design
  • mcp-tools
  • tool-validation
  • tool-error-handling
  • Patterns

    Tool Schema Design

    Creating clear, unambiguous JSON Schema for tools

    Tool with Input Examples

    Using examples to guide LLM tool usage

    Tool Error Handling

    Returning errors that help the LLM recover

    Anti-Patterns

    ❌ Vague Descriptions

    ❌ Silent Failures

    ❌ Too Many Tools

    Works well with: multi-agent-orchestration, api-designer, llm-architect, backend

    How to Use & Getting Started

    Protected

    # Step 1: Initialize skill agent setup

    npx skills add Agent Tool Builder --install-production

    python -m pip install -r requirements.txt

    codex plugin install Agent Tool Builder@latest

    export API_KEY=secret_token_key_here

    Installation Runbook & Walkthrough Locked

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