agent-tool-builder

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 necessar...

23 stars

Best use case

agent-tool-builder is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

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 necessar...

Teams using agent-tool-builder should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/agent-tool-builder/SKILL.md --create-dirs "https://raw.githubusercontent.com/christophacham/agent-skills-library/main/skills/ai-ml/agent-tool-builder/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/agent-tool-builder/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How agent-tool-builder Compares

Feature / Agentagent-tool-builderStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

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 necessar...

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# 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

## Related Skills

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

## When to Use
This skill is applicable to execute the workflow or actions described in the overview.

Related Skills

ravenseotools-automation

23
from christophacham/agent-skills-library

Automate Ravenseotools tasks via Rube MCP (Composio). Always search tools first for current schemas.

n8n-mcp-tools-expert

23
from christophacham/agent-skills-library

Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, or using any n8n-mcp tool. Provides tool sele...

mx-toolbox-automation

23
from christophacham/agent-skills-library

Automate Mx Toolbox tasks via Rube MCP (Composio). Always search tools first for current schemas.

conversion-tools-automation

23
from christophacham/agent-skills-library

Automate Conversion Tools tasks via Rube MCP (Composio). Always search tools first for current schemas.

browserbase-tool-automation

23
from christophacham/agent-skills-library

Automate Browserbase Tool tasks via Rube MCP (Composio). Always search tools first for current schemas.

browser-tool-automation

23
from christophacham/agent-skills-library

Automate Browser Tool tasks via Rube MCP (Composio). Always search tools first for current schemas.

prompt-builder

23
from christophacham/agent-skills-library

Guide users through creating high-quality GitHub Copilot prompts with proper structure, tools, and best practices.

genderapi-io-automation

23
from christophacham/agent-skills-library

Automate Genderapi IO tasks via Rube MCP (Composio). Always search tools first for current schemas.

gender-api-automation

23
from christophacham/agent-skills-library

Automate Gender API tasks via Rube MCP (Composio). Always search tools first for current schemas.

fred-economic-data

23
from christophacham/agent-skills-library

Query FRED (Federal Reserve Economic Data) API for 800,000+ economic time series from 100+ sources. Access GDP, unemployment, inflation, interest rates, exchange rates, housing, and regional data. Use for macroeconomic analysis, financial research, policy studies, economic forecasting, and academic research requiring U.S. and international economic indicators.

fidel-api-automation

23
from christophacham/agent-skills-library

Automate Fidel API tasks via Rube MCP (Composio). Always search tools first for current schemas.

fastapi-templates

23
from christophacham/agent-skills-library

Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling. Use when building new FastAPI applications or setting up backend API projects.