agent-tool-builder SKILL.md skillA

agent-tool-builder from ghosteken/agent-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ghosteken/agent-harness/agent-tool-builder@git:20260721.efafd9c

Pins git:20260721.efafd9c in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ghosteken/agent-harness
Path
archive/skills-community/agent-tool-builder/SKILL.md
Versions recorded
1
Latest version
git:20260721.efafd9c, committed Jul 21, 2026
Size
19,088 bytes
Repository stars
4
License
MIT

Tools are how AI agents interact with the world. A well-designed.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 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 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's becoming the lingua franca for AI tools.

Key insight: Tool descriptions are more important than tool implementations.
The LLM never sees your code - it only sees the schema and description.

## Principles

- Description quality > implementation quality for LLM accuracy
- Aim for fewer than 20 tools - more causes confusion
- Every tool needs explicit error handling - silent failures poison agents
- Return strings, not objects - LLMs process text
- Validation gates before execution - reject, fix, or escalate, never silent fail
- Test tools with the LLM, not just unit tests

## Capabilities

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

## Scope

- multi-agent-coordination → multi-agent-orchestration
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ghosteken/agent-harness/agent-tool-builder@sha256:d32f031ee373cb91

The line at the top of this page pins the label git:20260721.efafd9c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_etowfizej4mb7pyx.svg)](https://markdownregistry.com/a/art_etowfizej4mb7pyx)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 21, 2026.

versioncommittedcommitsizeaudit
git:20260721.efafd9c latest2026-07-21 efafd9c 19,088 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (19088 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ghosteken/agent-harness · 4 stars · license MIT · pushed 2026-10-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_etowfizej4mb7pyx
GET https://markdownregistry.com/api/v1/resolve?ref=ghosteken/agent-harness/agent-tool-builder
GET https://markdownregistry.com/api/v1/blob/d32f031ee373cb91618e2cb489e486258b1efa098621f403771b42013f733b03

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from ghosteken/agent-harness

AGENTS.md AGENTS.md file
ghosteken/agent-harness · AGENTS.md
git:20261008.1dbcd11 · audit A · 4 stars
CLAUDE.md CLAUDE.md file
ghosteken/agent-harness · CLAUDE.md
git:20261008.1dbcd11 · audit A · 4 stars
2slides-ppt-generator SKILL.md skill
ghosteken/agent-harness · archive/skills-community/2slides-ppt-generator/SKILL.md · AI-powered presentation generation via the 2slides API — create slides from text, match a reference image style…
git:20260721.efafd9c · audit A · 4 stars
3d-web-experience SKILL.md skill
ghosteken/agent-harness · archive/skills-community/3d-web-experience/SKILL.md · Expert in building 3D experiences for the web - Three.js, React
git:20260721.efafd9c · audit A · 4 stars
ab-test-setup SKILL.md skill
ghosteken/agent-harness · archive/skills-community/ab-test-setup/SKILL.md · Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
git:20260721.efafd9c · audit A · 4 stars
acceptance-orchestrator SKILL.md skill
ghosteken/agent-harness · archive/skills-community/acceptance-orchestrator/SKILL.md · Use when a coding task should be driven end-to-end from issue intake through implementation, review, deployment, and…
git:20260721.efafd9c · audit A · 4 stars
accesslint-audit SKILL.md skill
ghosteken/agent-harness · archive/skills-community/accesslint-audit/SKILL.md · Find and fix WCAG 2.2 accessibility issues. Two modes — report (sweep a codebase or page, produce a prioritized written…
git:20260721.efafd9c · audit A · 4 stars
accesslint-diff SKILL.md skill
ghosteken/agent-harness · archive/skills-community/accesslint-diff/SKILL.md · Diff a live page's accessibility violations against a baseline — by default compares uncommitted changes (stash-based)…
git:20260721.efafd9c · audit A · 4 stars
accesslint-scan SKILL.md skill
ghosteken/agent-harness · archive/skills-community/accesslint-scan/SKILL.md · Audit a live page for accessibility issues, locate each WCAG violation precisely, and return a selector-grounded fix…
git:20260721.efafd9c · audit A · 4 stars
accint-solve SKILL.md skill
ghosteken/agent-harness · archive/skills-community/accint-solve/SKILL.md · Route agent work through AccInt's MCP memory loop: retrieve prior outcomes, resolve frames, and close commitments with…
git:20260721.efafd9c · audit A · 4 stars
active-directory-attacks SKILL.md skill
ghosteken/agent-harness · archive/skills-community/active-directory-attacks/SKILL.md · Provide comprehensive techniques for attacking Microsoft Active Directory environments. Covers reconnaissance…
git:20260721.efafd9c · audit A · 4 stars
activecampaign-automation SKILL.md skill
ghosteken/agent-harness · archive/skills-community/activecampaign-automation/SKILL.md · Automate ActiveCampaign tasks via Rube MCP (Composio): manage contacts, tags, list subscriptions, automation…
git:20260721.efafd9c · audit A · 4 stars

Every file in ghosteken/agent-harness

Other files named agent-tool-builder

agent-tool-builder SKILL.md skill
sickn33/agentic-awesome-skills · plugins/agentic-awesome-skills-claude/skills/agent-tool-builder/SKILL.md · Tools are how AI agents interact with the world. A well-designed
git:20260905.f2e5074 · audit A · 48,329 stars
agent-tool-builder SKILL.md skill
simbajigege/book2skills · skills/agent-tool-builder/SKILL.md · Define agent tools using the fail-closed design pattern — unified name/schema/security/execution in one class, with…
git:20260612.4cde403 · audit A · 190 stars
agent-tool-builder SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/agent-tool-builder/SKILL.md · Tools are how AI agents interact with the world. A well-designed
git:20260906.7d37dc9 · audit A · 87 stars
agent-tool-builder SKILL.md skill
aicodedecode/awesome-muse-skills · skills-imported/agent-tool-builder/SKILL.md · Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and…
git:20260927.806f3e1 · audit A · 25 stars
agent-tool-builder SKILL.md skill
hybridlabor-api/aos · skills/global_config/agent-tool-builder/SKILL.md · Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and…
git:20261007.97ebebf · audit A · 6 stars
agent-tool-builder SKILL.md skill
hybridlabor-api/bdb-dev-optimized-agent-skills · skills/global_config/agent-tool-builder/SKILL.md · Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and…
git:20261007.97ebebf · audit A · 6 stars

Browse by kind, by grade A, or by owner.