harness-test-drive

harness-test-drive is a skill for Claude Code from RyanAlberts/best-of-Agent-Harnesses. It costs 153 tokens per session (2,827 once invoked), scanned A, original, CC-BY-SA-4.0.

A benchmark that tests coding agents on tasks taken from your repository's past commits. It gives each agent a clean copy of the code and uses the repository's tests to measure results.

In plain words
What is it for?
Use it to compare Claude Code, Codex, and Gemini CLI on historical development tasks. It reports completed tasks, test scores, cost per task, duration, and change size.
Why use it?
It replaces opinions about which agent is best with comparable results from your own codebase. It also shows time, cost, and how much code changed for each task.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the harness-skills plugin — 10 skills shipped together

Good fit Use it to compare Claude Code, Codex, and Gemini CLI on historical development tasks. It reports completed tasks, test scores, cost per task, duration, and change size.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ryanalberts/best-of-agent-harnesses/harness-test-drive
About the project

Best of Agent Harnesses is a curated directory of agent harnesses, which are runtimes that let AI models act by controlling tools, permissions, context, and saved state around an action loop. It helps people compare harnesses and use related templates, playbooks, and learning resources for building agentic systems. Catalogue entries include agents and other configurations that can query or support the listed harnesses.

RyanAlberts/best-of-Agent-Harnesses · 1,232 stars · on GitHub · ryanalberts.github.io

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add RyanAlberts/best-of-Agent-Harnesses --skill harness-test-drive
Clone the repo
git clone --depth 1 https://github.com/RyanAlberts/best-of-Agent-Harnesses

Made for: Claude Code.

Or install harness-skills, the plugin that ships this one along with the rest of its 10 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for harness-test-drive

README.md
[![agentmods](https://agentmods.dev/badge/skills/ryanalberts/best-of-agent-harnesses/harness-test-drive/github.svg)](https://agentmods.dev/skills/ryanalberts/best-of-agent-harnesses/harness-test-drive)
Your own site
<a href="https://agentmods.dev/skills/ryanalberts/best-of-agent-harnesses/harness-test-drive"><img src="https://agentmods.dev/badge/skills/ryanalberts/best-of-agent-harnesses/harness-test-drive/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for harness-test-drive

Your own site · 80×15
<a href="https://agentmods.dev/skills/ryanalberts/best-of-agent-harnesses/harness-test-drive"><img src="https://agentmods.dev/badge/skills/ryanalberts/best-of-agent-harnesses/harness-test-drive.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 153 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,827 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00153 $0.02827
Opus 5.5 $0.00061 $0.01131
Sonnet 5.5 $0.00031 $0.00565
Haiku 4.5 $0.00015 $0.00283

Measured 6d ago against content hash a57e1902f6f9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

harness-test-drive scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

The scan reads SKILL.md. This mod also ships 6 executable files (scripts/common.py, scripts/drive.py, scripts/harnesses.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/harness-test-drive/SKILL.md · 192 lines

The source is not reproduced here

Licensed CC-BY-SA-4.0

The repository is licensed CC-BY-SA-4.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Files

What ships with it

10 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 192 lines · 153 tokens per session scan A a57e1902f6f9

Subscribe to this mod's changes

harness-test-drive is a skill published in the GitHub repository RyanAlberts/best-of-Agent-Harnesses (1,232 stars, last pushed 4d ago), licensed CC-BY-SA-4.0. It adds 153 tokens to every session and 2,827 once invoked, about $0.0006 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-10.