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Harbor

Harbor is a AI agent skill for testing and qa, published by harbor-framework.

Harbor is a framework for evaluating arbitrary agents, building benchmarks, and conducting parallel experiments across thousands of environments.

View Harbor source
Skill score
6.8/ 10
SolidProvisional

Is it any good?

Effectiveness · benchmark pending

We haven't benchmarked Harbor yet, so its score is provisional — computed from safety, maintenance, and documentation only, with popularity given no weight. When we benchmark it, we measure whether it produces materially better output than a frontier model alone, and that result leads the score. How we measure.

About Harbor

Description · AI-summarised from the harbor-framework README

Harbor is a framework designed for evaluating and optimizing AI agents and language models. It enables users to evaluate arbitrary agents (Claude Code, OpenHands, Codex CLI, etc.), build and share custom benchmarks and environments, conduct large-scale parallel experiments through providers like Daytona and Modal, and generate rollouts for reinforcement learning optimization. Harbor is the official harness for Terminal-Bench-2.0 and supports multiple third-party benchmarks including SWE-Bench and Aider Polyglot.

Where it fits

Browse related skills

Install Harbor

Install

Install via agent tool

# install via agent tool
# see vendor docs

Install with your AI

Zero install · paste into ChatGPT, Claude, Cursor…

Install the "Harbor" skill into my project by following all instructions at https://skillsdirectory.co/s/harbor-framework-harbor

Your assistant reads /s/harbor-framework-harbor and follows it — fetching the files from the source, placing them, and confirming before it runs anything. No account needed. How this works.

Frequently asked

FAQ

What does Harbor do?

Harbor is a framework for evaluating arbitrary agents, building benchmarks, and conducting parallel experiments across thousands of environments.

How do I install Harbor?

Harbor is a AI agent skill. Primary install path: # install via agent tool # see vendor docs

What is the Skill Score for Harbor?

Harbor has a Skill Score of 6.8/10 (Solid). It is currently a provisional score — Harbor hasn't been benchmarked yet, so it weights safety 75/100 (40%), maintenance 51/100 (30%), and documentation 72/100 (30%). Popularity carries zero weight until effectiveness is measured. See methodology.

Is Harbor free?

Harbor is published under the Apache-2.0 license. See the vendor's source repository for any usage limits or paid tiers.

Related skills in Testing and QA

Related

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Skill Score badge for HarborPut it in your README — it updates as the score changes.
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Last updated May 23, 2026License: Apache-2.0How we score

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