harveyai/harvey-labsPublic

A benchmark built to evaluate and improve agent capabilities for supporting legal work.

AI summary: An open-source benchmark for evaluating AI agent capabilities on complex, real-world legal tasks.

Stars
1.4K
+11 today
Forks
251
Watchers
15
Open issues
24
Open PRs
42
Contributors
~17
Commits
46
Branches
19

PythonMITCreated Mar 30, 2026Last push 3d agoLatest release v1.1.0+27 stars this week+112 this month

Quick answers

What is harvey-labs?
An open-source benchmark for evaluating AI agent capabilities on complex, real-world legal tasks.
What does harvey-labs do?
The Legal Agent Benchmark (LAB) is an open-source evaluation framework designed specifically to assess how well AI agents perform complex tasks related to the legal profession. It provides a standardized set of challenges, datasets, and metrics based on actual legal scenarios, such as contract analysis, case law summarization, and regulatory compliance checks. The benchmark aims to move beyond generic LLM evaluations by testing agents on their ability to handle domain-specific reasoning, parse dense legal terminology, and execute multi-step workflows typical of legal practice. It includes an execution harness for running agents and sophisticated all-pass rubric scoring to ensure rigorous evaluation.
Who is harvey-labs for?
AI researchers, legal technology developers, and data scientists working on applying large language models to the legal industry.
How do I get started with harvey-labs?
git clone https://github.com/harveyai/harvey-labs.git
How popular is harvey-labs on GitHub?
harveyai/harvey-labs has 1,405 stars and 251 forks on GitHub, and gained 27 stars in the last 7 days.
What license does harvey-labs use?
harveyai/harvey-labs is released under the MIT license.

Star history

since Aug 10, 2026
05001KAug 2026Aug 2026Sep 2026Oct 2026
1.4K stars as of Oct 2, 2026. Measured daily since Aug 10, 2026; GitHub no longer exposes earlier star timestamps.

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41 commits in the last yearLessMore

Signals and awards

derived from tracked data
  • Permissive license

    MIT

  • Continuous integration

    Automated checks passing

  • Repeat trending

    4 trending appearances

What harvey-labs does

The Legal Agent Benchmark (LAB) is an open-source evaluation framework designed specifically to assess how well AI agents perform complex tasks related to the legal profession. It provides a standardized set of challenges, datasets, and metrics based on actual legal scenarios, such as contract analysis, case law summarization, and regulatory compliance checks. The benchmark aims to move beyond generic LLM evaluations by testing agents on their ability to handle domain-specific reasoning, parse dense legal terminology, and execute multi-step workflows typical of legal practice. It includes an execution harness for running agents and sophisticated all-pass rubric scoring to ensure rigorous evaluation.

AI researchers, legal technology developers, and data scientists working on applying large language models to the legal industry.

  • Domain-Specific Evaluation: Tests AI capabilities using realistic, complex scenarios drawn directly from legal practice and M&A data rooms.
  • Standardized Benchmarking: Provides a uniform execution harness for comparing the performance of different AI models and agent architectures.
  • Multi-Step Task Assessment: Evaluates agents on their ability to execute complex workflows requiring sustained reasoning over long, dense documents.
  • Open-Source Dataset: Offers a curated collection of thousands of legal tasks, documents, and instructions available for public research.
  • Rigorous Scoring Methodology: Utilizes all-pass rubric scoring and LLM judge behaviors to precisely measure accuracy, compliance, and legal reasoning.

Where teams use it

Model Evaluation

AI researchers use the benchmark to rigorously test how well a newly trained LLM performs on dense legal terminology.

Agent Framework Testing

Developers of AI agents assess whether their multi-step reasoning frameworks can handle the complexities of contract analysis.

Legal Tech Procurement

Law firms utilize the standardized metrics to compare the capabilities of different commercial AI legal assistants before purchasing.

Dataset Curation

Data scientists leverage the open-source legal datasets to fine-tune their own models for better performance in the legal domain.

Getting started: git clone https://github.com/harveyai/harvey-labs.git

README

main branch

Harvey LAB

Legal Agent Benchmark (LAB): An open-source benchmark for evaluating agents on real legal work.

Latest version License: MIT Legal practice areas Tasks Test suite

Harvey LAB is an open-source project aimed at benchmarking LLM agents' abilities to perform legal work in realistic environments.

LAB consists of two parts: a dataset of tasks containing agent instructions, documents, and rubrics as well as an execution harness for running and evaluating agents against those tasks.

LAB is an ongoing project and we expect to consistently add to and refine the task set and execution harness.

Read the announcement post: Introducing Harvey's Legal Agent Benchmark

Getting Started

Start with the full walkthrough in docs/tutorial.md — it takes one realistic M&A data-room assignment end to end: setup, task inspection, agent run, scoring, report review, and comparison dashboards.

Additional Documentation

Guide Description
Architecture Task model, harness, tools, adapters, reports, and sweeps
Evaluation Methodology All-pass rubric scoring and LLM judge behavior
Contributing Add tasks, model adapters, evaluation improvements, and docs

Citation

If you use Harvey LAB in your research, please cite it as:

@misc{harveylab2026,
  title   = {Harvey LAB: The Legal Agent Benchmark},
  author  = {{Harvey AI}},
  year    = {2026},
  version = {v1.0},
  url     = {https://github.com/harveyai/harvey-labs/tree/v1.0},
  note    = {Announcement: \url{https://www.harvey.ai/blog/introducing-harveys-legal-agent-benchmark}}
}
View on GitHub

Recent activity

commits and pull requests

Releases and announcements

1 total
  1. lab-core v1.1.0v1.1.0Sep 18, 202695.5K downloads

    ## What's Changed * [README] add bibtex citation guidelines by @calvinqi in https://github.com/harveyai/harvey-labs/pull/118 * [judge] Add optional standard dual-judge evaluation by @calvinqi in https://github.com/harveyai/harvey-labs/pull/120 * Fix DOJ production-gap task: restore matching rubric + strip answer-giving notes from input by @bblakem in https://github.com/harveyai/harvey-labs/pull/127 * Fix stale entity names in three task rubrics (rubric/document desync) by @bblakem in https://github.com/harveyai/harvey-labs/pull/125 * Fixes for diligence documents and LAB tasks by @JulioPereyra93 in https://github.com/harveyai/harvey-labs/pull/122 * Tweak CMA letter by @JulioPereyra93 in https://github.com/harveyai/harvey-labs/pull/128 * [codeowners] Add Calvin by @calvinqi in https://github.com/harveyai/harvey-labs/pull/126 * Add firm-knowledge benchmark by @JulioPereyra93 in https://github.com/harveyai/harvey-labs/pull/130 * firm-knowledge: update task rubrics by @JulioPereyra93 in https://github.com/harveyai/harvey-labs/pull/138 * firm-knowledge: add response.md output instruction + deliverable hooks by @JulioPereyra93 in https://github.com/harveyai/harvey-labs/pull/142 * Order j

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Commit volume by weekday and hour (UTC). Larger dots mean more commits.
DateListRankStars gained
Aug 13, 2026daily#11+28
Aug 12, 2026daily#11+28
Aug 11, 2026daily#7+47
Aug 10, 2026daily#7+47