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harness-bench-fast

PyPI·Infrastructure

harness-bench-fast provides a standardized, self-contained benchmark with 298 tasks covering file operations, code editing, CSV/SQLite/XLSX data pipelines, memory management, and other agentic scenarios. It is designed for rigorous evaluation of AI agents and frameworks such as LangChain. The package is open source under the MIT license and available on PyPI and GitHub.

Open SourceMIT
CLI
H
Visit PyPI↗
⭐37
stars
🍴9
forks
✓5
features
📅2026
since

Overview

5 features

harness-bench-fast is a LLM eval & observability product. It focuses on evaluating and comparing the performance of AI agents on realistic software engineering and data tasks. It is built as an open-source project for AI researchers and developers. harness-bench-fast is open source under the MIT license. It runs on the command line.

ai-forever builds and maintains harness-bench-fast, and the product first shipped in 2026. Development happens publicly on GitHub with 37 stars and 76 commits in the last 90 days. Key capabilities include Agent Benchmark, File Operations, and Code Editing.

  • ✓Agent Benchmark
  • ✓File Operations
  • ✓Code Editing
  • ✓Data Pipelines
  • ✓Memory Discipline

Tags

agent-benchmarkllm-evaluationtask-harnessdeepagents

AI capabilities

CodeStructured

Built with & integrations

Runs on
CLI

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ GitHub · ★ 37✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 23, 1:48 PM

    harness-bench-fast verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about harness-bench-fast

What does harness-bench-fast do?
Harness-bench-fast focuses on evaluating and comparing the performance of AI agents on realistic software engineering and data tasks. It is catalogued under LLM eval & observability on PulseGate.
Who is harness-bench-fast for?
harness-bench-fast is an open-source project built for AI researchers and developers.
Is harness-bench-fast free?
Yes — harness-bench-fast is open source under the MIT license and free to use.
What platforms does harness-bench-fast run on?
harness-bench-fast runs on the command line.
Is harness-bench-fast still maintained?
PulseGate's liveness checks currently classify harness-bench-fast as active. The GitHub repository shows 76 commits in the last 90 days.
What are alternatives to harness-bench-fast?
Similar tools tracked by PulseGate include harnessgym, proofbench, and harness-maker.harnessgymproofbenchharness-maker
Who makes harness-bench-fast?
harness-bench-fast is developed by ai-forever.
When did harness-bench-fast launch?
harness-bench-fast first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 37
License
MIT
First seen
Jul 23, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
AI researchers and developers
Model
Open source
Solves
Evaluating and comparing the performance of AI agents on realistic software engineering and data tasks.

Developer

ai-forever
Team
↗ GitHub

Open source

View on GitHub →
⭐ Stars
37
🍴 Forks
9
Open issues
5
Last commit
6d ago
Commits 90d
76
Contributors
12
Authorship
Team
Default branch
main

Live coverage

Confidence
Low · 64
Indexed
Jul 23, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
6d ago
Identity audit (10)
Entity ID
cmrxkhrq600fc9c4jbedbownh
Slug
harness-bench-fast-pypi-org
Lifecycle last checked
Jul 23, 2026
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 23, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 23, 2026
Canonical URL
https://pypi.org/project/harness-bench-fast

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  • harness-maker
    github.com
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    pypi.org
  • harness-flow
    pypi.org
  • superharness
    github.com