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RA

rag-harness

PyPI·Infrastructure

rag-harness is an open-source command-line tool that helps developers evaluate and compare different Retrieval-Augmented Generation (RAG) systems. It provides standardized metrics and benchmarking capabilities to assess retrieval quality, generation accuracy, and overall RAG pipeline performance. Primarily used by AI engineers and researchers building or optimizing RAG applications.

Open SourceMITCLI
Visit PyPI↗
2stars
3features
2026since

Overview

3 features

rag-harness sits in PulseGate's AI & ML category. It focuses on evaluating and benchmarking different RAG (Retrieval-Augmented Generation) pipelines and configurations. It is built as an open-source project for developers. The project is open source (MIT). It runs on the command line.

Behind rag-harness is Bevin Katti, and it first shipped in 2026. Development happens publicly on GitHub with 14 commits in the last 90 days. Key capabilities include RAG Evaluation, benchmarking, and Metrics Comparison.

Summary written by a language model from the project’s public pages.

  • ✓RAG Evaluation
  • ✓Benchmarking
  • ✓Metrics Comparison
Tags
rag-evaluationrag-benchmarkingretrieval-augmented-generation
AI capabilities
Text

Built with & integrations

Runs on
CLI

Trust & compliance

License
MIT
Verified signals
✓HTTPS✓Open Source✓GitHub · ★ 2✓Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed1 Aug · 11:40 UTC
    rag-harness verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about rag-harness

What is rag-harness?
Rag-harness focuses on evaluating and benchmarking different RAG (Retrieval-Augmented Generation) pipelines and configurations. It is catalogued under AI & ML on PulseGate.
Who should use rag-harness?
rag-harness is an open-source project built for developers.
Does rag-harness have a free plan?
Yes — rag-harness is open source under the MIT license and free to use.
What platforms does rag-harness run on?
rag-harness runs on the command line.
Is rag-harness still maintained?
The GitHub repository shows 14 commits in the last 90 days.
What projects are similar to rag-harness?
Similar projects tracked by PulseGate include ragscore, rag-tui, and ms-rags-all-in-one.ragscorerag-tuims-rags-all-in-one
Who makes rag-harness?
rag-harness is developed by Bevin Katti.
How long has rag-harness been around?
rag-harness first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 2
License
MIT
First seen
1 Aug 2026
Built for
developers
Model
Open source
Solves
Evaluating and benchmarking different RAG (Retrieval-Augmented Generation) pipelines and configurations.

Registered as

GitHub
bevinkatti/rag-harness
PyPI
rag-harness

Developer

Bevin Katti
Solo developer
↗ GitHub

Open source

View on GitHub →
Stars
2
Forks
0
Open issues
0
Last commit
1 Aug 2026
Commits 90d
14
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Identity confidence
Low · 64
Indexed
1 Aug 2026
Lifecycle
Alive
First seen
Aug 2026
Last seen
1 Aug 2026
Identity audit (13)
Slug
rag-harness-pypi-org
Lifecycle state recorded
1 Aug 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
1 Aug 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
5 Aug 2026
Canonical URL
https://pypi.org/project/rag-harness

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