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RA

ragops

PyPI·Infrastructure

ragops is an open-source Python package designed for evaluating retrieval-augmented generation (RAG) and agent systems. It provides tools for automated evaluation, red-team release gates, and regression testing, helping developers ensure the reliability and safety of AI systems before deployment.

Open SourceMITCLI
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Overview

5 features

ragops sits in PulseGate's LLM eval & observability category. It helps developers evaluate and secure RAG and agent systems before release using automated gates and tests. It is built as an open-source project for AI developers and researchers. ragops is open source under the MIT license. It runs on the command line.

ragops first shipped in 2026. Key capabilities include evaluation tools, red-team gates, and regression testing.

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

  • ✓Evaluation tools
  • ✓Red-team gates
  • ✓Regression testing
  • ✓RAG support
  • ✓Agent system integration
Tags
rag-evaluationred-teamingrelease-gatesagent-testing
AI capabilities
Text
Weights: Open

Built with & integrations

Runs on
CLI

Trust & compliance

License
MIT
Verified signals
✓HTTPS✓Open Source✓Free tier

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed13 Jul · 03:20 UTC
    ragops verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about ragops

What does ragops do?
Ragops helps developers evaluate and secure RAG and agent systems before release using automated gates and tests. It is catalogued under LLM eval & observability on PulseGate.
Who is ragops for?
ragops is an open-source project built for AI developers and researchers.
Is ragops free?
Yes — ragops is open source under the MIT license and free to use.
What platforms does ragops run on?
ragops runs on the command line.
Is ragops still active?
Unverified. ragops has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What are alternatives to ragops?
Similar projects tracked by PulseGate include ragscore, ragsec, and rag-harness.ragscoreragsecrag-harness
How long has ragops been around?
ragops first shipped in 2026.
Is ragops open source?
Yes — ragops is open source under the MIT license.

At a glance

Platforms
Cli
Languages
English
License
MIT
First seen
13 Jul 2026
Built for
AI developers and researchers
Model
Open source
Solves
Helps developers evaluate and secure RAG and agent systems before release using automated gates and tests.

Registered as

PyPI
ragops

Developer

Thangluu

Live coverage

Identity confidence
Low · 64
Indexed
13 Jul 2026
Lifecycle
Unverified
First seen
Jul 2026
Last seen
13 Jul 2026
Identity audit (12)
Slug
ragops-pypi-org
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
13 Jul 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
13 Jul 2026
Canonical URL
https://pypi.org/project/ragops

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  • RAragbits-agentspypi.org
  • RErepo-ragpypi.org
  • RAragbits-evaluatepypi.org