PulseGatePost-LLM software, agents & workflows market (since 2022)
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Apps indexed

 

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7-day average

Indexed today: 1,078

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netqa

pypi.org·Infrastructure

netqa is an open-source Python package that enables read-only discovery of AWS network infrastructure, builds knowledge graphs, and supports natural language Q&A using large language models. It is designed for cloud engineers and DevOps professionals seeking automated insights into their AWS environments.

Open SourceMIT
CLI
N
Visit PyPI↗

Overview

5 features

netqa is an Other AI product. It focuses on automating the discovery and analysis of AWS network infrastructure using knowledge graphs and LLM-based queries. netqa is an open-source project aimed at cloud engineers and DevOps professionals. The project is open source (MIT). netqa is available on the command line.

RayVenn builds and maintains netqa, and the product first shipped in 2026. The project is developed in the open on GitHub with 11 commits in the last 90 days. Across PulseGate's embedding index, netqa has few near neighbours, marking it as relatively distinct. Among its 5 catalogued features are AWS network discovery, knowledge graph generation, and LLM-powered Q&A.

  • ✓AWS network discovery
  • ✓Knowledge graph generation
  • ✓LLM-powered Q&A
  • ✓Read-only access
  • ✓Command-line interface

Tags

aws-networkingknowledge-graphllm-integrationcloud-discoverypython-package

AI capabilities

StructuredText

Built with & integrations

AI providers
anthropic
Runs on
CLI

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ GitHub✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 6, 12:22 AM

    netqa discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about netqa

What is netqa?
Netqa focuses on automating the discovery and analysis of AWS network infrastructure using knowledge graphs and LLM-based queries. It is catalogued under Other AI on PulseGate.
Who should use netqa?
netqa is an open-source project built for cloud engineers and DevOps professionals.
Does netqa have a free plan?
Yes — netqa is open source under the MIT license and free to use.
What platforms does netqa run on?
netqa runs on the command line.
Is netqa still active?
PulseGate's automated liveness checks currently classify netqa as active. The GitHub repository shows 11 commits in the last 90 days.
What tools are similar to netqa?
Similar tools tracked by PulseGate include naqsha, qa-agent, and qqa.naqshaqa-agentqqa
Who develops netqa?
netqa is developed by RayVenn.
How long has netqa been around?
netqa first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
MIT
First seen
Jul 6, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
cloud engineers and DevOps professionals
Model
Open source
Solves
Automating the discovery and analysis of AWS network infrastructure using knowledge graphs and LLM-based queries.

Developer

RayVenn
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
0
🍴 Forks
0
Open issues
0
Last commit
1w ago
Commits 90d
11
Contributors
1
Authorship
Solo
Default branch
master

PulseGate index

Confidence
Low · 64
Indexed
Jul 6, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
1w ago
Freshness
Unknown
Identity audit (9)
Entity ID
cmr8h6sjr0ljhbebnuvpyyikv
Slug
netqa-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 6, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 6, 2026
Canonical URL
https://pypi.org/project/netqa

Similar apps

Other apps tracked under the same category.

  • naqsha
    github.com
  • qa-agent
    pypi.org
  • qqa
    github.com
  • kube-q
    github.com
  • quest-ai
    github.com
  • AIQA
    theaiqa.com