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lightassay

github.com·Infrastructure

lightassay is an open-source CLI tool for orchestrating structured evaluation of applied LLM workflows. It enables users to declare intent, reason about quality, and record evaluation results, supporting reproducible AI workflow testing.

Open SourceMIT
WebCLISelf-hosted
L
lightassay preview
Visit github.com↗
⭐6
stars
✓4
features
📅2026
since

Overview

4 features

lightassay sits in PulseGate's LLM eval & observability category. It focuses on automating and structuring the evaluation of LLM workflows for quality and reproducibility. It is built as an open-source project for AI workflow evaluators and researchers. lightassay is open source under the MIT license. It runs on the web and the command line, and it can be self-hosted.

vadimlarintech builds and maintains lightassay, and the product first shipped in 2026. Development happens publicly on GitHub with 7 commits in the last 90 days. Key capabilities include LLM workflow evaluation, file-based orchestration, and quality reasoning.

  • ✓LLM workflow evaluation
  • ✓File-based orchestration
  • ✓Quality reasoning
  • ✓Open source

Tags

llm-evaluationworkflow-orchestrationquality-testing

AI capabilities

TextStructuredInference: LocalWeights: Open

Built with & integrations

Runs on
BrowserCLISelf-hosted

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub · ★ 6✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJun 25, 6:27 PM

    Listing verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about lightassay

What does lightassay do?
Lightassay focuses on automating and structuring the evaluation of LLM workflows for quality and reproducibility. It is catalogued under LLM eval & observability on PulseGate.
Who is lightassay for?
lightassay is an open-source project built for AI workflow evaluators and researchers.
Is lightassay free?
Yes — lightassay is open source under the MIT license and free to use.
What platforms does lightassay run on?
lightassay runs on the web and the command line. It can also be self-hosted.
Is lightassay still maintained?
PulseGate's liveness checks currently classify lightassay as active. The GitHub repository shows 7 commits in the last 90 days.
What are alternatives to lightassay?
Similar tools tracked by PulseGate include litebench, assertllm, and LiteLLM.litebenchassertllmLiteLLM
Who makes lightassay?
lightassay is developed by vadimlarintech.
When did lightassay launch?
lightassay first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 6
License
MIT
First seen
May 13, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
AI workflow evaluators and researchers
Model
Open source
Solves
Automating and structuring the evaluation of LLM workflows for quality and reproducibility.

Developer

vadimlarintech
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
6
🍴 Forks
0
Open issues
0
Last commit
1mo ago
Commits 90d
7
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Confidence
Low · 64
Indexed
Jun 25, 2026
Lifecycle
Alive
Activity
Active
First seen
May 2026
Last seen
4w ago
Identity audit (9)
Entity ID
cmqtu7d120mgbxi51qoufiy8z
Slug
lightassay-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jun 25, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jun 25, 2026
Canonical URL
https://github.com/vadimlarintech/lightassay

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