Who is quanllm-harness for?

quanllm-harness is an open-source project built for AI researchers and developers evaluating quantum-mechanics language models.

Does quanllm-harness have a free plan?

Yes — quanllm-harness is open source under the MIT license and free to use.

What platforms does quanllm-harness run on?

quanllm-harness runs on the command line. It can also be self-hosted.

Is quanllm-harness still maintained?

The GitHub repository shows 3 commits in the last 90 days.

What projects are similar to quanllm-harness?

Similar projects tracked by PulseGate include OpenClaw Arena, numguard, and ruleprof.

Who makes quanllm-harness?

quanllm-harness is developed by lct-unv.

When did quanllm-harness launch?

quanllm-harness first shipped in 2026.

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quanllm-harness

Name: quanllm-harness
Author: lct-unv

PyPIInfrastructure

quanllm-harness is an open-source Python package for agentic verification of QuanLLM-v2.0-qm. It uses agent workflows and symbolic computation tooling such as SymPy to check model outputs, targeting developers and researchers working on specialized language-model evaluation.

Open SourceMITCLISelf-hosted

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Overview

5 features

quanllm-harness is an Agent evaluation & testing project. It focuses on verifying outputs from the QuanLLM-v2.0-qm model with agentic and symbolic checks. It is built as an open-source project for AI researchers and developers evaluating quantum-mechanics language models. The project is open source (MIT). quanllm-harness is available on the command line, and it can be self-hosted.

It is developed by lct-unv, and it first shipped in 2026. The project is developed in the open on GitHub with 3 commits in the last 90 days. Key capabilities include agentic verification, LLM evaluation, and quantum mechanics checks.

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

Agentic verification
LLM evaluation
Quantum mechanics checks
SymPy integration
Output validation

Built with & integrations

Framework

FastAPI

AI providers

openai

Runs on

CLISelf-hosted

Trust & compliance

License

MIT

Verified signals

HTTPSOpen Source GitHubActive maintenance

Indexing history

What PulseGate has recorded for this listing

Indexed21 Aug · 17:13 UTC
quanllm-harness verified via PyPI Bulk Enumerator
Source: PyPI Bulk Enumerator · Open

Frequently asked questions about quanllm-harness

What does quanllm-harness do?: Quanllm-harness focuses on verifying outputs from the QuanLLM-v2.0-qm model with agentic and symbolic checks. It is catalogued under Agent evaluation & testing on PulseGate.
Who is quanllm-harness for?: quanllm-harness is an open-source project built for AI researchers and developers evaluating quantum-mechanics language models.
Does quanllm-harness have a free plan?: Yes — quanllm-harness is open source under the MIT license and free to use.
What platforms does quanllm-harness run on?: quanllm-harness runs on the command line. It can also be self-hosted.
Is quanllm-harness still maintained?: The GitHub repository shows 3 commits in the last 90 days.
What projects are similar to quanllm-harness?: Similar projects tracked by PulseGate include OpenClaw Arena, numguard, and ruleprof.OpenClaw Arena numguard ruleprof
Who makes quanllm-harness?: quanllm-harness is developed by lct-unv.
When did quanllm-harness launch?: quanllm-harness first shipped in 2026.

At a glance

Platforms: CLI
Languages: English
Open source: Yes (GitHub)
License: MIT
First seen: 21 Aug 2026
Built for: AI researchers and developers evaluating quantum-mechanics language models
Model: Open source
Solves: Verifying outputs from the QuanLLM-v2.0-qm model with agentic and symbolic checks.

Registered as

GitHub: lct-unv/quanllm-harness
PyPI: quanllm-harness

Developer

lct-unv

Solo developer

GitHub

Open source

View on GitHub

Stars: 0
Forks: 0
Open issues: 0
Last commit: 21 Aug 2026
Commits 90d: 3
Contributors: 1
Authorship: Solo
Default branch: main
Latest release: v0.1.0 · 21 Aug 2026

Index record

Indexed: 21 Aug 2026
Lifecycle: Alive
First seen: Aug 2026
Last seen: 21 Aug 2026

Identity audit (13)

Slug: quanllm-harness-pypi-org
Lifecycle last checked: 8 Sept 2026
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 21 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: Recorded source: taxonomy-pass-b.
Summary from: Written by a language model from public pages.
Languages from: Detected by a language model from page content.
Last updated: 21 Aug 2026
Canonical URL: https://pypi.org/project/quanllm-harness

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