Simula Research Laboratory
lab · NorwayScores
1 product on the map — 1 open.
Openness
5 high confidence- license
- MIT(OSI
- source
- public
- core features withheld
- no — local execution is the default mode, all scenario packs ship in the package
SimpleAudit is MIT-licensed with full public source, and MIT is an OSI license. The README describes a local-first framework that ships its scenario packs and needs no account, and no license key, subscription or pricing term appears in it.
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/LICENSE recorded 2026-06-22
LICENSE body 'MIT License', copyright Simula Research Laboratory
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/LICENSE recorded 2026-08-13
LICENSE body is 'MIT License', copyright Simula Research Laboratory.
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/LICENSE recorded 2026-09-29
LICENSE body opens "MIT License" and grants "Permission is hereby granted, free of charge, to any person obtaining a copy", with "Copyright (c) 2025 Simula Research Laboartoy, Oslo, Norway".
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/pyproject.toml recorded 2026-09-29
pyproject declares license = {text = "MIT"} and the classifier "License :: OSI Approved :: MIT License", with dependencies limited to "any-llm-sdk>=1.14.0", fsspec and tqdm.
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/README.md recorded 2026-08-11
README states 'Local execution is the default deployment mode and the original design constraint: prompts, transcripts, and policies stay inside the deployment environment' and 'MIT License - see LICENSE for details'. The scenario packs and judge configurations ship in the package; the only external dependency is the user's own model API key.
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/README.md recorded 2026-08-13
'SimpleAudit is a simple, extensible, local-first framework for multilingual auditing and red-teaming of AI systems via adversarial probing. It supports open models running locally (no APIs required)', and it closes 'MIT License - see LICENSE for details'. The scenario packs, rubric, auditor and judge configuration ship in the package; the only external dependency is the reader's own model API key if they choose to use one.
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/README.md recorded 2026-09-29
README describes "SimpleAudit is a simple, extensible, local-first framework for multilingual auditing and red-teaming of AI systems via adversarial probing", gives the install route "pip install -U git+https://github.com/kelkalot/simpleaudit.git", and states "Local execution is the default deployment mode and the original design constraint". The scenario packs ship in the package, the only external dependency being the reader's own model API key if they choose an API-hosted model; no license key, subscription, enterprise or pricing term appears (searched the body for each).
- https://www.digitalpublicgoods.net/r/simpleaudit recorded 2026-06-22
DPG profile confirming multilingual safety red-teaming framework
Adoption
1 medium confidenceGitHub stars are the only signal published for SimpleAudit, since no download, install or customer figure exists. A star is not a use, so this reading stays directional rather than precise.
- https://api.github.com/repos/kelkalot/simpleaudit recorded 2026-08-12
stargazers_count = 20 for kelkalot/simpleaudit
Capability
3 high confidenceThe README reports responsiveness of AUROC 0.89-1.00 across reliable judge-auditor cells and compares the tool against Petri. It is a single-purpose adversarial-probing framework rather than a general harness, with broken-premise packs beside its safety, RAG and health packs.
- https://github.com/kelkalot/simpleaudit recorded 2026-06-22
README: adversarial probing, local-first, scenario packs, broken-premise runner
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/README.md recorded 2026-08-13
multilingual adversarial probing with local open models or optional API-hosted ones; a fixed default scenario pack, rubric, auditor, judge and sampling configuration so reruns are comparable; reported responsiveness of AUROC 0.89-1.00 across judge-auditor cells; results reported as a bundle rather than a leaderboard rank.
- https://raw.githubusercontent.com/kelkalot/simpleaudit/main/README.md recorded 2026-09-29
README reports responsiveness of "AUROC 0.89–1.00 across reliable judge–auditor cells", compares against Petri ("both tools pass, so the differences live upstream of the chain"), lists broken-premise packs "health_bullshit" and "epistemic_safety" beside the safety, rag and health packs, and advises "Report the bundle, not a leaderboard."