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llmvalidate

Oncoshot LLM validation framework

llmtest-framework

pytest for LLM apps - Test for grounding failures, prompt injection, safety violations, and regressions

logicshield

Deterministic validation firewall for LLM outputs. Verify AI proposals against ground-truth state using deterministic rules. Zero dependencies.

llmtestr

A new package that helps developers integration-test AI and LLM applications by validating structured outputs. It takes a user's test scenario or prompt as input, sends it to an LLM, and uses pattern

oncoshot-llm-validation-framework

A comprehensive Python framework for evaluating LLM-extracted structured data against ground truth labels. Supports binary classification, scalar values, and list fields with detailed performance metrics, confidence-based evaluation, and statistical uncertainty quantification via non-parametric bootstrap confidence intervals.