LLM Extraction Auditor
A lightweight diagnostic linter that audits raw LLM outputs before they hit production databases. Detects syntax truncation, markdown block leaks, dirty formatting, and ungrounded hallucinations in sub-millisecond execution time.
The Problem
LLMs frequently return invalid JSON:
- Wrapping payloads in conversational text or markdown code fences (
```json). - Dropping closing braces
}or quotes. - Injecting formatting like
$400.00instead of a float400.0. - Hallucinating entities and metrics that never existed in the source document.
Re-prompting the LLM costs tokens and adds seconds of latency. This auditor catches defects instantly on the CPU.
Installation
git clone https://github.com/jdewards619-byte/llm-extraction-auditor.git
cd llm-extraction-auditor
pip install ollama json-repair pydantic
1 maintainer
Metadata
1 maintainer
Release files for llm-extraction-auditor 0.1.0
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| llm_extraction_auditor-0.1.0-py3-none-any.whl | Python 3 | none | any | Details for llm_extraction_auditor-0.1.0-py3-none-any.whl |
Total release size: 7.7 kB
Release files / llm_extraction_auditor-0.1.0.tar.gz
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Security for llm-extraction-auditor 0.1.0
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