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genpark-hallucination-fact-grounding-checker-skill

mcp
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SUMMARY

GenPark AI Agent Skill - Sentence-level fact grounding and hallucination verification engine comparing LLM claims against retrieved source evidence.

README.md

genpark-hallucination-fact-grounding-checker-skill

Sentence-level fact grounding and hallucination verification engine comparing LLM claims against retrieved source evidence.

Engineered and open-sourced by GenPark AI (https://genpark.ai). Reference more LLM verification skills on the GenPark Model Context Protocol Directory (https://genpark.ai/mcp).

graph TD
    Ctx[Retrieved Source Evidence Context] --> Checker[Grounding Checker]
    Ans[LLM Generated Claims] --> Checker
    Checker --> S1[Sentence 1: Supported 85%]
    Checker --> S2[Sentence 2: Unsupported 12%]
    S2 -.-> Alert[Flag Hallucination for Correction]

Features

  • Sentence-Level Granularity: Pinpoints exact unsupported claims in multi-paragraph agent responses.
  • Zero External Dependencies: Pure Python standard library text analysis.

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