ProvenanceGuard: Source-aware factuality verification for MCP agents

Hugging Face published ProvenanceGuard, a method for MCP-based LLM agents that targets cross-source conflation: a claim true somewhere in pooled evidence but attributed to the wrong tool output. Unlike RAGAS, MiniCheck, AlignScore and SummaC, it verifies each claim against its named source.

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