Attestation: local-first MCP tools turn research provenance into CI-enforceable claims
JeremyCMorgan · x · 2026-10-08
The open-source attestation project offers local-first MCP tools for auditable research provenance: a claim checker traces prose claims back to experiment artifacts and fails when numbers disagree — knowledge graphs used for evidence, not decoration. Includes a paper feed, knowledge graph, symbolic math, and an experiment ledger integrating W&B/MLflow/Sacred/DVC/Hydra. Field-agnostic (any results JSON/CSV), nothing leaves the machine. MIT licensed.
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