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1–11 of 11 · Most stars

Collect, aggregate, and visualize a data ecosystem's metadata

  • data-lineage
  • data-discovery
  • data-governance
  • data-provenance

The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run

  • agent-orchestrator
  • deterministic-replay
  • air-gap
  • audit-trail

FactCircuit: an auditable claim-and-evidence verification loop with immutable provenance, staged checks, bounded retrieval, and reproducible evaluation.

  • accuracy-decline
  • ai-safety
  • audit-trail
  • fact-checking

Witness is a pluggable framework for software supply chain risk management. It automates, normalizes, and verifies software artifact provenance.

Trust metadata for AI agents — a stamp costs ~15 tokens, re-verifying costs 15,000. Agents stamp what they verify; the next agent runs 'akf check' and builds on it. pip install akf

  • ai
  • compliance
  • file-format
  • llm