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claim-trace

claim = trace — evaluate an agent (or human) claim against measured evidence only.

Zero dependencies. One idea: PASS only when the tool trail supports the sentence.

pip install claim-trace   # or: pip install -e .
claim-trace demo

Why

Providers report models writing most production code. The scarce skill is not keystrokes — it is directing, harnessing, and sealing model labor. This tiny library is the evaluation primitive:

Verdict Meaning
PASS every requirement has matching evidence
FAIL missing key or mismatched value
UNKNOWN claim has no requirements (ill-formed)

Narration without evidence cannot PASS.

90-second demo

claim-trace demo
# → verdict PASS with evidence from gh/pytest *as data*, not as story

Custom:

claim-trace evaluate \
  --claim-json '{"text":"skill-lint is public","requires":[{"key":"private","equals":false}]}' \
  --evidence-json '[{"key":"private","value":false,"source":"gh api"}]'

Not this package

  • Not a full agent OS
  • Not your private harness, skills, or host config
  • Not a substitute for pair-screen on a production body

It is the public atom of a larger private practice: claim = trace.

License

MIT · trinity-organism

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