inspeximus — a zero-dependency Python agent-memory library

Ask any memory where it came from — and check the answer. provenance(key) returns the declared source, the lineage it inherited, the evidence grade, every value the fact has held and which policy retired each one, and whether the record still matches what its write receipt committed to. Delete the fact and erasure_certificate() is the same answer for the deletion — a receipt an auditor verifies offline, without the live store and without trusting us. Because a delete that returns success is not a delete: we measured one that left the data recoverable in five of six places the application had put it (python probes/forget_verification_bench.py — soft delete scores 0.17 and names the five leaking stores; the wired hard delete scores 1.00).

"We have inspected" — the medieval charter that recites an earlier one word for word and attests it unaltered. The self-correcting memory layer for AI agents.

Correct a fact once and it stays corrected: the store serves the new value and refuses to let the old one creep back — deterministically, with no LLM on the write path, from a single zero-dependency file. revert(key) puts a correction back on command, which is the cheapest proof that what sits underneath is a real state model and not a log. Extracted from an autonomous research OS that has run it daily over a private ~10,000-note vault (our own deployment — you cannot re-run that one; every number you CAN re-run is listed in docs/CLAIMS.md with its command).

pip install inspeximus → import inspeximus · PyPI · Hugging Face · DOI · Homepage · MIT · v2.1.2

If inspeximus's saved you some time, a ⭐ would mean a lot — it's how other people find it. Thank you!

Built by Rastislav Drahoš — extracted from Agora, an autonomous research OS that runs it daily.

/plugin marketplace add DanceNitra/inspeximus
/plugin install inspeximus@inspeximus