About

agmi is built and maintained by Yasha Khandelwal, a principal architect with twenty years in enterprise systems, previously at Cisco, Google and SpaceX, now co-founder and CEO of Tech4Biz Solutions in Bengaluru. Contact yasha.khandelwal@tech4biz.io; ORCID 0009-0005-2166-4951; GitHub.

Why this exists

Agents are being given memory that outlives a session, and that memory is being trusted as if it were the agent's own experience. Nobody was measuring whether the stores holding it notice when it is changed. The first measurement, in September 2026, showed that none of the popular stores do. This site keeps that measurement current, in public, in a form a vendor can reproduce and a standards body can cite.

How it is funded

The suite, the scorecard and this site are open source under MIT and are not funded by any of the vendors measured. Hosted assessments and vendor badges are offered through AuditTrax Labs, a technical due-diligence firm, from version 1.0. Vendor rows on the public scorecard are never paid for and are reproduced independently before publication.

Independence rules

• A vendor cannot change a published cell. Only a re-measurement on a new version can, and the old row stays in the history.
• Maintainer-contributed rows are labelled as such and reproduced by the suite's author before they appear.
• Findings are raised with the vendor on their own tracker before they are written up here, and the thread is linked.