Tracing a release
Maya Okafor, release manager at Acme Ltd, asked which commit build 214 of the payments service came from. Memtro read the build info and gave the VCS revision, branch, commit message and modules, and who uploaded it.
Which build is in this repository, and who last changed it?
JFrog Artifactory connects Memtro to your artifacts on the JFrog Platform. It reads repositories by type and package type, searches artifacts by repository, name, path and date, and reads an item's size, checksums, dates, who created and changed it, download count and properties. It reads storage use by repository, builds with their runs and build info, and Docker image tags. When asked, and once an administrator has granted the action by name, it can set or remove properties, copy, move or delete an item, and promote a build. Build environment variables and credential-looking property values are never returned.
Ask in plain English from chat, your editor, a scheduled job or your own agent. The model picks the right JFrog Artifactory tool, reads what it needs, and answers with the source cited.
These tools change something in JFrog Artifactory. The model is told to use them only when you ask for exactly that, and an administrator grants each one by name to the teams that may use it; a personal connection acts only after its owner allows it.
Turn events on in the connection's Events tab on the Connections page, then add the address it shows as a webhook in JFrog Artifactory, choosing the same kinds; the tab shows JFrog Artifactory's own steps. Each event can start a job, with the event as its input. JFrog Artifactory sends a secret with every delivery, and one without it is refused.
Events and webhooksOnce JFrog Artifactory is connected, these are the kinds of things people ask. Plain questions, no syntax. If the answer lives partly in another system you have connected, Memtro looks there too.
What was the last build of the payments service?
Which jar files were added to libs-release this week?
Which repositories use the most storage?
What tags does the api image have?
Promote build 214 of the payments service to Released
Maya Okafor, release manager at Acme Ltd, asked which commit build 214 of the payments service came from. Memtro read the build info and gave the VCS revision, branch, commit message and modules, and who uploaded it.
Tom Reilly, DevOps engineer at BigCo, asked Memtro to promote build 214 to Released after QA signed it off. Memtro ran a dry run first, then promoted it in Artifactory, copying its artifacts into the release repository that deployments pull from.
The teams that lean on JFrog Artifactory most, a question each of them asks, and what they connect beside it.
A record in JFrog Artifactory is rarely the whole story. Connect the systems that hold the rest and Memtro checks them together, then remembers what it learned so the next question starts further along.
Using something else for the same job, or both? Each connector has its own tools; connect as many as you like.
In the JFrog Platform, open Administration → User Management → Access Tokens → Generate Token, or generate an Identity Token from your profile to act as you.
The token acts with its user's permissions: Read to search, Annotate for properties, Deploy and Delete for copy, move, delete and promotion. Copy it: it is shown once.
In Memtro, open Connections → JFrog Artifactory and fill in JFrog Platform host, such as acme.jfrog.io, and Access token.
Ask your first question: what was the last build of the payments service?
Chat in the dashboard, the OpenAI-compatible API, scheduled jobs, and any MCP client: Claude Code, OpenCode, Cursor, Claude Desktop. The JFrog Artifactory tools are the same everywhere.
Only when you ask, and only what it has been granted: set properties on an artifact or folder; remove properties from an artifact or folder; copy an artifact or folder to another repository path (overwrites what is there); move an artifact or folder to another repository path; delete an artifact or folder; promote a build: change its status and copy or move its artifacts to a target repository. Every other tool reads, searches or lists. The Connections page labels the tools that act, an administrator grants each one by name to the teams that may use it, and a personal connection acts only after its owner allows it.
A personal connection serves only your own requests. A shared connection serves the organisation: everyone, or only the teams an admin chooses. Admins can always add shared connections; other members need the permission.
Credentials are encrypted at rest. Tool results are cached briefly so agent loops do not repeat identical calls, and the facts the model extracts are saved to your organisation's memory with provenance (system, record and link) so they can be checked and superseded.
JFrog Platform host and Access token. In the JFrog Platform, open Administration → User Management → Access Tokens → Generate Token, or generate an Identity Token from your profile to act as you.
Yes. Turn events on in the connection's Events tab on the Connections page, then add the address it shows as a webhook in JFrog Artifactory, choosing the same kinds; the tab shows JFrog Artifactory's own steps. A job set to start "When an event arrives" then runs once for each matching event, with the event as its input. The run treats the event as outside data, never as instructions, and anything the run remembers is kept as unverified.
Seven-day free trial, then one monthly price per organisation. Connectors, jobs and memory are never metered.
Sign in, add a provider key, create an API key and point your tools at Memtro. It takes about five minutes.
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