JFrog Artifactory + Memtro

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.

In Memtro

What you can do with JFrog Artifactory in Memtro

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.

What it does

  1. 01Lists repositories with key, type, package type and description, filtered by type, package type or project
  2. 02Searches artifacts by repository, file name pattern, path pattern and created or modified date, with size and who created and changed each
  3. 03Reads one file or folder with dates, size, checksums or children, its download count and last download, and its properties
  4. 04Shows storage use per repository, lists builds and their runs, reads a run's VCS revision, branch, modules and duration, and lists a Docker image's tags
  5. 05When asked and granted, sets or removes properties on a file or folder, and copies or moves an item to another repository path, overwriting what is there
  6. 06When asked and granted, deletes a file or folder, which breaks builds resolving it, and promotes a build, setting its status and copying or moving its artifacts to a target repository

Acts when asked

When you ask it to

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.

  1. 01Set properties on an artifact or folder
  2. 02Remove properties from an artifact or folder
  3. 03Copy an artifact or folder to another repository path (overwrites what is there)
  4. 04Move an artifact or folder to another repository path
  5. 05Delete an artifact or folder
  6. 06Promote a build: change its status and copy or move its artifacts to a target repository

Events

When it happens

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 webhooks
  • 01An artifact was deployed
  • 02An artifact was deleted
  • 03An artifact was moved
  • 04An artifact was copied
  • 05A property was added to an artifact
  • 06A property was removed from an artifact
  • 07A Docker tag was pushed
  • 08A Docker tag was deleted
  • 09A Docker tag was promoted
  • 10A build was uploaded
  • 11A build was promoted
  • 12A build was deleted
In practice

Ask it like you would a colleague

Once 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.

JFrog Artifactory + Memtro
  • 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

01

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.

02

Promoting a tested build

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.

Teams

Where it fits

The teams that lean on JFrog Artifactory most, a question each of them asks, and what they connect beside it.

Better together

Works with

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.

Also in Engineering and operations

Using something else for the same job, or both? Each connector has its own tools; connect as many as you like.

Setup

How to connect

Connect withJFrog Platform host and Access token
  1. 1

    In the JFrog Platform, open Administration → User Management → Access Tokens → Generate Token, or generate an Identity Token from your profile to act as you.

  2. 2

    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.

  3. 3

    In Memtro, open Connections → JFrog Artifactory and fill in JFrog Platform host, such as acme.jfrog.io, and Access token.

  4. 4

    Ask your first question: what was the last build of the payments service?

Also works from

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.

FAQ

Questions

Can Memtro change anything in JFrog Artifactory?+

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.

Who can use a JFrog Artifactory connection?+

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.

Does Memtro store my JFrog Artifactory data?+

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.

How do I connect JFrog Artifactory?+

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.

Can JFrog Artifactory start a job?+

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.

Connect JFrog Artifactory in a few minutes

Seven-day free trial, then one monthly price per organisation. Connectors, jobs and memory are never metered.

Where agents remember your company

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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