MCP server · Engineering and operations

JFrog Artifactory MCP server

JFrog Artifactory in any MCP client, through Memtro: JFrog Artifactory does not publish this server. Memtro's JFrog Artifactory connector reads JFrog Artifactory through its API with the credentials you connect, and one endpoint hands those tools, every other system you connect and Memtro's memory tools to Claude Code, Cursor, Claude Desktop or anything else that speaks Streamable HTTP, as you.

What the model can do

JFrog Artifactory on your JFrog Platform: repositories by type and package type, artifact search by repository, name, path and date, an item's size, checksums, dates, children, who created and changed it, download count and properties, storage use by repository, builds with their runs and build info (VCS revision, modules, duration), and Docker image tags. Can set or remove properties, copy, move or delete an item, and promote a build, each only when asked. Credential-looking property values, build environment variables and repository URLs are never returned.

Reads

  • jfrog_repositoriesArtifactory repositories: key, type (local, remote, virtual, federated), package type and description.
  • jfrog_search_artifactsSearch Artifactory files (with AQL) by repository, file name pattern, path pattern, and created or modified dates: repository, path, name…
  • jfrog_itemOne Artifactory file or folder: created and last modified (and by whom), updated, size, MIME type and checksums for a file…
  • jfrog_storageArtifactory storage summary: binaries and artifacts count and size, file-store total, used and free space, and per repository its type, package type…
  • jfrog_buildsBuilds recorded in Artifactory (build info uploaded by CI), each with when it last started; or, with build_name, that build's runs…
  • jfrog_build_infoOne build run's build info: name, number, when it started and how long it took, the CI job URL and agent, VCS revision, branch and commit message…
  • jfrog_docker_tagsThe tags of one Docker or OCI image in an Artifactory Docker repository, paged with last.

Acts, when you ask

These change something in JFrog Artifactory. The model is told to use them only when you ask for exactly that, and each one is granted by name: per team on a shared connection, by the owner on a personal one.

  • jfrog_set_propertiesSet properties on an Artifactory file or folder (adding them or replacing a key's values), e.g. qa.approved=true.
  • jfrog_delete_propertiesRemove properties by key from an Artifactory file or folder (from everything inside a folder only when recursive is true).
  • jfrog_copy_itemCopy an Artifactory file or folder to another repository path.
  • jfrog_move_itemMove an Artifactory file or folder to another repository path (local repositories only).
  • jfrog_delete_itemDelete an Artifactory file, or a folder and everything in it, from a local repository or a remote repository's cache.
  • jfrog_promote_buildPromote an Artifactory build run: set its status (e.g. Released) and copy or move its artifacts into a target repository…

Connect it

First connect JFrog Artifactory on Dashboard → Connections, then add Memtro to your client once. The JFrog Artifactory tools appear alongside the tools of everything else you have connected; nothing is configured per connector.

Claude Code

The Memtro plugin registers the server and a skill for when to use it; the tools are then available in every session.

claude plugin marketplace add memtro-org/claude-memtro
claude plugin install memtro@memtro --config api_key=sk-memtro-...

Cursor

Add the server to .cursor/mcp.json in the project, or to the global file under ~/.cursor/.

{
  "mcpServers": {
    "memtro": {
      "url": "https://platform.memtro.com/api/mcp",
      "headers": {
        "Authorization": "Bearer sk-memtro-..."
      }
    }
  }
}

Claude Desktop

Create a personal API key on Dashboard → Profile → API keys. In Claude Desktop add an MCP server of type HTTP with URL https://platform.memtro.com/api/mcp and the header Authorization: Bearer sk-memtro-…

OpenCode

A remote server in opencode.json.

{
  "mcp": {
    "memtro": {
      "type": "remote",
      "url": "https://platform.memtro.com/api/mcp",
      "headers": {
        "Authorization": "Bearer sk-memtro-..."
      }
    }
  }
}

Pi

One command: pi mcp add memtro --url https://platform.memtro.com/api/mcp --bearer-token-env-var MEMTRO_API_KEY. Tools arrive as mcp__memtro__*. The pi-memtro extension registers it for you, alongside Memtro as the model.

Any other client

Add an MCP server of type HTTP (Streamable HTTP, stateless) at https://platform.memtro.com/api/mcp with the header Authorization: Bearer sk-memtro-.... Codex, Zed, Windsurf, Cline and the SDKs all take a remote server this way.

Who may use it

The key identifies the person, and the server offers that person the tools they may use everywhere else in Memtro. A shared JFrog Artifactory connection is used by the teams an administrator granted it to, tool by tool, on the Permissions page; a personal connection is used by its owner alone, and its tools that act stay off until the owner allows them. See Teams and permissions and Connectors.

Ask it like this

  • › 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

Questions

Is this an official JFrog Artifactory MCP server?
No. It is Memtro's MCP server with Memtro's JFrog Artifactory connector behind it: the connector reads JFrog Artifactory through its API with the credentials you connect on Dashboard → Connections, and JFrog Artifactory publishes nothing here. The same endpoint carries every other system you connect and Memtro's memory tools.
What does it cost?
Nothing on top of Memtro. One price per organisation by its number of users, from $50 a month for up to 10 users after a 7-day free trial, with every connector, the MCP server, jobs and memory included. You bring your own model keys.
Can it 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. An administrator grants each acting tool by name per team, and a personal connection acts only after its owner allows it.
Which clients work?
Any MCP client that speaks Streamable HTTP: Claude Code, Cursor, Claude Desktop, OpenCode, Codex, Zed, Windsurf, Cline and the Anthropic and OpenAI SDKs. There is no local process to run; the server is remote and authenticated with your key.

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