Zenml MCP Server

This project implements a Model Context Protocol (MCP) server for interacting with the ZenML API. Its 7 documented tools cover zenml, resource, resources.

People who work with zenml, resource and resources and want it reachable from Claude, Cursor, VS Code, or another MCP client. The project is written in Python.

VERIFIED ACTIVE

LAST COMMIT 2026-09-29 · ★ 49 · #555 OF 998 MAINTAINED OTHER · VERIFIED 2026-09-30

MIT · Python servers · how we verify → /methodology

01 · Install Zenml

before you install - you'll need

Set ZENML_MCP_ANALYTICS_ENABLED, ZENML_MCP_DISABLE_ANALYTICS, ZENML_MCP_ANALYTICS_DEV, ZENML_STORE_URL, ZENML_STORE_API_KEY, ZENML_MCP_PROFILE, ZENML_MCP_WRITE_POLICY, ZENML_ACTIVE_PROJECT_ID before connecting.

Docker

docker run -i --rm docker.io/zenmldocker/mcp-zenml:2.0.0

Claude Desktop - add to config

{
  "mcpServers": {
    "zenml-io-mcp-zenml": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "docker.io/zenmldocker/mcp-zenml:2.0.0"
      ]
    }
  }
}
Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as container (OCI image) - can be sandboxed away from your filesystem

license MIT - declared in the repository

registry namespace io.github.zenml-io is GitHub-verified and matches the repo owner

03 · What Zenml can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

What you can build

With this server connected, an agent can discover supported resource types and bounded operation schemas, list one resource type with validated filters and pagination, get one resource, with parent and project scope where required, and create a supported resource from a typed payload.

The 7 tools it gives your agent

Extracted from the project's README - what mcp-zenml lets an agent do.

zenml_describe_resources
- Discover supported resource types and bounded operation schemas
zenml_list_resources
- List one resource type with validated filters and pagination
zenml_get_resource
- Get one resource, with parent and project scope where required
zenml_create_resource
- Create a supported resource from a typed payload
zenml_update_resource
- Update one exact resource UUID
zenml_delete_resource
- Delete or archive one exact resource UUID
zenml_action_resource
- Run an allowlisted lifecycle or relation action without retries

Latest releases

v2.0.0 · 2026-09-21

Fix duplicate GitHub Release failure in release-docker workflow · bump the all-actions group across 1 directory with 8 updates · Add supply chain security hardening · Harden release workflow repository interpolation…

v1.5.1 · 2026-03-16

bump actions/setup-python from 5.6.0 to 6.2.0 in the all-actions group · bump the all-actions group across 1 directory with 2 updates · Improve analytics reliability and error handling

v1.5.0 · 2026-01-28

MCP Apps 🎨 · This release introduces MCP Apps - interactive HTML UIs that render directly inside supported MCP clients (VS Code Insiders, Goose, and others that support the MCP Apps specification). · New Apps…

04 · Who maintains Zenml

mcp-zenml is maintained by zenml-io. It's the only MCP server we track from this author; the repo dates to Feb 2025.

05 · Facts

category
other - ranked #555 of 998 actively-maintained other servers as of 2026-09-30.
release cadence
1 release in the last 90 days (latest 2026-09-21)
registry
io.github.zenml-io/mcp-zenml (active, first published 2025-09-10 · 11 versions)
packages
oci:docker.io/zenmldocker/mcp-zenml:2.0.0

06 · Zenml FAQ

Is Zenml still maintained?

Yes - as of 2026-09-30, its last commit was 2026-09-29 and it shipped 1 release in the last 90 days. We re-verify nightly.

What can Zenml do?

With this server connected, an agent can discover supported resource types and bounded operation schemas, list one resource type with validated filters and pagination, get one resource, with parent and project scope where required, and create a supported resource from a typed payload.

How do I install Zenml?

Run `docker run -i --rm docker.io/zenmldocker/mcp-zenml:2.0.0`. The README documents 8 environment variables (ZENML_MCP_ANALYTICS_ENABLED, ZENML_MCP_DISABLE_ANALYTICS, ZENML_MCP_ANALYTICS_DEV…) to set first. Set ZENML_MCP_ANALYTICS_ENABLED, ZENML_MCP_DISABLE_ANALYTICS, ZENML_MCP_ANALYTICS_DEV, ZENML_STORE_URL, ZENML_STORE_API_KEY, ZENML_MCP_PROFILE, ZENML_MCP_WRITE_POLICY, ZENML_ACTIVE_PROJECT_ID before connecting. You can also paste the ready-made client config above.

07 · Alternatives to Zenml

More MCP servers to compare · Zeta Chain CLI · Alphacouncil Agent · Unterm · Ziplark · Concord MCP

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