MCP Zenml

MCP server to connect an MCP client (Cursor, Claude Desktop etc) with your ZenML MLOps and LLMOps pipelines

MCP Servers Python Listed MIT

Is MCP Zenml safe? Promising trust profile, but some evidence still deserves review.

OSSF Scorecard 4.2 / 10
Provenance None
Signed commits 43%
Last push 2d ago
Compare MCP Zenml
Suggest a correction

In detail: MCP Zenml scores 57.5/100 (Grade C), ranked #705 of 1325 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 4.2/10; 43% of recent commits are signed; last pushed 2026-09-24. Every point is earned from checkable signals — never paid placement. How scoring works →

How MCP Zenml compares in MCP Servers

  1. #386 Rust MCP Sdk 57.7 +0.2
  2. #387 RPG Maker MV Ultimate MCP 57.7 +0.2
  3. #388 MCP Zenml 57.5 this agent
  4. #389 Clio MCP 57.5 ±0
  5. #390 Icon Composer MCP 57.5 ±0

Bars show each HVTrust score; the tick marks MCP Zenml’s 57.5.

Where the 57.5 comes from

HVTrust dimensions vs the MCP Servers average

57.5 / 100 · 100.0% confidence

MCP Zenml MCP Servers average (775 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
7.4 / 25
2.9 below avg 10.3
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
2.6 below avg 13.4
Transparency50% declared license · 50% OSSF Scorecard
12.1 / 17
in line with avg 12.2
Maintenance60% last-push freshness · 40% commit activity
17.1 / 20
5.1 above avg 12.0
AdoptionLog-scaled stars · package downloads
9.4 / 20
2.2 above avg 7.2

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-09-24
Rank Moved
Rank rose 178 spots (#884 → #706)
2026-09-24
HVTrust Changed
HVTrust up 5.8pts (51.7 → 57.5)
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → implemented
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 4.2/10. Tighten the weakest checks to improve public safety evidence.
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
Increase signed commits Raise the share of verified-signed commits to make maintainer identity and release history easier to trust.
56.8
Activity sub-score · out of 100
#388

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade C reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage B is separate — it grades how many independent signal types back the score (3 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-09-26 12:32 UTC · Repo last pushed 2 days ago

Rank Trend

2026-08-11 2026-09-26

Activity & Reach

Stars
49
Forks
14
Last Push
2026-09-24
2 days ago
Commits (4 wk)
19
Downloads (7d)
9,055
docker
HN mentions (30d)
—
Open Issues
1
Rank Change
▲3
was #708

Analysis

Activity Inputs

56.8 / 100
StarsRepository reach
10.2 / 30
FreshnessLast push recency
24.7 / 25
ActivityRecent commits
16.2 / 25
CommunityFork signal
5.5 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
4.2 / 10
OpenSSF Scorecard · scanned Sep 19, 2026
Signed Commits
43%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 0
CI-Tests 10
CII-Best-Practices 0
Code-Review 0
Contributors 6
Dangerous-Workflow 10
Dependency-Update-Tool 10
Fuzzing 0
License 10
Maintained 4
Packaging 10
Pinned-Dependencies 10
SAST 0
Security-Policy 0
Signed-Releases 0
Token-Permissions 0
Vulnerabilities 0

Common questions about MCP Zenml

MCP Zenml has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does MCP Zenml publish package provenance?
No published build provenance is currently detected for MCP Zenml. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does MCP Zenml have an OpenSSF Scorecard?
MCP Zenml has an OpenSSF Scorecard score of 4.2/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.
Is MCP Zenml actively maintained?
Actively maintained. The repository was pushed to within the last 2 day(s).
What license does MCP Zenml use?
MCP Zenml ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are MCP Zenml's commits signed?
43% of the last 100 commits to MCP Zenml are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

AI agent surface

MCP, providers, tool surface
Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support
high confidence
Implemented
MCP Zenml appears to expose MCP server capabilities.
Detailed evidence is not shown in the public view.
External Service Dependencies
low confidence
None detected
No clear third-party provider dependency detected.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
high confidence
1 tags
Broad capability areas detected.
  • code
Detailed evidence is not shown in the public view.
Package Provenance Drift
N/A
No package source configured
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live
How this surface has changed

Detected changes to MCP Zenml's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → implemented

Maintain MCP Zenml?

For maintainers

HVTrust scores MCP Zenml from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Reputation Timeline

Signal history
Rank 28HVTrust 10Listed 2Scorecard 1Score 1Delisted 1Grade 1MCP 1
2026-09-24
Rank Moved
Rank rose 178 spots (#884 → #706)
2026-09-24
HVTrust Changed
HVTrust up 5.8pts (51.7 → 57.5)
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → implemented
2026-09-23
Grade Changed
Trust grade D → C
2026-09-23
HVTrust Changed
HVTrust up 24.7pts (27.0 → 51.7)
2026-09-22
Newly Listed
First tracked at rank #892
2026-09-21
Removed From Active Tracking
Removed from active tracking
2026-09-20
Rank Moved
Rank rose 278 spots (#1274 → #996)
2026-09-20
HVTrust Changed
HVTrust up 15.7pts (32.0 → 47.7)
2026-09-19
Rank Moved
Rank dropped 285 spots (#989 → #1274)
2026-09-19
HVTrust Changed
HVTrust down 15.8pts (47.8 → 32.0)
2026-09-17
Rank Moved
Rank rose 276 spots (#1272 → #996)
2026-09-17
HVTrust Changed
HVTrust up 15.6pts (31.9 → 47.5)
2026-09-16
Rank Moved
Rank dropped 274 spots (#998 → #1272)
2026-09-16
HVTrust Changed
HVTrust down 15.7pts (47.6 → 31.9)
2026-09-11
Rank Moved
Rank rose 279 spots (#1267 → #988)
2026-09-11
HVTrust Changed
HVTrust up 15.6pts (32.0 → 47.6)
2026-09-10
Rank Moved
Rank dropped 290 spots (#977 → #1267)
2026-09-10
HVTrust Changed
HVTrust down 15.7pts (47.7 → 32.0)
2026-09-09
Rank Moved
Rank dropped 45 spots (#932 → #977)
2026-09-08
Rank Moved
Rank rose 67 spots (#999 → #932)
2026-09-08
HVTrust Changed
HVTrust up 3.3pts (45.6 → 48.9)
2026-09-08
Activity Score Changed
Activity score up 9pts (39 → 48)
2026-09-07
Rank Moved
Rank dropped 36 spots (#963 → #999)
2026-09-06
Rank Moved
Rank dropped 13 spots (#950 → #963)
2026-09-05
Rank Moved
Rank dropped 47 spots (#903 → #950)
2026-09-04
Rank Moved
Rank dropped 30 spots (#873 → #903)
2026-09-03
Rank Moved
Rank dropped 59 spots (#814 → #873)
2026-09-02
Rank Moved
Rank dropped 40 spots (#774 → #814)
2026-09-01
Rank Moved
Rank dropped 44 spots (#730 → #774)
2026-08-31
Rank Moved
Rank dropped 35 spots (#695 → #730)
2026-08-30
Rank Moved
Rank dropped 25 spots (#670 → #695)
2026-08-29
Rank Moved
Rank dropped 44 spots (#626 → #670)
2026-08-28
Rank Moved
Rank dropped 21 spots (#605 → #626)
2026-08-27
Rank Moved
Rank dropped 14 spots (#591 → #605)
2026-08-26
Scorecard Added
OSSF Scorecard: 4.4/10
2026-08-26
Rank Moved
Rank rose 529 spots (#1120 → #591)
2026-08-26
HVTrust Changed
HVTrust up 27.6pts (19.2 → 46.8)
2026-08-25
Rank Moved
Rank rose 34 spots (#1154 → #1120)
2026-08-20
Rank Moved
Rank dropped 10 spots (#1144 → #1154)
2026-08-19
Rank Moved
Rank dropped 10 spots (#1134 → #1144)
2026-08-16
Rank Moved
Rank dropped 29 spots (#1115 → #1144)
2026-08-14
Rank Moved
Rank dropped 10 spots (#1105 → #1115)
2026-08-10
Rank Moved
Rank dropped 64 spots (#1038 → #1102)
2026-08-08
Newly Listed
First tracked at rank #1033

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 57.5 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/mcp-zenml.svg)](https://hvtracker.net/agents/mcp-zenml)
HTML:
<a href="https://hvtracker.net/agents/mcp-zenml"><img src="https://hvtracker.net/badge/mcp-zenml.svg" alt="HVTrust"></a>

Other agents in MCP Servers

Data sources
GitHub REST API (repo, commits, stars, forks, license) · OpenSSF Scorecard CLI
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON