Is MCP Zenml safe to use?

MCP Zenml has an HVTrust score of 19.3/100 (Grade D), ranked #1105 of 1283 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for MCP Zenml?

MCP Zenml scores 19.3/100 on HVTracker's evidence-weighted HVTrust scale. It has 49 GitHub stars and is categorized under MCP Servers.

MCP Zenml

zenml-io/mcp-zenml

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

MCP Servers Python Grade D Listed MIT

19.3/100

Rank #1105 of 1283

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Thin or incomplete trust evidence. Review carefully before production use.

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Listing state

Listed

Evidence coverage

Grade D · 1/5 signals

Last push

2026-08-04 · 8d ago

Recent change

Rank +1

Is MCP Zenml safe? MCP Zenml scores 19.3/100 (Grade D), ranked #1105 of 1283 tracked open-source AI agent projects, on evidence coverage D (1 of 5 independent signal types). The public evidence: no package-provenance attestation found; no OSSF Scorecard result yet; 31% of recent commits are signed; last pushed 2026-08-04. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in MCP Servers

#615 Gemini MCP — 19.4 (D) → #616 Funplay Godot MCP — 19.4 (D) → #618 Tijori Finance MCP — 19.3 (D) → #619 Meta MCP — 19.3 (D) →

Quick Trust Read

What Would Improve It

Add or improve OSSF Scorecard coverage so safety checks are easier to verify.

Recent Changes

2026-08-10

Rank Moved

Rank dropped 64 spots (#1038 → #1102)

2026-08-08

Newly Listed

First tracked at rank #1033

Maintainer Checklist

Add Scorecard coverage Expose the repository to OpenSSF Scorecard checks so supply-chain posture is easier to verify.

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.

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43.5

Activity sub-score · out of 100

#617

In MCP Servers

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade D reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage D is separate — it grades how many independent signal types back the score (1 of 5), so a high score on thin evidence stays visible. Full methodology →

Rank Trend

2026-08-11 2026-08-12

Activity & Reach

Stars

Forks

Last Push

2026-08-04

8 days ago

Commits (4 wk)

Downloads (7d)

—

HN mentions (30d)

—

Open Issues

Rank Change

▲1

was #1106

Analysis

HVTrust Dimensions vs MCP Servers

19.3 / 100 · 50.0% confidence

MCP Zenml MCP Servers average (761 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits

1.6 / 25

3.4 below avg 5.0

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

2.5 below avg 13.3

Transparency50% declared license · 50% OSSF Scorecard

8.5 / 17

in line with avg 8.8

Maintenance60% last-push freshness · 40% commit activity

12.1 / 20

in line with avg 12.4

AdoptionLog-scaled stars · package downloads

4.1 / 20

1.7 below avg 5.8

Activity Inputs

43.5 / 100

StarsRepository reach

10.2 / 30

FreshnessLast push recency

23.9 / 25

ActivityRecent commits

3.8 / 25

CommunityFork signal

5.5 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

—

Not available

Signed Commits

31%

of last 100 commits verified

Is MCP Zenml safe?

Public trust evidence for MCP Zenml is thin: several supply-chain signals are missing or weak. This does not mean the project is unsafe — it means an outside observer cannot easily verify the usual integrity checks. Treat with extra scrutiny.

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?

No OpenSSF Scorecard data is currently published for MCP Zenml. Maintainers can enable the Scorecard GitHub Action to get a public score; without it, automated supply-chain hygiene is harder for outsiders to verify.

Is MCP Zenml actively maintained?

Maintained. Last push was 8 days ago.

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?

31% 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

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.

Submit a correction → Add the trust badge

Reputation Timeline

Signal history

2026-08-10

Rank Moved

Rank dropped 64 spots (#1038 → #1102)

2026-08-08

Newly Listed

First tracked at rank #1033

GitHub →

Embed Badge Badge guide for maintainers →

For maintainers

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Other agents in MCP Servers

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