Is MCP As A Judge safe to use?

MCP As A Judge has an HVTrust score of 21.9/100 (Grade D), ranked #973 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 As A Judge?

MCP As A Judge scores 21.9/100 on HVTracker's evidence-weighted HVTrust scale. It has 17 GitHub stars and is categorized under MCP Servers.

MCP As A Judge

OtherVibes/mcp-as-a-judge

MCP as a Judge is a behavioral MCP that strengthens AI coding assistants by requiring explicit LLM evaluations

MCP Servers Python Grade D Listed MIT

21.9/100

Rank #973 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 C · 2/5 signals

Last push

2025-12-15 · 240d ago

Recent change

Rank +1

Is MCP As A Judge safe? MCP As A Judge scores 21.9/100 (Grade D), ranked #973 of 1283 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; no OSSF Scorecard result yet; 13% of recent commits are signed; last pushed 2025-12-15. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in MCP Servers

#502 ArcGIS MCP Bridge — 22.1 (D) → #503 MCP Uptime Kuma — 22.0 (D) → #505 Agent MCP Gateway — 21.9 (D) → #506 Ai Memory MCP — 21.9 (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 57 spots (#912 → #969)

2026-08-08

Newly Listed

First tracked at rank #904

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.

Refresh maintenance signals The repo was last pushed 240 days ago. Fresh activity helps separate stable projects from stale ones.

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12.2

Activity sub-score · out of 100

#504

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 C is separate — it grades how many independent signal types back the score (2 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

2025-12-15

240 days ago

Commits (4 wk)

Downloads (7d)

pypi

HN mentions (30d)

—

Open Issues

Rank Change

▲2

was #975

Analysis

HVTrust Dimensions vs MCP Servers

21.9 / 100 · 67.0% confidence

MCP As A Judge MCP Servers average (761 agents)

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

0.7 / 25

4.3 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

0 / 20

12.4 below avg 12.4

AdoptionLog-scaled stars · package downloads

5.3 / 20

in line with avg 5.8

Activity Inputs

12.2 / 100

StarsRepository reach

7.5 / 30

FreshnessLast push recency

0.0 / 25

ActivityRecent commits

0.0 / 25

CommunityFork signal

4.7 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

—

Not available

Signed Commits

13%

of last 100 commits verified

Is MCP As A Judge safe?

Public trust evidence for MCP As A Judge 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 As A Judge publish package provenance?

No published build provenance is currently detected for MCP As A Judge. 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 As A Judge have an OpenSSF Scorecard?

No OpenSSF Scorecard data is currently published for MCP As A Judge. 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 As A Judge actively maintained?

Stale. The repository has not been pushed to in 240 days. Consider whether the project is still being maintained.

What license does MCP As A Judge use?

MCP As A Judge ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are MCP As A Judge's commits signed?

13% of the last 100 commits to MCP As A Judge 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

medium confidence

Implemented

MCP As A Judge appears to expose MCP server capabilities.

Detailed evidence is not shown in the public view.

External Service Dependencies

high confidence

1 detected

Public provider/service dependencies detected.

Multi-provider (LiteLLM)

Credential signal: API keys or service config markers documented.

Tool / Plugin Surface

None detected

No clear plugin system or broad tool surface detected.

Detailed evidence is not shown in the public view.

Package Provenance Drift

high confidence

Match

Published package metadata matches the tracked repo

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 As A Judge?

For maintainers

HVTrust scores MCP As A Judge 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 57 spots (#912 → #969)

2026-08-08

Newly Listed

First tracked at rank #904

GitHub → PyPI: mcp-as-a-judge

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) · PyPI / pypistats (downloads, provenance)
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON