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io.github.OtherVibes/mcp-as-a-judge

PYPI · MCP-AS-A-JUDGE

MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations

Available components

0 this week 36 Trust /100

Last scanned (2 hours ago)

Scores higher than 26% of PyPI servers

Category Testing and QA

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security91
  • No malware found by supply-chain analysis.Pass
  • CVE check failed: a known high-severity CVE affects filelock 3.32.7, reached via litellm > filelock. A fixed version is available. View diagnostics → Fail
  • Runs hatchling.build at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
  • 3 of 76 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency43
Schema Quality & AI Usability0
  • Schema quality not yet verified: this package installed, but its server did not start, so we have no schema to assess.Unverified
Stability & Change Management0
  • Stability not yet verified: this package installed, but its server did not start, so we have no schema to compare.Unverified
Tool Coverage0
  • Tool coverage not yet verified: this package installed, but its server did not start, so we have no tool definitions to assess.Unverified
Tool Safety0
  • Tool safety not yet verified: this package installed, but its server did not start, so we have no tool text to scan.Unverified
Capabilities0
  • Protocol version not yet verified: this package installed, but its server did not start, so we never saw its MCP handshake.Unverified

Unverified: 5 categories

Categories scored 0 because our sandbox has not given us the schema these checks need to read. That is a gap on our side rather than a finding about the package, and we only credit what we can confirm, so the score stands at 0 until the capture succeeds. We are working through the fleet, so this normally clears without any action from you. How we score packages →

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 5 Nov 26 +15
    • Malware scan: unverified → pass ▲ security
  • 3 Nov 26 −15
    • Malware scan: pass → unverified ▼ security
  • 2 Nov 26 +15
    • Malware scan: unverified → pass ▲ security
  • 1 Nov 26 −15
    • Malware scan: pass → unverified ▼ security
  • 31 Oct 26 +15
    • Malware scan: unverified → pass ▲ security
  • 30 Oct 26 −15
    • Malware scan: pass → unverified ▼ security
  • 29 Oct 26 0
    • CVE-2026-112936 affects this package: high ▼ security
    • CVE-2026-112939 affects this package: high ▼ security
    • CVE-2026-112909 affects this package: high ▼ security
    • CVE-2026-112910 affects this package: high ▼ security
    • CVE-2026-112935 affects this package: high ▼ security
    • CVE-2026-112908 affects this package: high ▼ security
    • CVE-2026-112915 affects this package: high ▼ security
    • CVE-2026-112911 affects this package: high ▼ security
    • CVE-2026-112912 affects this package: high ▼ security
    • CVE-2026-112938 affects this package: high ▼ security
  • 27 Oct 26 +8
    • Known CVEs: unverified → fail ▼ security
    • Dependency health: unverified → 0.98 ▲ functional
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Analysed pypi/mcp-as-a-judge@0.3.20

Provenance No attestation

The registry publishes no build provenance for this version, so there is nothing to verify.

Result No attestation
Ecosystem pypi
Reason No attestation published

Background: How many MCP packages publish verified provenance →

Install scripts 1 script
Hook Tier Command
build_backend allowlisted hatchling.build

Background: Why install scripts are a supply-chain risk →

Vulnerabilities 13 findings
ID CVE Severity Vector Fix available
GHSA-567q-5qvw-pf92 CVE-2026-112907 low CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:L yes
GHSA-6627-m3xw-93mp CVE-2026-112908 medium CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:H/A:L yes
GHSA-69hj-f68j-2879 CVE-2026-112909 medium CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:L/I:H/A:N yes
GHSA-8mx5-7m5m-r77g CVE-2026-112910 medium CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:L/I:L/A:L yes
GHSA-9c4x-gm8v-wgc4 CVE-2026-112911 medium CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:H/A:H yes
GHSA-9j6q-wvj5-jgjg CVE-2026-112912 low CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:L/I:N/A:N yes
GHSA-9vhv-jxww-xfm5 CVE-2026-112913 low CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:L yes
GHSA-cwqr-hh33-gh44 CVE-2026-112915 medium CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H yes
GHSA-fq56-3cx3-fjxp CVE-2026-112935 medium CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:H/A:N yes
GHSA-j8f7-rjxc-mr56 CVE-2026-112936 medium CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:L yes
GHSA-m462-7rxw-wvpg CVE-2026-112938 medium CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:L/I:L/A:H yes
GHSA-rfpc-qcw5-3pc4 CVE-2026-112939 medium CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:H/A:N yes
GHSA-v4x8-3wr5-3wq8 CVE-2026-112940 high CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:H yes

Background: What a vulnerability scan can and cannot prove →

Dependencies 76 packages
Packages resolved 76
Stale 2
No linked repository 1
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tools for package channels are captured by running the package in an isolated sandbox. The most recent sandbox run could not capture a tool list from this package.

Install

How do I install the io.github.OtherVibes/mcp-as-a-judge server?

io.github.OtherVibes/mcp-as-a-judge runs locally as a PyPI package, launched with uvx mcp-as-a-judge. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

pypi · mcp-as-a-judge

# add to Claude Code
claude mcp add othervibes-mcp-as-a-judge -- uvx mcp-as-a-judge
Common questions

What is the io.github.OtherVibes/mcp-as-a-judge server?

io.github.OtherVibes/mcp-as-a-judge is listed in the public MCP registry as io.github.OtherVibes/mcp-as-a-judge. MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations. This page covers its PyPI package (mcp-as-a-judge).

Is the io.github.OtherVibes/mcp-as-a-judge server safe to use?

io.github.OtherVibes/mcp-as-a-judge scores 36 out of 100 on VerifyMCP. We recorded 13 known advisories against it as of 5 November 2026. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

Is the io.github.OtherVibes/mcp-as-a-judge server still maintained?

io.github.OtherVibes/mcp-as-a-judge is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

What licence is the io.github.OtherVibes/mcp-as-a-judge server under?

io.github.OtherVibes/mcp-as-a-judge declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.