MCP.Market

LLM Output Quality Monitor MCP server

online · 100% uptime
by lazymac2x·io.github.lazymac2x/llm-output-quality-monitor·v1.0.0
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Cloudflare Workers MCP server: llm-output-quality-monitor

B79/100grade B
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Safety scan
B79/100

full report

Adoption
New

0 stars

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If you have run it, two minutes of your experience saves the next person an afternoon.

LLM Output Quality Monitor tools (5)

write = sends, deletes, buys or posts
  • consistency_checkFree

    Check consistency across multiple LLM responses

  • drift_detectorFree

    Detect quality drift between current and previous LLM responses

  • hallucination_scorerFree

    Pattern-based heuristic risk scoring for LLM responses (0-100). Detects linguistic signals such as contradictory assertions, unsourced claims, and uncertainty markers. Not a semantic hallucination detector.

  • quality_validatorFree

    Validate LLM response quality based on length, format, and structure

  • schema_enforcerFree

    Validate JSON response against schema

Public scan report

scanner v0.1.9 · 2026-09-27 · same rubric, same numbers if you re-run it

no findings
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 198ms20/20
  • Tool poisoning5 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenancelast push 134 days ago8/15
  • Maintainer identityregistry namespace matches repository owner6/10
Overall 79/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How LLM Output Quality Monitor compares

Against every graded Developer tools MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
79/100
higher than 53% of 1,119 Developer tools servers
Tools
5
the typical Developer tools server has 7
Tools that change things
0%
typical: 5%. Fewer write tools means less an agent can break
Uptime
100%
of our recent checks; the typical remote Developer tools server answers 100%
Response time
37 ms
faster than 92% of 443 Developer tools servers

What its tools let an agent do: 5 read

Install LLM Output Quality Monitor in Claude Code, Cursor or VS Code

claude mcp add --transport http llm-output-quality-monitor https://api.lazy-mac.com/llm-output-quality-monitor/mcp
Add to Cursor

What the publisher says

From the LLM Output Quality Monitor repository's README, as published. We do not edit it. Read it on GitHub

llm-output-quality-monitor-api

Cloudflare Workers MCP server: llm-output-quality-monitor. REST + MCP (JSON-RPC 2.0). Live: api.lazy-mac.com/llm-output-quality-monitor

Nothing above is checked by us. What we check is on the safety report.

LLM Output Quality Monitor: common questions

Is LLM Output Quality Monitor MCP server safe?
Mostly: it is graded B (79/100). Read the LLM Output Quality Monitor safety report
How do I install LLM Output Quality Monitor?
It runs remotely at api.lazy-mac.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does LLM Output Quality Monitor need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is LLM Output Quality Monitor maintained?
The last commit was 171 days ago (2026-05-17). The latest release is v1.0.0.
Is LLM Output Quality Monitor up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of LLM Output Quality Monitor?
Servers from other publishers that do the same job: Scrapling MCP Server, Porkbun (official) MCP server and MCP server.
How does LLM Output Quality Monitor compare with other Developer tools MCP servers?
safety score 79/100 (higher than 53% of 1,119 Developer tools servers); tools 5 (the typical Developer tools server has 7); tools that change things 0% (typical: 5%. Fewer write tools means less an agent can break). Full comparison.

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