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8 clients · secrets stay placeholders

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{
  "mcpServers": {
    "llm-output-quality-monitor": {
      "type": "http",
      "url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
    }
  }
}

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

[mcp_servers.llm-output-quality-monitor]
url = "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "llm-output-quality-monitor": {
      "type": "remote",
      "url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp",
      "enabled": true
    }
  }
}

{
  "mcpServers": {
    "llm-output-quality-monitor": {
      "type": "http",
      "url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=llm-output-quality-monitor&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYXBpLmxhenktbWFjLmNvbS9sbG0tb3V0cHV0LXF1YWxpdHktbW9uaXRvci9tY3AifQ%3D%3D"
}

{
  "servers": {
    "llm-output-quality-monitor": {
      "type": "http",
      "url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
    }
  }
}

{
  "mcpServers": {
    "llm-output-quality-monitor": {
      "httpUrl": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
    }
  }
}

extensions:
  "llm-output-quality-monitor":
    enabled: true
    name: "llm-output-quality-monitor"
    type: streamable_http
    uri: "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
    timeout: 300

Quality 79 / 100good

protocol75 · weight 25

warn
protocol.modernnewest supported version is 2024-11-05; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
n/a
protocol.statelessonly applies to 2026-07-28 servers
pass
protocol.transportstreamable HTTP
n/a
protocol.list_ttlonly applies to 2026-07-28 servers

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygiene71 · weight 30

pass
tools.descriptionsevery tool has a description
pass
tools.description_lengthdescriptions are concise
pass
tools.schemasevery tool has an object input schema
fail
tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
fail
tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: hallucination_scorer (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); consistency_check (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); drift_detector (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
pass
tools.token_costabout 446 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump

stability100 · weight 15

pass
stability.changesno tool changes in 30 days
pass
stability.rug_pullno tool changed its meaning under the same name

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

5 tools, about 446 tokens to load them all · tool set 863a52268eba · checked 2026-10-19 12:00 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 86 / 100

provenance80

liveness98

freshness65

hygiene100

+repository +namespace-matches-repo +reachable +uptime-94% ~updated-156d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://api.lazy-mac.com/llm-output-quality-monitor/mcp` streamable-http	none	yes	94%	248 ms	2024-11-05	2026-10-19

Tools (5)

`consistency_check`	Check consistency across multiple LLM responses
`drift_detector`	Detect quality drift between current and previous LLM responses
`hallucination_scorer`	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_validator`	Validate LLM response quality based on length, format, and structure
`schema_enforcer`	Validate JSON response against schema

Schemas: list_tools.

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Official server.json

{
  "name": "io.github.lazymac2x/llm-output-quality-monitor",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-09-29/server.schema.json",
  "remotes": [
    {
      "url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/lazymac2x/llm-output-quality-monitor-api",
    "source": "github"
  },
  "description": "Cloudflare Workers MCP server: llm-output-quality-monitor"
}