LLM Output Quality Monitor is an MCP server with 5 tools an agent can call, among them consistency_check, drift_detector, hallucination_scorer. It answers at https://api.lazy-mac.com/llm-output-quality-monitor/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 6 of 6 times since 11 September 2026; the last check, on 22 October 2026, succeeded.
Cloudflare Workers MCP server: llm-output-quality-monitor
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
consistency_check | Check consistency across multiple LLM responses Inputs: responses |
drift_detector | Detect quality drift between current and previous LLM responses Inputs: currentResponse, previousResponse, threshold |
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. Inputs: response, context |
quality_validator | Validate LLM response quality based on length, format, and structure Inputs: response, minLength, maxLength, strictFormat |
schema_enforcer | Validate JSON response against schema Inputs: response, schema |
Every block below points at https://api.lazy-mac.com/llm-output-quality-monitor/mcp. Pick your client and copy.
claude mcp add --transport http llm-output-quality-monitor https://api.lazy-mac.com/llm-output-quality-monitor/mcp
{
"mcpServers": {
"llm-output-quality-monitor": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"]
}
}
}{
"mcpServers": {
"llm-output-quality-monitor": {
"url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
}
}
}{
"servers": {
"llm-output-quality-monitor": {
"type": "http",
"url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
}
}
}{
"context_servers": {
"llm-output-quality-monitor": {
"url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
}
}
}{
"mcpServers": {
"llm-output-quality-monitor": {
"serverUrl": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
}
}
}{
"mcpServers": {
"llm-output-quality-monitor": {
"url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
}
}
}name: LLM Output Quality Monitor
version: 0.0.1
schema: v1
mcpServers:
- name: LLM Output Quality Monitor
type: streamable-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"
}
}
}{
"mcpServers": {
"llm-output-quality-monitor": {
"type": "http",
"url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
}
}
}{
"mcpServers": {
"llm-output-quality-monitor": {
"url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fapi.lazy-mac.com%2Fllm-output-quality-monitor%2Fmcp&type=streamable_http&id=llm-output-quality-monitor&name=LLM%20Output%20Quality%20Monitor
It answered our last check on 22 October 2026 in 265 ms. Over 6 checks since 11 September 2026 it answered 6. Status here comes from Neuronto's own probes, not from the publisher.
5, as returned by the server's own tools/list on 15 September 2026: consistency_check, drift_detector, hallucination_scorer, quality_validator, schema_enforcer.
It answered our last check on 22 October 2026 in 265 ms. Over 6 checks since 11 September 2026 it answered 6.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://api.lazy-mac.com/llm-output-quality-monitor/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: io.github.lazymac2x. Endpoint host: api.lazy-mac.com. ARD identifier: urn:air:io.github.lazymac2x:mcp:llm-output-quality-monitor.
First indexed 10 September 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.