io.github.lazymac2x/llm-output-quality-monitor
llm-output-quality-monitor-api
Cloudflare Workers MCP server: llm-output-quality-monitor
alive probed 2026-10-05 · HTTP 200
5tools
762tokens in Claude Opus 5.5
842tokens in Claude Code
0.4 %of a 200k context window
405o200k_base estimate
69 msto initialize
90 msto list tools
- Endpoint
- https://api.lazy-mac.com/llm-output-quality-monitor/mcp (streamable-http)
- Host
- api.lazy-mac.com
- Protocol
- 2024-11-05
- Reports itself as
- llm-output-quality-monitor-api 1.0.0
- Capabilities
- tools
- Instructions
- none
- Claude count
- Claude Opus 5.5, measured 2026-10-05. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/lazymac2x/llm-output-quality-monitor-api
- Registry
- active, updated 2026-05-16 · registry entry
- Reachable
- 6 of the last 6 probes
Most expensive tools
| Tool | Tokens (o200k) | Share of this server |
|---|---|---|
| quality_validator | 108 | 27 % |
| drift_detector | 93 | 23 % |
| hallucination_scorer | 93 | 23 % |
| schema_enforcer | 58 | 14 % |
| consistency_check | 53 | 13 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-10-05 14:55 | alive | 69 ms | 5 | 762 | 405 |
| 2026-10-05 00:37 | alive | 54 ms | 5 | 405 | |
| 2026-10-04 10:06 | alive | 52 ms | 5 | 405 | |
| 2026-10-04 07:59 | alive | 36 ms | 5 | 405 | |
| 2026-10-03 20:39 | alive | 69 ms | 5 | 405 | |
| 2026-10-03 17:54 | alive | 68 ms | 5 | 405 |
Badge and feed
[](https://mcpcost.ulehla.dev/s/io.github.lazymac2x/llm-output-quality-monitor)
An entry for every probe that changed the result, the tool count or the token cost: Atom feed. Add it to a feed reader or a Slack RSS app to hear when the server stops answering or its tool set grows.