io.github.lazymac2x/ai-prompt-optimizer
ai-prompt-optimizer
Cloudflare Workers MCP server: ai-prompt-optimizer
alive probed 2026-10-05 · HTTP 200
5tools
570tokens in Claude Opus 5.5
650tokens in Claude Code
0.3 %of a 200k context window
275o200k_base estimate
83 msto initialize
60 msto list tools
- Endpoint
- https://api.lazy-mac.com/ai-prompt-optimizer/mcp (streamable-http)
- Host
- api.lazy-mac.com
- Protocol
- 2024-11-05
- Reports itself as
- ai-prompt-optimizer 2.0.0
- 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/ai-prompt-optimizer-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 |
|---|---|---|
| estimate_tokens | 67 | 24 % |
| compare_prompts | 67 | 24 % |
| optimize_prompt | 59 | 21 % |
| analyze_prompt | 58 | 21 % |
| health_check | 24 | 9 % |
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 | 83 ms | 5 | 570 | 275 |
| 2026-10-05 00:37 | alive | 52 ms | 5 | 275 | |
| 2026-10-04 10:05 | alive | 61 ms | 5 | 275 | |
| 2026-10-04 07:59 | alive | 63 ms | 5 | 275 | |
| 2026-10-03 20:38 | alive | 73 ms | 5 | 275 | |
| 2026-10-03 17:54 | alive | 103 ms | 5 | 275 |
Badge and feed
[](https://mcpcost.ulehla.dev/s/io.github.lazymac2x/ai-prompt-optimizer)
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.