llm-cost-watch
Ask Claude why your LLM bill jumped
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An open-source MCP server that lets Claude analyze feature-level trace logs, diagnose latency bottlenecks, and pinpoint automated model downgrades (Sonnet to Haiku) to cut LLM spend by up to 94% with zero quality loss.
PH · launched Nov 10, 2026 · 1 upvote (top 65%) · 0 views
Niche: llm cost monitoring tools · 49 launches, 2 in the last 7 days ▼ -60% · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- AI feature
- Hobby / open-source project
- SaaS
- Artificial Intelligence
- GitHub
- Tech
Visit website ↗ Source listing ↗
More like this: all 49 launches in llm cost monitoring tools →
Could you build this?
Yes An MCP server that reads trace logs and reports cost and latency breakdowns by feature is a thin analysis layer over existing observability data and the MCP protocol.
Competitors
Other products that read as similar to this one : 165 launches clear the similarity bar, closest 8 shown.
Attention rank: #92 of 166 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 372 days after the earliest competitor.
- CostTrim · ph · 2026-10-26 · 1 upvotes · similarity 0.51
- LLM Cost Lab · ph · 2026-10-07 · 1 upvotes · similarity 0.47
- Frugon · hn · 2026-07-07 · 67 upvotes · similarity 0.47
- LLM Cost Estimator · ph · 2026-11-08 · 1 upvotes · similarity 0.46
- MeterSPW by SciTech · ph · 2026-10-09 · 2 upvotes · similarity 0.46
- PromptSpend · ph · 2026-09-14 · 2 upvotes · similarity 0.44
- Throttle · ph · 2026-09-25 · 1 upvotes · similarity 0.43
- Culpa · ph · 2026-09-10 · 3 upvotes · similarity 0.43
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.