CSL-Meter
Does your AI plan serve the model it claims? Measure it.
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CSL-Meter probes AI plans with real requests, fingerprints the served model's response distribution, and scores consistency, substitution risk and latency — raw distributions attached. Open source (Apache-2.0), pure Python stdlib, self-hostable.
PH · launched Nov 9, 2026 · 1 upvote (top 65%) · 0 views
Niche: ai compliance and risk monitoring software · 129 launches, 11 in the last 7 days · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- AI-native
- Commercial product
- Open Source
- Developer Tools
- Artificial Intelligence
- GitHub
Visit website ↗ Source listing ↗
More like this: all 129 launches in ai compliance and risk monitoring software →
Could you build this?
Yes It sends test requests to AI endpoints, compares response distributions with basic statistics, and reports scores. A pure-Python tool like this is achievable with AI-assisted coding, provided the statistical methodology is sound.
Competitors
Other products that read as similar to this one : 47 launches clear the similarity bar, closest 8 shown.
Attention rank: #21 of 48 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 354 days after the earliest competitor.
- MeterSPW by SciTech · ph · 2026-10-09 · 2 upvotes · similarity 0.44
- GSPC open measurement board · ph · 2026-10-06 · 2 upvotes · similarity 0.39
- AI Pipeline · ph · 2026-09-15 · 1 upvotes · similarity 0.38
- LLM Radar · ph · 2026-10-19 · 1 upvotes · similarity 0.37
- PC4713 · ph · 2026-09-12 · 1 upvotes · similarity 0.36
- ai-soc-investigation-agent · github · 2026-09-30 · 13 upvotes · similarity 0.35
- Cargo LP AI · ph · 2026-10-14 · 1 upvotes · similarity 0.35
- Metergraph · ph · 2026-10-30 · 2 upvotes · similarity 0.35
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.