bots.st/ecocompute-should-i-quantize-estimator
EcoCompute Should-I-Quantize Estimator
LLM quantization energy impact estimates
2363 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 4
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://ecocompute-estimator.zhanghongping1982.workers.dev/mcp
What it can do
| Tool | What it says it does |
|---|---|
estimate_quantization_energy | Estimate the task-level energy change (ΔE% vs FP16) of weight-only quantization (NF4 or INT8) for a model of a given size on a GPU architecture class, from measured-anchored curves. The answer carries basis (measured/interpolated/estimated), confidence and evidence boundaries. |
get_quantization_crossover | Get the model-size crossover for NF4/INT8 per architecture: below it quantization costs energy, above it saves. Crossovers belong to a card + software stack, not an architecture — the answer says so. |
list_data_coverage | List what is actually measured (GPU architecture × precision × size range, NVML direct), what is borrowed/estimated, and where the gaps are. Use this before trusting an estimate at the edges of coverage, and to answer 'is there data for my GPU?' honestly. |
search_measurements | Search the measured anchors by model name, GPU name, architecture or size. Returns ΔE% vs FP16 per anchor with run counts — the raw evidence behind the curves. |
In its maker's words
Energy impact of LLM quantization, calibrated to measured GPU data. Every answer states its basis.
- Website
- quantenergy.tech
- Source
- github.com/hongping-zh/quant-energy
- Publisher
- hongping-zh
- Listed from
- the official MCP Registry as
io.github.hongping-zh/ecocompute-estimator - Version
- 1.0.0, updated 24 Oct 2026
- Kinds of work
- Finance and markets, AI models and agent tools, Health and science
The domain it lives on
- quantenergy.tech
- registered 8 Jul 2026 (4 months ago), at DNSPod, Inc., its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 2363 ms | |
| Answered | 2332 ms | |
| Answered | 1193 ms |
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