EcoCompute Should-I-Quantize Estimator MCP server

• estimate_quantization_energyFree

  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_crossoverFree

  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_coverageFree

  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_measurementsFree

  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.

• –Code scanremote-only server, no package to scann/a
• Live reliabilityremote reachable in 221ms20/20
• Tool poisoning4 tool descriptions checked15/15
• Auth qualityopen endpoint, read-only tools10/15
• Maintenancelast push 0 days ago15/15
• Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10

Safety score

91/100

higher than 88% of 4,460 AI and agents servers

Tools

4

the typical AI and agents server has 6

Tools that change things

0%

typical: 0%. Fewer write tools means less an agent can break

Uptime

100%

of our recent checks; the typical remote AI and agents server answers 100%

Response time

259 ms

faster than 55% of 2,331 AI and agents servers

EcoCompute Should-I-Quantize Estimator: common questions

Is EcoCompute Should-I-Quantize Estimator MCP server safe?

Yes, by our scan: it is graded A (91/100). Read the EcoCompute Should-I-Quantize Estimator safety report

How do I install EcoCompute Should-I-Quantize Estimator?

It runs remotely at ecocompute-estimator.zhanghongping1982.workers.dev. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.

Does EcoCompute Should-I-Quantize Estimator need an API key?

Not as far as the registry entry and our scan can tell: no credentials are declared or required.

Is EcoCompute Should-I-Quantize Estimator maintained?

The last commit was 11 days ago (2026-10-24). The latest release is v1.0.0.

Is EcoCompute Should-I-Quantize Estimator up?

100% of our last 28 checks got an answer. We check remote servers about four times a day.

What can I use instead of EcoCompute Should-I-Quantize Estimator?

Servers from other publishers that do the same job: mcptoon MCP server, Godot MCP server and Guaardvark MCP server.

How does EcoCompute Should-I-Quantize Estimator compare with other AI and agents MCP servers?

safety score 91/100 (higher than 88% of 4,460 AI and agents servers); tools 4 (the typical AI and agents server has 6); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.