EcoCompute Should-I-Quantize Estimator
Energy impact of LLM quantization, calibrated to measured GPU data. Every answer states its basis.
What it does
EcoCompute Should-I-Quantize Estimator is an MCP server, a connector that lets an AI assistant use it as a tool. It is hosted: an assistant connects to it over the internet, nothing to install.
No capability identified yet from its description.
Facts come from the Official MCP Registry, as declared by the publisher. Capabilities are matched automatically (low confidence) and are not a test of the tool.
At a glance
How to connect
As declared in the Official MCP Registry · hosted endpoint tested by Electra Index 1h ago (live check)Hosted endpoint
https://ecocompute-estimator.zhanghongping1982.workers.dev/mcpstreamable-http
In Claude Code: claude mcp add --transport http ecocompute-should-i-quantize-estimator https://ecocompute-estimator.zhanghongping1982.workers.dev/mcp
MCP settings (Claude Desktop, Cursor and other MCP clients)
{
"mcpServers": {
"ecocompute-should-i-quantize-estimator": {
"url": "https://ecocompute-estimator.zhanghongping1982.workers.dev/mcp"
}
}
}Live check
Electra Index connected to the hosted endpoint 1h agoONLINE EcoCompute Should-I-Quantize Estimator answered an MCP connection on 24 Oct 2026 and introduced itself as ecocompute-estimator 1.1.0 (MCP protocol 2025-06-18).
4 tools offered to AI assistants
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)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 mysearch_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.
What "online" means: the server answered an MCP connection at the time of the check. It is not a guarantee of security, quality or continuous uptime. How we test: we open an MCP session and ask for the tool list, as an AI assistant would. We never run a tool and never send a key. Checked every few days. Method
Is this your server? Monitoring Pro: a check every 30 minutes and an email within the hour when it stops answering. Launch offer: $39.99 once, for life.
Facts & evidence
Each fact shows where it was seen and when.| Fact | Value | Evidence | Source | Last confirmed |
|---|---|---|---|---|
| Hosted endpoint | https://ecocompute-estimator.zhanghongping1982.workers.dev/mcp | DECLARED | SRC-001 Official MCP Registry | 1h ago |
| Local install (package) | no | DECLARED | SRC-001 Official MCP Registry | 1h ago |
| Remote access (hosted) | yes | DECLARED | SRC-001 Official MCP Registry | 1h ago |
| Website | https://quantenergy.tech | DECLARED | SRC-001 Official MCP Registry | 1h ago |
| Repository | https://github.com/hongping-zh/quant-energy | DECLARED | SRC-001 Official MCP Registry | 1h ago |
| Registry status | active | DECLARED | SRC-001 Official MCP Registry | 1h ago |
| Version | 1.0.0 | DECLARED | SRC-001 Official MCP Registry | 1h ago |
| MCP server | yes | DECLARED | SRC-001 Official MCP Registry | 1h ago |
Change history
- NEW24 Oct 2026first seen in the index
Is this page accurate?
Flag it and our robot re-checks the official source. Reports never change a score.Is EcoCompute Should-I-Quantize Estimator still online?
Free alerts · no accountQuestions about EcoCompute Should-I-Quantize Estimator
How do I connect EcoCompute Should-I-Quantize Estimator?
Use the hosted endpoint https://ecocompute-estimator.zhanghongping1982.workers.dev/mcp in your assistant's MCP settings. The exact settings are in "How to connect" above, as declared in the Official MCP Registry.
What tools does EcoCompute Should-I-Quantize Estimator offer?
When Electra Index connected on 24 Oct 2026, it listed 4 tools: estimate_quantization_energy, get_quantization_crossover, list_data_coverage, search_measurements. The full list is in "Live check" above.
Is EcoCompute Should-I-Quantize Estimator online?
Yes. Its hosted endpoint answered an MCP connection from Electra Index 1h ago.