Directory
DATASET VIEW

The numbers
without the gloss.

A living snapshot of 175 community reports. Every number is grounded in what contributors actually shared — including the gaps.

Power is a budget. Quality is a practice.

175community reports
148machines described
155GPUs identified
4832 GBknown total VRAM

What the dataset can tell us

coverage, not a benchmark
77%of reports include identifiable hardware
26%report a generation speed
3community snapshots beyond the genesis set

Cloud replacement

n = 175
Cloud replaced44
Partial / hybrid109
Cloud retained22

By reported capacity

derived from exact GB where known
8 GB or less
8
9–12 GB
6
13–16 GB
10
17–20 GB
2
21–24 GB
14
25–32 GB
13
33–48 GB
3
49–96 GB
9
97 GB+
11

Reported detail

share of reports that state each field
Identifiable hardware135
Reported speed46
Quantization51
Configured context34
Measured context2
Tools / workflow (harness)106
ROI / honesty note84

Most mentioned models

n = mentions
Qwen 3.8 27B60
Qwen 3.8 Flash Next27
Qwen 3.6 35B-A3B19
DeepSeek V4 Flash10
Qwen5
Gemma 4 12B4

Runtime signals

n = reports
llama.cpp15
vLLM6
Ollama5
LM Studio5
nInfer4
Strata4

Tools / workflow

n = reports
Hermes12
OpenCode7
Pi3
Cline in VS Code2
Cline1
Orca1

Snapshot origins

n = entries
Genesis archive170
Community snapshot3
Moderated import2

Multi-machine reports: 9. How badges and XP work.

Use cases represented

n = entries · click to explore

Totals can grow as the community adds detail. Missing hardware is preserved as missing — never inferred.