Signalcrest
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aientity · corroborated across sources

agentvisiontoolkit

for ai devs

Steady

18

signal score

1

live items

Accelerating

7-day est. ~24

github

Why this scored 18

every term, weighted
Velocity+0.0 / 40 max

Its fastest-moving item, measured against the pace of its own source

Acceleration+12.0 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities its own items come from

Recency+8.5 / 10 max

Decays to zero over 14 days, counted from when we first saw it

Saturation penalty2.2 / 30 max

Subtracted once something is big and old — sized by its biggest item, aged from when we first saw it

Composite18.3

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On an entity's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~24

range 1830

14-day

~27

range 1935

30-day

~29

range 1839

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.

  1. 121

    agent-vision-toolkit — 为纯文本模型"看图“设计更好的视觉工具箱和技能,支持多图理解,图片问答,前端UI还原、GUI 自动化等,并可选无缝接入多个主流agent,直接识别粘贴图片| A vision toolkit and skill designed fo

    Vision toolkit released — for ai devs

    githubaiSteady🔗 2 · claudecode8 saturated2d ago