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dsh-ops — A toolkit for low-level operations in DSH, designed to reduce token usage and task execution time / DSH 底层操作工具插件,旨在减少 Token 消耗与任务耗

Toolkit cuts token usage and speeds low-level DSH operations.

Steady
Signal score
49
Trajectory
↑ Accelerating
7-day est. ~47

Why this scored 49

every term, weighted
Velocity+37.4 / 40

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+15.3 / 25

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

Cross-source spread+0.0 / 25

How many independent communities are talking about the same entity

Recency+5.4 / 10

Decays to zero over 14 days

Saturation penalty−8.7 / 30

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite49.4

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic'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

~47

range 5–59

14-day

~55

range 10–69

30-day

~58

range 9–77

Signal history

7-day window (free)
1155

projected trajectory (estimate, not a guarantee)

Entities

dshopsdsh
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Drop this in a README or blog post — it updates automatically as the score moves.