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huashu-excel — 数据分析与 Excel 全流程 skill:体检脏表、清洗、对齐需求、分析、对账、交付。让 AI 算出来的数字经得起追问。跨 agent 通用,依赖仅 openpyxl。

Python skill automates full Excel data pipeline, from cleaning to reconciliation, using openpyxl.

Steady

8

signal score

Too early

trajectory — needs a few more snapshots

Why this scored 8

every term, weighted
Velocity+0.0 / 40 max

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

Acceleration+12.1 / 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 are talking about the same entity

Recency+4.4 / 10 max

Decays to zero over 14 days

Saturation penalty8.6 / 30 max

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

Composite7.9

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

Signal history

7-day window (free)

Entities

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