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Ranked by Attention Score: stars gained over the last 180 complete days

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Topics: magic

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2 repositories by Attention Score · May 7, 2026 – Nov 2, 2026 (UTC)

Language: Python
Topic: magic
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1.kootenpv / yagmail

Send email in Python conveniently for gmail using yagmail

email
mime-types
smtp
yagmail
python
magic
+2 more

Python MIT2.7K total266 forks

+23 stars

from 2,716 · score 3.18

2.jupyter-incubator / sparkmagic

Jupyter magics and kernels for working with remote Spark clusters

spark
kernel
cluster
livy
magic
sql-query
+6 more

Python Other license1.4K total441 forks

+10 stars

from 1,359 · score 2.40

Order: Attention Score

Most net stars gained in the window first. The score only puts this gain on a log scale, so the order is the order of the gain.

How the ranking works

Ranked by stars gained in the window. The score is the natural log of one plus that gain, so a repository's rank is exactly its star gain's rank.

score = log1p(net stars gained in the trailing T complete UTC days)

A repository is ranked only when its Star History covers every day of the window and its latest Observation is not missing.

The longest window is 180 days. Star History from the Repository Host goes back at most 180 days before a repository's first Observation. A longer window needs more days of Observations first. A repository younger than the window is not ranked in it.

The filters narrow the same eligible repositories. A repository matches the topics when it has any of them. Total stars is the count now. Last push and creation on the Repository Host count back from the start of today (UTC). The counts beside the languages, licenses, and topics include all ranked repositories in the window. A Category holds the repositories that its published rules match; see Categories.

Repositories enter the index from the Seed Dataset or by gaining stars faster than the published admission threshold, whatever their size. Admission is permanent, so an archived repository can still rank.

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