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pandas-dev/pandas-stubs

Star momentum, maintenance concentration, contributor health, and codebase change — one report built from public repository data.

Open on GitHub
Current stars
327
Activity since
2022
Latest activity
May 2026

Public star activity

Last 30 days
+1
Last 90 days
+4
Actions / day
0.2
Public star actions
stars from May 7, 2022 to May 1, 2026, peaking at 284.284 STARS4 YR284MAY 2026MAY 2022

284 stars on May 1, 2026.

stars by date
Datestars
May 7, 20221
May 10, 20222
May 17, 20224
May 19, 20225
May 29, 20226
May 30, 20228
June 3, 20229
June 4, 202210
June 5, 202211
June 12, 202212
June 13, 202213
June 17, 202214
June 20, 202215
June 27, 202216
June 28, 202217
July 1, 202220
July 2, 202221
July 3, 202222
July 5, 202223
July 6, 202224
July 11, 202225
July 12, 202226
July 13, 202228
July 15, 202229
July 23, 202230
July 24, 202231
July 26, 202232
July 27, 202233
July 29, 202234
August 1, 202236
August 4, 202237
August 5, 202238
August 11, 202239
August 12, 202243
August 16, 202245
August 17, 202246
August 24, 202248
August 25, 202250
August 31, 202251
September 4, 202252
September 5, 202253
September 9, 202254
September 10, 202255
September 13, 202256
September 15, 202258
September 17, 202259
September 18, 202260
September 19, 202263
September 20, 202270
September 21, 202272
September 23, 202273
September 24, 202275
September 25, 202276
September 27, 202279
September 29, 202280
September 30, 202281
October 4, 202282
October 7, 202285
October 8, 202287
October 10, 202290
October 11, 202294
October 13, 202297
October 14, 202298
October 15, 202299
October 16, 2022100
October 17, 2022101
October 20, 2022102
October 21, 2022103
October 24, 2022104
October 31, 2022105
November 1, 2022108
November 5, 2022109
November 10, 2022110
November 15, 2022112
November 22, 2022113
December 1, 2022114
December 3, 2022115
December 5, 2022116
December 7, 2022117
December 9, 2022118
December 16, 2022119
December 17, 2022120
December 20, 2022121
December 22, 2022122
December 23, 2022123
January 3, 2023125
January 8, 2023126
January 12, 2023127
January 14, 2023128
January 20, 2023129
February 1, 2023130
February 7, 2023131
February 8, 2023133
February 14, 2023135
February 16, 2023136
February 21, 2023139
February 24, 2023140
February 25, 2023141
March 1, 2023142
March 2, 2023143
March 4, 2023144
March 17, 2023145
March 21, 2023146
March 30, 2023147
April 6, 2023148
April 14, 2023149
April 20, 2023150
May 4, 2023151
May 12, 2023152
May 13, 2023153
May 23, 2023154
May 27, 2023155
May 28, 2023156
May 30, 2023157
June 5, 2023159
June 17, 2023160
June 20, 2023161
July 7, 2023162
July 8, 2023163
July 15, 2023164
July 16, 2023165
August 4, 2023166
August 7, 2023167
August 16, 2023168
August 28, 2023170
August 29, 2023171
September 22, 2023172
October 26, 2023173
November 4, 2023174
November 12, 2023175
November 29, 2023176
November 30, 2023177
December 1, 2023178
December 8, 2023179
December 10, 2023180
December 13, 2023181
December 22, 2023182
January 2, 2024183
January 4, 2024184
January 7, 2024185
January 30, 2024186
February 6, 2024187
February 22, 2024189
February 27, 2024192
March 9, 2024193
March 15, 2024194
March 19, 2024196
March 29, 2024197
March 30, 2024198
April 3, 2024199
April 7, 2024200
April 9, 2024201
April 18, 2024202
April 27, 2024203
April 28, 2024204
April 29, 2024205
May 7, 2024206
May 15, 2024207
May 24, 2024208
May 29, 2024209
June 5, 2024210
June 15, 2024211
July 1, 2024212
July 13, 2024213
July 15, 2024214
July 18, 2024216
August 1, 2024217
August 3, 2024218
August 6, 2024219
August 12, 2024220
August 22, 2024221
September 3, 2024222
September 27, 2024223
October 5, 2024224
October 11, 2024225
October 22, 2024226
November 4, 2024227
November 21, 2024228
December 12, 2024229
December 25, 2024230
January 14, 2025231
January 17, 2025232
January 24, 2025233
January 27, 2025234
January 30, 2025235
January 31, 2025236
February 5, 2025237
February 6, 2025238
February 9, 2025239
February 10, 2025240
February 12, 2025241
February 13, 2025243
February 26, 2025245
March 1, 2025246
March 3, 2025247
March 27, 2025248
April 3, 2025250
April 7, 2025251
April 20, 2025252
April 29, 2025253
May 3, 2025254
May 4, 2025255
May 12, 2025256
May 15, 2025257
May 26, 2025258
May 27, 2025259
June 3, 2025260
June 13, 2025261
July 19, 2025262
July 20, 2025263
July 24, 2025264
July 25, 2025265
August 3, 2025266
August 10, 2025267
August 11, 2025268
August 16, 2025269
August 17, 2025270
September 5, 2025271
September 9, 2025272
October 6, 2025273
October 26, 2025274
November 3, 2025275
November 13, 2025276
November 26, 2025277
December 15, 2025278
January 6, 2026279
January 16, 2026280
February 2, 2026281
February 16, 2026282
March 3, 2026283
May 1, 2026284

The last 90 days run behind its lifetime average, which is ordinary for a mature project.

Observed activity milestones: 100 around Oct 2022

The commit history reads pandas-dev/pandas-stubs a second time

methodology

Fix-labelled changes, file change frequency, ownership concentration and maintenance cadence, each computed from this repository's analyzed commit window. None of them is derived from stars, which is why they are allowed to disagree with the curve above.

Fix-labelled changes
Fix-labelled changes for pandas-dev/pandas-stubs
File change frequency
File change frequency for pandas-dev/pandas-stubs
Bus factor
Bus factor for pandas-dev/pandas-stubs
Maintenance pulse
Maintenance pulse for pandas-dev/pandas-stubs
Contributors
Contributors for pandas-dev/pandas-stubs
Language activity
Language activity for pandas-dev/pandas-stubs
Commit activity
Commit activity for pandas-dev/pandas-stubs
Recent TODO/FIXME movement
Recent TODO/FIXME movement for pandas-dev/pandas-stubs

Attention is not adoption.

Stars against usage

No published package was detected for this repository, so there is nothing to lay over star growth.

Earned badges

badge studio

Maintenance, ownership and star-momentum signals, computed from the same commit and star history and embeddable as static images.

Reading badge evidence for pandas-dev/pandas-stubs.

Notes on pandas-dev/pandas-stubs

How many stars does pandas-dev/pandas-stubs have?
GitHub currently reports 327 stars for pandas-dev/pandas-stubs. The chart itself is rebuilt from historical star data, which records star actions and not unstars, so it reads as an attention signal rather than a net star count.
What does recent star activity look like for pandas-stubs?
gitdebt observed about 4 public star actions for pandas-dev/pandas-stubs over the latest 90 days of archive coverage (about 1 in the latest 30). This is an approximate attention signal, not a net-star count, because unstars are not present. That's below its lifetime average activity pace, which is common for mature projects.
Is pandas-stubs still active?
Public archive data shows about 1 star actions for pandas-dev/pandas-stubs in the latest 30 days of coverage. For repository activity, use the commit heatmap, commit trend, and contributor charts on this page.
When was pandas-stubs created?
pandas-dev/pandas-stubs was created on April 22, 2022. The first public star activity observed for pandas-dev/pandas-stubs is from May 2022.

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markdown for agents

The block below publishes the chart with its source and coverage date stated beside it — the same three facts the title block above shows, as text a reader can check. The prompt underneath hands a coding agent the badges and repo-health charts as well.

README.md · pandas-dev/pandas-stubs star history
<a href="https://gitdebt.com/pandas-dev/pandas-stubs?ref=readme">
  <picture>
    <source media="(prefers-color-scheme: dark)" srcset="https://api.gitdebt.com/api/repos/pandas-dev/pandas-stubs/chart.svg?theme=dark" />
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</a>

<sub>Star history source: Historical star data · Covers through May 1, 2026 · Still updating — <a href="https://gitdebt.com/pandas-dev/pandas-stubs?ref=readme">gitdebt</a></sub>

Light and dark variants, alt text, and one provenance line. Provenance is text in your README, never baked into the image URL, so the chart stays cacheable.

Paste it into Claude Code, Cursor, Codex, or any coding agent with your checkout open. It carries the measured numbers, the exact snippets, and the rules — including replacing an existing star-history widget in place rather than stacking a second chart under it.