Python Ecosystem Telemetry Index
Empirical GitHub telemetry across Python AI/ML and developer repositories: daily trending velocity floors (70-125 stars/day), fork ratios, and StarScout checks.
Indexed Open-Source Repositories (568)
1,121
101 (9.0%)
1,121
1,083
138 (12.7%)
1,083
884
96 (10.9%)
36
763
62 (8.1%)
763
715
58 (8.1%)
715
639
52 (8.1%)
639
631
97 (15.4%)
631
507
47 (9.3%)
507
436
35 (8.0%)
436
428
35 (8.2%)
18
412
33 (8.0%)
412
397
32 (8.1%)
397
376
31 (8.2%)
376
361
29 (8.0%)
15
357
43 (12.0%)
357
334
27 (8.1%)
334
308
25 (8.1%)
308
302
25 (8.3%)
302
283
23 (8.1%)
283
272
22 (8.1%)
272
256
21 (8.2%)
11
255
35 (13.7%)
255
254
21 (8.3%)
11
247
20 (8.1%)
247
246
20 (8.1%)
246
233
19 (8.2%)
233
225
36 (16.0%)
11
223
42 (18.8%)
11
222
46 (20.7%)
11
222
28 (12.6%)
11
221
37 (16.7%)
11
217
18 (8.3%)
217
214
49 (22.9%)
11
214
44 (20.6%)
11
214
46 (21.5%)
214
211
47 (22.3%)
11
207
17 (8.2%)
10
200
20 (10.0%)
200
200
37 (18.5%)
10
198
17 (8.6%)
10
195
16 (8.2%)
10
189
56 (29.6%)
9
184
33 (17.9%)
9
183
15 (8.2%)
183
182
15 (8.2%)
182
180
43 (23.9%)
9
178
24 (13.5%)
9
177
41 (23.2%)
9
176
15 (8.5%)
176
174
14 (8.0%)
174
173
21 (12.1%)
9
173
15 (8.7%)
173
170
27 (15.9%)
9
169
36 (21.3%)
8
169
14 (8.3%)
169
167
45 (26.9%)
8
164
47 (28.7%)
8
164
14 (8.5%)
164
162
15 (9.3%)
8
157
38 (24.2%)
8