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)
1,111
254 (22.9%)
45
1,096
88 (8.0%)
44
1,089
88 (8.1%)
44
1,058
85 (8.0%)
43
1,034
83 (8.0%)
1,034
1,002
86 (8.6%)
41
990
80 (8.1%)
42
937
75 (8.0%)
38
900
72 (8.0%)
49
890
72 (8.1%)
40
889
72 (8.1%)
36
871
86 (9.9%)
35
870
70 (8.0%)
35
857
89 (10.4%)
35
849
68 (8.0%)
34
847
133 (15.7%)
34
845
68 (8.0%)
39
810
65 (8.0%)
48
808
763 (94.4%)
33
jiyuanwang-afk/Explainable-AI-in-Financial-Fraud-and-Anomaly-Detection
Python
devtools
VIABLE (250+)
788
64 (8.1%)
35
773
66 (8.5%)
773
761
184 (24.2%)
91
736
59 (8.0%)
30
733
83 (11.3%)
30
731
59 (8.1%)
731
724
58 (8.0%)
29
686
55 (8.0%)
28
656
53 (8.1%)
27
654
53 (8.1%)
27
646
96 (14.9%)
76
637
67 (10.5%)
34
624
50 (8.0%)
25
610
76 (12.5%)
25
610
57 (9.3%)
25
602
49 (8.1%)
25
572
54 (9.4%)
23
569
46 (8.1%)
23
566
109 (19.3%)
24
561
45 (8.0%)
23
560
61 (10.9%)
23
553
189 (34.2%)
23
544
44 (8.1%)
22
539
59 (10.9%)
22
534
43 (8.1%)
534
529
78 (14.7%)
22
522
55 (10.5%)
21
514
63 (12.3%)
35
501
98 (19.6%)
21
501
41 (8.2%)
21
497
48 (9.7%)
20
493
40 (8.1%)
493
493
57 (11.6%)
20
486
57 (11.7%)
20
479
39 (8.1%)
479
476
39 (8.2%)
23
470
38 (8.1%)
19
469
38 (8.1%)
469
461
37 (8.0%)
19
456
48 (10.5%)
27
452
38 (8.4%)
26