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)
3,799
340 (8.9%)
152
3,625
459 (12.7%)
145
3,598
364 (10.1%)
144
3,453
399 (11.6%)
145
3,368
328 (9.7%)
135
3,341
268 (8.0%)
134
3,177
287 (9.0%)
130
3,158
347 (11.0%)
127
3,153
502 (15.9%)
127
3,098
248 (8.0%)
232
3,090
267 (8.6%)
124
2,975
609 (20.5%)
119
2,970
238 (8.0%)
119
2,932
241 (8.2%)
118
2,868
230 (8.0%)
115
2,855
422 (14.8%)
115
2,778
223 (8.0%)
112
2,653
357 (13.5%)
158
2,611
228 (8.7%)
105
2,385
209 (8.8%)
96
2,334
739 (31.7%)
94
2,115
303 (14.3%)
220
2,070
229 (11.1%)
83
2,056
648 (31.5%)
83
2,052
165 (8.0%)
130
2,031
163 (8.0%)
82
2,014
199 (9.9%)
81
1,965
259 (13.2%)
79
1,954
157 (8.0%)
79
1,953
157 (8.0%)
79
1,892
224 (11.8%)
76
1,886
151 (8.0%)
76
1,742
140 (8.0%)
70
1,715
174 (10.1%)
69
1,671
146 (8.7%)
67
1,632
193 (11.8%)
66
1,618
359 (22.2%)
65
1,617
130 (8.0%)
65
1,592
159 (10.0%)
1,592
1,568
139 (8.9%)
63
1,547
124 (8.0%)
62
1,523
265 (17.4%)
140
1,512
153 (10.1%)
61
1,502
187 (12.5%)
141
1,501
121 (8.1%)
61
1,460
140 (9.6%)
132
1,361
109 (8.0%)
55
1,351
267 (19.8%)
55
1,347
136 (10.1%)
54
1,345
147 (10.9%)
106
1,337
107 (8.0%)
54
1,314
184 (14.0%)
1,314
1,265
102 (8.1%)
51
1,228
99 (8.1%)
1,228
1,218
128 (10.5%)
49
1,201
97 (8.1%)
49
1,196
112 (9.4%)
48
1,165
94 (8.1%)
47
1,146
227 (19.8%)
46
1,137
91 (8.0%)
46