Ecosystem

Python

GitStarClub combines deterministic category assignments, all-time ranking data, and repository metadata. The page does not call live search or AI.

How is the Python ranking generated?

GitStarClub combines deterministic category assignments, all-time ranking data, and repository metadata. The page does not call live search or AI. Category counts come from GitStarClub's own category data: deterministic rules over repository metadata, not live search or AI.

Answer capsule

As of June 21, 2026, GitStarClub tracks 1,274 repositories in Python. public-apis/public-apis leads with 442.9k total stars, followed by EbookFoundation/free-programming-books and donnemartin/system-design-primer. This category ranking uses deterministic category assignments, all-time ranking data, and repository metadata. - GitStarClub

Data as of
June 21, 2026
Source
GitStarClub

Top repositories

1-100 of 1,274

Python repositories by current stars

  1. 1
    Python
  2. 4
    Python
  3. 6
    Python
  4. 10
    Unknown
  5. 11
    yt-dlp/yt-dlp172.1k
    Python
  6. 13
    Python
  7. 14
    Python
  8. 15
    Python
  9. 16
    Python
  10. 17
    Python
  11. 18
    TypeScript
  12. 19
    Python
  13. 20
    Python
  14. 21
    Python
  15. 22
    TypeScript
  16. 23
    Python
  17. 24
    Java
  18. 25
    Python
  19. 28
    Python
  20. 29
    Python
  21. 30
    Python
  22. 31
    Python
  23. 32
    Python
  24. 33
    Python
  25. 34
    Jupyter Notebook
  26. 35
    nvbn/thefuck97.4k
    Python
  27. 36
    Python
  28. 39
    C++
  29. 40
    Python
  30. 41
    Python
  31. 42
    3b1b/manim87.7k
    Python
  32. 43
    Python
  33. 45
    TypeScript
  34. 46
    Jupyter Notebook
  35. 47
    astral-sh/uv86.6k
    Rust
  36. 49
    Python
  37. 50
    Python
  38. 51
    Python
  39. 53
    Clojure
  40. 54
    Python
  41. 56
    Python
  42. 57
    Python
  43. 58
    Python
  44. 59
    Python
  45. 60
    JavaScript
  46. 61
    Rust
  47. 63
    TypeScript
  48. 64
    Python
  49. 65
    Jupyter Notebook
  50. 66
    TypeScript
  51. 68
    TypeScript
  52. 69
    Python
  53. 70
    Python
  54. 71
    Python
  55. 74
    Python
  56. 75
    Python
  57. 76
    Python
  58. 77
    Python
  59. 78
    Python
  60. 79
    Python
  61. 82
    Python
  62. 83
    Python
  63. 85
    Python
  64. 88
    Python
  65. 89
    Python
  66. 90
    Python
  67. 93
    Python
  68. 94
    Python
  69. 95
    Python
  70. 97
    Python
  71. 99
    Python

Related categories

GitStarClub renders Ecosystem links from the category registry, using public flags, slugs, labels, and counts that were precomputed before the request.

Frequently asked questions

What repositories are included in Python?

As of June 21, 2026, Python includes 1,274 tracked repositories according to the category registry.

Which repository leads Python?

public-apis/public-apis leads Python with 442.9k total stars.

Which repository follows public-apis/public-apis in Python?

EbookFoundation/free-programming-books follows in Python with 390.6k total stars.

How is the Python ranking generated?

GitStarClub combines deterministic category assignments, all-time ranking data, and repository metadata. The page does not call live search or AI.