Fastest-growing MCP server repos, October 2026

50 of the 196 MCP server repos we track, ranked by stars gained in about the last week. Measured from our own daily GitHub snapshots, updated 2026-10-24.

Download as CSV ↓ · JSON

This week in MCP servers and tools

The 196 MCP server repos we measured gained 24,968 stars in about a week, and the top 5 took 54% of that.

xerj-org/xerj grew fastest: +7,283 stars from 2026-10-17 to 2026-10-24 (7 days, 1,040 a day), measured by whatstrending.ai.

Over about 30 days, the 120 of them we have tracked that long gained 36,464 stars.

79 of these repos entered our tracking in the last 30 days.

feder-cr/invisible_playwright_mcp lost 1,885 stars in its last 7 days.

The median one gained 2.6 stars a day.

The ranking

Stars gained between two of our stored snapshots 5 to 12 days apart, with the exact dates on every row. The 30-day figure is shown where we have that much history.

  1. 1
    xerj-org/xerj
    +7,283 stars 1,040/day tracked under 30 days Rust
    2026-10-17 → 2026-10-24 · 14,196 stars at our 2026-10-24 snapshot
  2. 2
    headroomlabs-ai/headroom
    +2,129 stars 304/day +4,009 in 30 days Python
    2026-10-17 → 2026-10-24 · 77,656 stars at our 2026-10-24 snapshot
  3. 3
    mksglu/context-mode
    +1,771 stars 253/day +8,108 in 32 days TypeScript
    2026-10-17 → 2026-10-24 · 31,992 stars at our 2026-10-24 snapshot
  4. 4
    apify/apify-mcp-server
    +1,236 stars 177/day +4,608 in 30 days TypeScript
    2026-10-17 → 2026-10-24 · 12,828 stars at our 2026-10-24 snapshot
  5. 5
    cranebeaker/coop-anything
    +997 stars 142/day tracked under 30 days Python
    2026-10-17 → 2026-10-24 · 1,047 stars at our 2026-10-24 snapshot
  6. 6
    Ryze-AI-Adgent/open-seo-mcp-skills
    +981 stars 140/day +5,555 in 30 days Shell
    2026-10-17 → 2026-10-24 · 6,822 stars at our 2026-10-24 snapshot
  7. 7
    CursorTouch/Windows-MCP
    +885 stars 126/day +3,004 in 30 days Python
    2026-10-17 → 2026-10-24 · 10,140 stars at our 2026-10-24 snapshot
  8. 8
    hujjun/mcd-saver-strategist
    +664 stars 95/day tracked under 30 days Python
    2026-10-17 → 2026-10-24 · 1,134 stars at our 2026-10-24 snapshot
  9. 9
    irinabuht12-oss/google-ads-meta-ads-mcp
    +661 stars 94/day tracked under 30 days Unknown
    2026-10-17 → 2026-10-24 · 5,742 stars at our 2026-10-24 snapshot
  10. 10
    t8y2/dbx
    +646 stars 92/day +7,097 in 30 days Rust
    2026-10-17 → 2026-10-24 · 27,647 stars at our 2026-10-24 snapshot
  11. 11
    DeusData/codebase-memory-mcp
    +628 stars 90/day +2,793 in 30 days C
    2026-10-17 → 2026-10-24 · 47,347 stars at our 2026-10-24 snapshot
  12. 12
    hanzohanzhe/Grandet
    +457 stars 65/day tracked under 30 days JavaScript
    2026-10-17 → 2026-10-24 · 673 stars at our 2026-10-24 snapshot
  13. 13
    LibreChat-AI/LibreChat
    +397 stars 57/day +1,405 in 30 days TypeScript
    2026-10-17 → 2026-10-24 · 46,219 stars at our 2026-10-24 snapshot
  14. 14
    oraios/serena
    +335 stars 48/day +910 in 30 days Python
    2026-10-17 → 2026-10-24 · 30,664 stars at our 2026-10-24 snapshot
  15. 15
    breakstageaxe61/genspark-claw
    +320 stars 46/day tracked under 30 days JavaScript
    2026-10-17 → 2026-10-24 · 652 stars at our 2026-10-24 snapshot
  16. 16
    graygnatconsole/mcp-audit-tool
    +319 stars 46/day tracked under 30 days Python
    2026-10-17 → 2026-10-24 · 662 stars at our 2026-10-24 snapshot
  17. 17
    punkpeye/awesome-mcp-servers
    +311 stars 44/day +1,326 in 30 days Unknown
    2026-10-17 → 2026-10-24 · 96,796 stars at our 2026-10-24 snapshot
  18. 18
    microsoft/playwright-mcp
    +311 stars 44/day +1,040 in 30 days TypeScript
    2026-10-17 → 2026-10-24 · 38,558 stars at our 2026-10-24 snapshot
  19. 19
    springvoiceswell/semrush-ai-tool
    +311 stars 44/day tracked under 30 days JavaScript
    2026-10-17 → 2026-10-24 · 623 stars at our 2026-10-24 snapshot
  20. 20
    LumaryLabsLLC/muxin
    +281 stars 40/day tracked under 30 days Rust
    2026-10-17 → 2026-10-24 · 366 stars at our 2026-10-24 snapshot
  21. 21
    mobile-next/mobile-mcp
    +261 stars 37/day +3,106 in 30 days TypeScript
    2026-10-17 → 2026-10-24 · 9,935 stars at our 2026-10-24 snapshot
  22. 22
    github/github-mcp-server
    +227 stars 32/day +741 in 30 days Go
    2026-10-17 → 2026-10-24 · 33,895 stars at our 2026-10-24 snapshot
  23. 23
    Gentleman-Programming/engram
    +218 stars 31/day +794 in 30 days Go
    2026-10-17 → 2026-10-24 · 7,575 stars at our 2026-10-24 snapshot
  24. 24
    HKUDS/nanobot
    +205 stars 29/day +787 in 30 days Python
    2026-10-17 → 2026-10-24 · 49,304 stars at our 2026-10-24 snapshot
  25. 25
    maximhq/bifrost
    +198 stars 28/day tracked under 30 days Go
    2026-10-17 → 2026-10-24 · 9,061 stars at our 2026-10-24 snapshot
  26. 26
    bethington/ghidra-mcp
    +186 stars 27/day +1,912 in 30 days Java
    2026-10-17 → 2026-10-24 · 5,883 stars at our 2026-10-24 snapshot
  27. 27
    LaurieWired/GhidraMCP
    +185 stars 26/day +1,336 in 30 days Java
    2026-10-17 → 2026-10-24 · 11,502 stars at our 2026-10-24 snapshot
  28. 28
    Coding-Solo/godot-mcp
    +185 stars 26/day +500 in 30 days JavaScript
    2026-10-17 → 2026-10-24 · 6,302 stars at our 2026-10-24 snapshot
  29. 29
    0x4m4/hexstrike-ai
    +184 stars 26/day +982 in 30 days Python
    2026-10-17 → 2026-10-24 · 13,043 stars at our 2026-10-24 snapshot
  30. 30
    agentgateway/agentgateway
    +158 stars 23/day +519 in 30 days Rust
    2026-10-17 → 2026-10-24 · 5,531 stars at our 2026-10-24 snapshot
  31. 31
    Evil0ctal/Douyin_TikTok_Download_API
    +157 stars 22/day +550 in 30 days Python
    2026-10-17 → 2026-10-24 · 20,856 stars at our 2026-10-24 snapshot
  32. 32
    Gentleman-Programming/gentle-ai
    +148 stars 21/day +768 in 30 days Go
    2026-10-17 → 2026-10-24 · 7,964 stars at our 2026-10-24 snapshot
  33. 33
    samuelgursky/davinci-resolve-mcp
    +145 stars 21/day +616 in 30 days Python
    2026-10-17 → 2026-10-24 · 3,720 stars at our 2026-10-24 snapshot
  34. 34
    activepieces/activepieces
    +118 stars 17/day +492 in 30 days TypeScript
    2026-10-17 → 2026-10-24 · 25,192 stars at our 2026-10-24 snapshot
  35. 35
    DayuanJiang/next-ai-draw-io
    +110 stars 16/day +1,875 in 74 days TypeScript
    2026-10-17 → 2026-10-24 · 36,390 stars at our 2026-10-24 snapshot
  36. 36
    LingCore/WinShun
    +107 stars 15/day tracked under 30 days C++
    2026-10-17 → 2026-10-24 · 519 stars at our 2026-10-24 snapshot
  37. 37
    stickerdaniel/linkedin-mcp-server
    +102 stars 15/day +393 in 30 days Python
    2026-10-17 → 2026-10-24 · 4,000 stars at our 2026-10-24 snapshot
  38. 38
    GabrieleLozupone/kokon
    +102 stars 15/day tracked under 30 days Rust
    2026-10-17 → 2026-10-24 · 209 stars at our 2026-10-24 snapshot
  39. 39
    Manavarya09/design-extract
    +97 stars 14/day +202 in 30 days HTML
    2026-10-17 → 2026-10-24 · 4,343 stars at our 2026-10-24 snapshot
  40. 40
    aws/agent-toolkit-for-aws
    +87 stars 9.7/day +711 in 78 days Python
    2026-10-15 → 2026-10-24 · 2,964 stars at our 2026-10-24 snapshot
  41. 41
    homeassistant-ai/ha-mcp
    +86 stars 12/day +364 in 30 days Python
    2026-10-17 → 2026-10-24 · 5,186 stars at our 2026-10-24 snapshot
  42. 42
    XiaoPuOuO/openchatx-mcp
    +84 stars 12/day tracked under 30 days TypeScript
    2026-10-15 → 2026-10-22 · 345 stars at our 2026-10-22 snapshot
  43. 43
    PostHog/posthog
    +81 stars 12/day +484 in 30 days Python
    2026-10-17 → 2026-10-24 · 40,392 stars at our 2026-10-24 snapshot
  44. 44
    PrefectHQ/fastmcp
    +77 stars 11/day +300 in 30 days Python
    2026-10-17 → 2026-10-24 · 28,184 stars at our 2026-10-24 snapshot
  45. 45
    duty1g/x64dbg-mcp-server
    +75 stars 11/day +556 in 30 days Zig
    2026-10-17 → 2026-10-24 · 2,597 stars at our 2026-10-24 snapshot
  46. 46
    skyhook-io/radar
    +74 stars 11/day +443 in 30 days Go
    2026-10-17 → 2026-10-24 · 3,901 stars at our 2026-10-24 snapshot
  47. 47
    callstack/agent-device
    +73 stars 10/day +372 in 30 days TypeScript
    2026-10-17 → 2026-10-24 · 5,124 stars at our 2026-10-24 snapshot
  48. 48
    lharries/whatsapp-mcp
    +67 stars 9.6/day +393 in 30 days Go
    2026-10-17 → 2026-10-24 · 6,703 stars at our 2026-10-24 snapshot
  49. 49
    CodeGraphContext/CodeGraphContext
    +62 stars 8.9/day +127 in 30 days Python
    2026-10-17 → 2026-10-24 · 4,348 stars at our 2026-10-24 snapshot
  50. 50
    modelcontextprotocol/python-sdk
    +61 stars 8.7/day +278 in 30 days Python
    2026-10-17 → 2026-10-24 · 24,656 stars at our 2026-10-24 snapshot

How repos are picked and measured

Which repos are in this list. We do not use GitHub topics. A repo is in this list when its name or its GitHub description matches our keyword rule for MCP servers and tools, among the 938 AI repos we snapshotted in the last few days. Each repo is ranked in one topic only: the most specific one it matches. A match is not an endorsement.

How growth is measured. whatstrending.ai stores its own daily star count for every repo it tracks. Every number here is the difference between two of those stored snapshots. Nothing is estimated, interpolated or back-filled.

Citing this. Free to quote with attribution to whatstrending.ai. CSV and JSON downloads are above.

RAG and vector search →Coding agents, Claude Code and Codex tools →AI agent frameworks and tools → Weekly repo report → All topics →