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Stars gained Oct 19, 2026 to Oct 26, 2026 (7 days)

Trending MCP servers this week

The MCP servers that gained the most GitHub stars between Oct 19, 2026 and Oct 26, 2026 are Claude Flow, Apify MCP Server and Scrapling MCP Server. Ranked by GitHub stars gained between appsgit's star snapshots of Oct 19, 2026 and Oct 26, 2026 (7 days), scaled to a 7-day rate so repositories with different snapshot gaps compare fairly. A repository is held for review and left out of the ranking (it stays listed) when its gain scaled to 7 days is over 50,000 stars, when more than half of its stars arrived inside the window (repositories with 5,000 stars or more), or when it leads with at least 1,000 stars and more than 10 times the next repository's gain. A human releases a held repository after review.

Data as of Oct 26, 2026 · star snapshots of Oct 19, 2026 and Oct 26, 2026

Trending MCP servers this week

Ranking excludes 1 repository under review (see how the list is ranked, below).

All MCP servers A to Z · JSON API · Trending across all collections

FAQ

Trending: FAQ

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How is the trending MCP server list calculated?

Ranked by GitHub stars gained between appsgit's star snapshots of Oct 19, 2026 and Oct 26, 2026 (7 days), scaled to a 7-day rate so repositories with different snapshot gaps compare fairly. A repository is held for review and left out of the ranking (it stays listed) when its gain scaled to 7 days is over 50,000 stars, when more than half of its stars arrived inside the window (repositories with 5,000 stars or more), or when it leads with at least 1,000 stars and more than 10 times the next repository's gain. A human releases a held repository after review.

Which MCP servers gained the most GitHub stars recently?

Between Oct 19, 2026 and Oct 26, 2026, the fastest-growing MCP servers on appsgit were Claude Flow (+2,603 stars in the last 7 days), Apify MCP Server (+1,270 stars in the last 7 days) and Scrapling MCP Server (+1,209 stars in the last 7 days).

Why is a fast-growing repository missing from this list?

A repository is held for review and left out of the ranking (it stays listed) when its gain scaled to 7 days is over 50,000 stars, when more than half of its stars arrived inside the window (repositories with 5,000 stars or more), or when it leads with at least 1,000 stars and more than 10 times the next repository's gain. A human releases a held repository after review. 1 repository is held in this list's current data.