"What are the most popular MCPs as of 2026? For each of them, we should identify what category they fall in, what they're used for, and any specific measurement of popularity, including things like GitHub stars or similar."
There is no audited MCP usage leaderboard — public directories list tens of thousands of servers — so this is a defensible 14-server shortlist, not "all MCPs". It is built from a 40-row cross-source candidate set, the current 50-entry MCP Scorecard, and a 902-row multi-source evidence set, scanned through 2026-10-16. Popularity is led by project-specific GitHub stars with npm downloads, registry installs and forks as secondary signals; directories, SDKs, client apps and the generic reference-server monorepo are excluded.
GitHub stars per MCP server, freshest credible project-specific measurement. Hover a bar for category, secondary signal and date. Amber = provisional or conflicting sources; dark = corroborated.
| MCP server | Category | Used for | GitHub stars | Secondary signal | Measured | Source |
|---|
Shortlist of 14 MCP servers assembled from a 40-row cross-source candidate set, the current 50-entry MCP Scorecard by GitHub stars, and a 902-row multi-source evidence set; sources scanned through 2026-10-16. Stars measure developer attention, not active usage; downloads can include CI and cache traffic; registry installs are platform-specific; repository-level stars overstate single packages in monorepos. Naming variants were collapsed to one entry per project and the freshest credible project-specific value kept; parent-product repository stars (e.g. Firecrawl's platform repo) were excluded. Directories, awesome lists, SDKs, client apps and the reference-server monorepo were cut.