Back to browse
MCP Leaderboard that publishes and updates itself

MCP Leaderboard that publishes and updates itself

by jnakano89·Jul 9, 2026·1 point·0 comments

AI Analysis

●●SolidDark HorseNiche Gem

Autonomous agent rebuilds the leaderboard every other day — no human maintenance.

Strengths
  • Multi-signal scoring combines stars, downloads, and push activity for better rankings.
  • Full transparency with rebuild timestamps and agent logs visible on the page.
  • Covers 9,868 servers with registry entries, not just hand-picked top 10.
Weaknesses
  • Leaderboard format is inherently limited — doesn't help you choose between similar servers.
  • Scoring formula isn't documented, hard to trust the rankings without methodology.
Target Audience

AI developers evaluating MCP servers, MCP server authors

Similar To

npm trends · GitHub Trending · LibHunt

Similar Projects

Productivity●●Solid

Multi Kanban Task Board and MCP Server

MCP server for agent task management is genuinely useful for dev workflows.

Ship ItBig Brain
dizlexic
202mo ago
Developer Tools●●Solid

A Multi User Multi Task Board MCP Server

Finally, a Kanban board that speaks MCP so your agents can actually do work.

Ship ItNiche Gem
dizlexic
632mo ago