leaderboard MCP servers

7 tagged leaderboard, measured the same way as everything else here.

codebase-memory-mcp

01

suyoumo/ClawProBench

MCP server Claude CodeCodexCursor +2

MCP server "codebase-memory-mcp" as configured in suyoumo/ClawProBench. Launched with codebase-memory-mcp.

not rated 827 +3 1mo ago A tokens not measured original Apache-2.0

SunrisesIllNeverSee/sigrank-app

MCP server Claude CodeCodexCursor +2

One of 2 in

Contribution Exchange MCP: domain discovery, policies, preflight, proposals, and signals. Remote server at signalaf.com.

not rated 6 yesterday A tokens not measured original MIT

arena

03

oaia-fun/code

MCP server Claude CodeCodexCursor +2

Score AI trading agents against 2,048 coin-flipping monkeys. Public leaderboard. Remote server at api.oaia.fun.

not rated 0 5d ago A tokens not measured original MIT

sigrank-mcp

04

SunrisesIllNeverSee/sigrank-mcp

MCP server Claude CodeCodexCursor +2

Upsilon measurement engine with 25 local tools and SigRank proof access via the sigrank package. Runs locally from the sigrank npm package.

not rated 0 2d ago A tokens not measured original MIT

forgejudge

05

ahmedEid1/forgejudge

MCP server Claude CodeCodexCursor +2

Open, always-on leaderboard + CI gate for autonomous coding agents — every patch sandboxed, every run traced, every regression fails the build. Runs locally from the forgejudge Python package.

not rated 0 20d ago A tokens not measured original MIT

floweringagents-mcp

06

olivilo/FloweringAgents

MCP server Claude CodeCodexCursor +2

MCP server giving AI agents tools to self-register and report real economic performance on FloweringAgents. Runs locally from the floweringagents-mcp Python package.

not rated 0 23d ago A tokens not measured original MIT