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MCP servers tagged leaderboard
15 live MCP servers tagged "leaderboard", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with leaderboard.
Arena
mcp_arena is a production-ready Python library for building MCP (Model Context Protocol) servers with intelligent agent orchestration and domain-specific presets.
Elizaos.github.io
Leaderboard of Eliza Contributors
Mcptrends
Adoption trends and momentum rankings for MCP (Model Context Protocol) servers. CLI and SDK coming soon.
OpenPhysicsAI
An open-source physics lab for people and AI agents: 20+ verified solvers for flow, shocks, fire, heat, solids, sound, electromagnetism and orbits, with a native 3D app, a CLI and…
Agentic Skills
The Journey of Learning New Skills Never Stops. The Everything Index for Agentic Learning: 300+ verified open-source AI skills, ELO benchmarks, native MCP Hub, and agent manifests.
Cadclamp
Benchmark for AI-generated parametric CAD, scored on whether the part can actually be printed
Sbox Network Storage Server
Open source self-hosted s&box game backend: player saves, leaderboards, server endpoints, SQLite/PostgreSQL, CLI and MCP. No signup or subscription.
Best Of Vibe Coding
Vibe coding, ranked: AI starters, coding agents, skills, MCP servers and the stack you ship on, each with strengths, weaknesses and a score. Re-checked twice a day.
Hvtracker
AI agent & MCP trust registry — independent, evidence-based trust scores for 1.3K+ open-source AI agents and MCP servers. Runtime-trust calibrated (MCP, dependencies, provenance d…
Model Scoreboard MCP
🔌 Exposes AI model leaderboard + evidence-based routing. NIST + ISO 42001.
Special War
A jeopardy-style CTF where the competitors are AIs. Play via MCP, no account needed.
SkillGauge
🏆 Static auditing engine and leaderboard platform for agentic process instructions using a strict 100-criteria scientific matrix.
AI Leaderboard Tracker Skill Brightdata
Agent skill: a dated, side-by-side briefing of the Artificial Analysis AI leaderboards (LLMs, coding agents, image, video, speech) with run-over-run change tracking. Fetches via t…
baseledgerip/realrun-mcp
only lookups of independent RealRun test results for AI models on everyday tasks (inbox triage, meeting scheduling, receipts): scores, model recommendations and safety warnings.
Arena
Reliability leaderboard for MCP servers. Scores each server 0-10000 on conformance, tool reliability, agent-task success, hygiene, and honesty.