mcp-name: io.github.CSOAI-ORG/model-scoreboard-mcp
The track-record hive — constantly ranks models/agents so the OS routes to the bleeding edge.
Tools: register_model · record_result · leaderboard · best_for · bft_vote · ingest_public
Fed by the live telemetry loop + ingested public benchmarks (LMArena/OpenRouter/Artificial Analysis/HELM/SWE-bench). The BFT vote is the "ralph" improve loop; best_for is the router.
pip install -e .
python server.py