leaderboard.submit

shallow

io.github.nimbusbci/nimbus-mcp · Verify this server

Submit a BYO python_model to a leaderboard track for server-side scoring. Nimbus scores it server-side under the track's fixed protocol — you submit code, never results. Poll ``leaderboard.status`` with the returned ``submissionId``; scoring takes minutes (classical) to tens of minutes (deep). Requirements must be plain PyPI names/specs (max 20, no URLs). Identical code resubmission is idempotent per track (``deduplicated: true``).

100.0/100

1 trials · measured 1 day ago

leaderboard.submit scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.nimbusbci/nimbus-mcp, measured 18 Oct 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote + stdio
Credential class
self-provisionable
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-18100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: leaderboard.submit
[![Vouch score](https://vouch.tools/api/tools/b725acfd-dcf3-4880-afbc-aa1d3ab36ac3/badge.svg)](https://vouch.tools/tools/b725acfd-dcf3-4880-afbc-aa1d3ab36ac3)
leaderboard.submit — Vouch