catalog.leaderboard
shallowio.github.nimbusbci/nimbus-mcp · Verify this server
Public benchmark leaderboard: pipeline rankings per dataset. Two tracks: the top-level ``within_session`` block (curated suite pipelines) and ``crossSubject`` (leave-one-subject-out — curated pipelines plus BYO ``python_model`` submissions; BYO rows carry ``kind: "byo"`` and an ``owner`` name). Within each dataset, ``rows`` sort desc by ``meanAccuracyPct`` (95% CI in ``ciLoPct``/``ciHiPct``). ``packFingerprint`` identifies the exact dataset pack behind the scores; ``updated`` marks each dataset's most recent run. The ``pretrained_few_trial`` efficiency track means: accuracy at a protocol-fixed 100-trials-per-subject budget — the frozen-backbone / few-parameter rows that matter when calibration data is scarce (``paramsTrained`` shown per row so cost is readable next to accuracy).
1 trials · measured 1 day ago
catalog.leaderboard 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
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | 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
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-18 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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