omnarai_concordance
shallowio.github.justjlee/omnarai-mcp · Verify this server
The DISTRIBUTION of attributed positions on one question — never a consensus score. Returns every position with its source (declared by an actor in a footprint, or machine-derived from a historical answer and marked derived:true), raw stance counts, per-lineage counts, unclassified voices (counted, never dropped), the persistent tensions verbatim, and exactly what population produced it. There is no majority, percentage, or consensus field by construction. Deterministic, <1s.
1 trials · measured 1 day ago
omnarai_concordance scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.justjlee/omnarai-mcp, measured 6 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 |
|---|---|---|---|
| 2026-10-06 | 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.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/f45b4a64-a1bf-4929-be34-41708c8ee579)