review_intelligence
shallowio.github.2016judea/small-business-intelligence · Verify this server
Mines public reviews for signal: a complaint taxonomy, theme extraction, sentiment trajectory over time, the differentiators customers actually cite, and red flags for a buyer. Example invocations: - "Mine the reviews for Al's Breakfast in Minneapolis for real patterns, not just a star rating" - "Perfect Image Salon in Wichita has a 4.6 average — check whether that's stable or masking a bad last 90 days" - "I'm evaluating The Anchor Room (bar) in Saint Paul, MN as a buyer — what do the reviews show about staffing turnover or an ownership change that the rating alone doesn't?"
1 trials · measured 2 days ago
review_intelligence scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.2016judea/small-business-intelligence, measured 31 Aug 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
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-31 | 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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