code_review_python
shallowio.github.tsukiryuu/blinka-machine-mouths · Verify this server
Paid $0.25 Base USDC. Review caller-supplied Python source against its intended behavior for high-confidence bugs, security issues, missing edge cases, and repair suggestions. Code is parsed/reviewed but never executed or retained.
1 trials · measured 1 day ago
code_review_python scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.tsukiryuu/blinka-machine-mouths, 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
- 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.
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[](https://vouch.tools/tools/bd4d4289-1669-4ea0-bd46-3354d0517911)