compare_married_filing_jointly_vs_separately_student_loans
shallowtech.finology/student-loan · Verify this server
Run the same federal loan book filing jointly and filing separately and report the swing in the best income-driven plan's payment and lifetime cost. LOAN SIDE ONLY: the tax cost of filing separately is not modelled and the answer says so.
1 trials · measured 27 days ago
compare_married_filing_jointly_vs_separately_student_loans scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against tech.finology/student-loan, measured 11 Sept 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
- gated
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-09-11 | 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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