find_surveys_for_position
shallowio.github.mkibrick/compshop · Verify this server
Find compensation surveys that benchmark a specific job title or position (e.g. 'Software Engineer', 'CPA', 'Sr Acct', 'head of finance'). Combines literal title matching with embedding-based semantic similarity, so abbreviations and paraphrases work — 'CPA' returns 'Certified Public Accountant', 'Sr Acct' returns 'Senior Accountant'. Reports per position are ranked to surface broad-coverage surveys (general-industry, US scope) before niche cuts.
1 trials · measured 8 days ago
find_surveys_for_position scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.mkibrick/compshop, measured 25 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
- open
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 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
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[](https://vouch.tools/tools/81448db6-b350-49a4-a9f5-c49007937c9c)