find_similar
shallowio.github.tettertotter/fundinglandscape · Verify this server
Find opportunities similar to a given one using semantic similarity. Returns each result with similarityScore (0-1) and a concise matchExplanation of shared signals such as category/class, geography, organization, and award amount band. Useful when user likes one result and wants more like it. Uses vector embeddings to find conceptually related opportunities, not just keyword matches. Paid feature. Counts toward your monthly searches.
1 trials · measured 8 days ago
find_similar scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.tettertotter/fundinglandscape, 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
- gated
- 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.
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[](https://vouch.tools/tools/6a76fffd-e238-4add-ae88-9b378b9e9041)