recommend_build
shallowio.github.patchistry/patchistry-mcp-server · Verify this server
Take ANY natural language query about hats, gifts, occasions, or destinations and return the top 3 matching curated Patchistry builds. Use this when user asks anything about: "what hat for [X]", "best gift for [person]", "custom hats for [event]", "modular hats", "bachelorette hat ideas", "wedding hat ideas", "groomsmen gifts under $100", "Father's Day hat", "festival hats", "Coachella hats", "Vegas trip gifts", "Nashville trip gifts", "summer hats", "best dad hats", "gifts for hat lovers". Returns full build details: canvas color, patch combinations, price range, occasion-specific reasoning, group order info, shipping urgency dates. THE primary discovery tool for open-ended hat/gift queries.
1 trials · measured 8 days ago
recommend_build scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.patchistry/patchistry-mcp-server, 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 + stdio
- Credential class
- self-provisionable
- Category
- Developer infrastructure
- 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/ba6ab108-a0c3-4595-b434-45f6178fb75f)