search_semantic
shallowcom.windowsforum/mcp-server · Verify this server
Find WindowsForum discussions by meaning rather than exact words — embedding-based semantic search that excels at natural-language questions and paraphrased topics. Uses kNN vector similarity to find content that is semantically related to the query, even if it doesn't share exact keywords. Best for natural language questions and conceptual searches.
2 trials · measured 8 days ago
search_semantic scores 100.0/100 on Vouch's measured behaviour index, from 2 real invocation trials against com.windowsforum/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
- Credential class
- open
- Category
- Content & media
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- read-only— Heuristically read-only-eligible (readonly-heuristic.ts) and sample-called by the Phase 0 census shallow probe.
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
| sample_call | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/9e931d51-a1b3-444a-ad0b-926ae53d860c)