get_popular_feedback
shallowio.github.ray999/knowledge-graph · Verify this server
Show the most-liked public feedback across the community, optionally scoped to an entity, topic, or section. Each item has an optional replyAction for that thread. Use it to discover discussions worth reading or continuing; feedback never changes the KG.
2 trials · measured 1 day ago
get_popular_feedback scores 100.0/100 on Vouch's measured behaviour index, from 2 real invocation trials against io.github.ray999/knowledge-graph, measured 20 Oct 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
- 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 |
|---|---|---|---|
| 2026-10-20 | 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/3fa5fbf6-9095-422e-8d6e-0dffbec75ecd)