audit_server
shallowio.github.shawndei/glimind · Verify this server
Agent-readiness audit of an MCP server (a Lighthouse for MCP): score 0-100 plus prioritised fixes for broken or untyped schemas, undocumented parameters, missing readOnlyHint/destructiveHint, tool names some clients reject, protocol version, uptime, breaking changes, and how many tokens its tool list costs an agent per session. Pass serverId for a listed server, or url to check any MCP endpoint live (one handshake + tools/list; no tool is ever called). Use it when building or choosing a server.
1 trials · measured today
audit_server scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.shawndei/glimind, 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
- self-provisionable
- Category
- Communication
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-20 | 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
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/3a18324f-13a3-42db-80db-c84a962a5ded)