find_bugs
shallowio.github.fetchsandbox/mcp · Verify this server
FIRST STEP for any API-integration bug — webhooks, payments, auth, email, SMS, subscriptions. Reach for this the moment a user reports a symptom in an app that talks to a provider: 'customers charged twice', 'the webhook fires but nothing happens', 'their balance is wrong', 'we keep emailing a bounced address', 'paused but they still have access'. Packages the current project — local, uncommitted, private, no git URL needed — and audits it against a corpus of real, harvested API-integration failures (idempotency, signature verification, event ordering, pagination, rate limits, state drift) that a read of the code alone does not surface. THIS IS A FINDING, NOT A PROOF. Every finding is a hypothesis until it is measured on the real code. Do NOT stop here, and do NOT write your own test to confirm one — call fix_bug for a proposed diff, then prove_fix to measure it. The response carries `next_actions` telling you exactly what to call next; follow it. Runs for up to a few minutes.
1 trials · measured 14 days ago
find_bugs scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.fetchsandbox/mcp, measured 23 Sept 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 |
|---|---|---|---|
| 2026-09-23 | 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/ef258329-7521-41f8-b6a4-e7d6a6974ad7)