submit_lead_feedback
shallowio.github.Misar-AI/misarreach-mcp · Verify this server
Record whether an AI-generated outreach message for a lead was good or bad, as training signal for future generations. Use it when the user judges a drafted message — it improves later output rather than changing anything now. It does not edit, resend, or delete the message, and it sends nothing to the lead. Writes a feedback record; sending the same verdict twice is harmless. Requires an API key. Costs no credits.
1 trials · measured 8 days ago
submit_lead_feedback scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.Misar-AI/misarreach-mcp, 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
- gated
- 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/da1e5817-214b-4553-bc38-eea055ef40a0)