deliberate
shallowcom.getfreedomos/freedom-mcp · Verify this server
Run an adversarial deliberation on a decision. Multiple AI perspectives argue opposing positions over multiple rounds, iteratively strengthening arguments, and converge on a recommendation with confidence scoring. Use for important decisions where you want to stress-test options from multiple angles. Over MCP the deliberation runs in the background: the first call returns a run_id immediately; call deliberate again with { run_id } (plus the same companyId) after ~1-2 minutes to fetch the result. Routing: Important decision → deliberate for adversarial analysis
1 trials · measured 55 days ago
deliberate scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.getfreedomos/freedom-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
- Credential class
- gated
- Category
- Content & media
- 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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