tengu_v3_research_synthesis
shallowio.github.Hlobo-dev/tengu-firm · Verify this server
Citation-rich research synthesis (grounded LLM). Returns a concise synthesized answer plus the list of source URLs that grounded it. Use when the user wants the answer GROUNDED with explicit sources (e.g. 'summarize NVIDIA's last earnings call and link the transcript'). Distinct from web_search — this returns prose + citations, not a list of headlines.
1 trials · measured 8 days ago
tengu_v3_research_synthesis scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.Hlobo-dev/tengu-firm, 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
- unreachable
- Category
- Finance & compliance
- 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/1253f141-94f4-4bf2-9b05-3323f79cbe62)