chat_gemini_flash
shallowio.github.molkex/omni-flash-veo3-nano-banana · Verify this server
Быстрый и дешёвый Gemini 3 Flash — для коротких запросов, классификации, извлечения полей из текста. Идёт в вашу подписку Google, наши токены не тратит. Args: messages: список {"role": "user|assistant", "content": "..."}. system: системный промпт (опционально). account_email: форсировать конкретный Google-аккаунт. account_tag: форсировать аккаунты с указанным тэгом. Returns: {"text": str, "usage": {"input_tokens": int, "output_tokens": int}}. Raises: MCPError: если ключ невалиден, Google не подключён, или квота исчерпана.
1 trials · measured 1 day ago
chat_gemini_flash scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.molkex/omni-flash-veo3-nano-banana, measured 18 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
- gated
- Category
- Content & media
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-18 | 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/1d818a35-f5fb-4ebe-8d92-5c058cc5dbb5)