Official MCP RegistryListed
Seb Labs
Typed AI decisions for agents: classify, route, screen evidence, score and batch-label text.
First seen 26 Oct 2026. Evidence as of 28 Oct 2026.
5
Tools
From an anonymous probe
1
Source listings
Each with its own history
6
Recorded changes
Since first seen
Tools
| Tool | Description | Behaviour |
|---|---|---|
| seb_batch_decide | Use to classify, screen, triage, rank by an explicit rubric, or bulk-label up to 100 independent text states with the same 1–10 typed questions. Each result retains its input index and its own success/error; up to four items run concurrently. Inspect all per-item errors and retry failed items only, not the whole successful batch. Input limits and the account request/token-rate limits still apply. Requires a funded account token; each successful item/question charges model input tokens. Not a bulk discount or a single flat-priced request. | Not declared |
| seb_decide | Use for evidence/claim support checks, binary screening, rubric scoring, or several related judgments on one text state. Supply 1–10 named questions: choice has 2–20 option keys mapped to descriptions (or null); noul asks a precisely worded positive/yes proposition and returns its probability in [0,1]; score has 2–5 rubric levels ordered low to high and returns a 0-based expected ordinal score with probabilities. Returns typed answers and metered usage without a prose explanation. Include all needed facts; no browsing or retrieval. Requires a funded account token; shared state is metered separately for each question. | Not declared |
| seb_demo | Use for a free connection/interface check or a fixed example of enterprise, finance, robotics or handoff decisions. Returns labeled illustrative probabilities, never live inference. No account token is required. Use a paid tool to judge your own input. | Read-only |
| seb_fin_analyze | Use only for entitled accounts with an enabled dedicated Seb-9B-Fin backend, to judge financial language or supplied point-in-time market context with the same choice/noul/score schema. The public general-model endpoint does not currently enable this specialist. Returns typed model estimates, not investment advice, a forecast guarantee or an executed trade. Missing finance configuration/entitlement returns an error; never assume general-model fallback. Paid input-token metering applies when enabled. | Not declared |
| seb_route | Use for fast single-label classification or routing: ticket triage, intent/topic/sentiment labels, selecting a tool or workflow, guardrail categories or an escalation decision. Supply the relevant context and 2–20 unique option labels (up to 80 characters each); add an unclear/escalate label if appropriate. Returns the selected label and probabilities for every option. No explanation or downstream action. Model-estimated probabilities can be wrong. Requires a funded account token; charges input tokens. | Not declared |
Change history
- seb_route: input schema changed (+model_version)
- seb_decide: input schema changed (+model_version)
- seb_batch_decide: input schema changed (+model_version)
- seb_batch_decide: description changed (+"request/token-rate limits" -"question-rate limit")
- server instructions changed (+"Select model_version: "v2" on seb_route, seb_decide or seb_batch_decide to pin Seb-9B-v2-NVFP4. v2 is the only supported general-model version and the default when omitted. Unsupported versions are rejected; no silent fallback. The same model_version field works on REST requests. Finance is a separate gated specialist." +"{"name":"seb_route","arguments":{"model_version":"v2","context":"The" +"{"name":"seb_decide","arguments":{"model_version":"v2","state":"Evidence:")
- Listed (registry)
| Source | Listing | First seen | Last seen | Versions |
|---|---|---|---|---|
| Official MCP Registry | dev.seblabs/seblabs | 26 Oct 2026 | 28 Oct 2026 | 1 |