Seb Labs

dev.seblabs/seblabsVersion 1.1.0

Typed AI decisions for agents: classify, route, screen evidence, score and batch-label text.

Status

Responds748 msNov 14, 2026, 14:27 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 14:27 UTC
Latency: 748 ms
Remotes responding: 1 of 1
Sign-in: API key
Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 21:12 UTC

Data from the official MCP Registry, checked by run.zero. How we check

Connect

Streamable HTTP

https://mcp.seblabs.dev/mcpResponds748 msNov 14, 2026, 14:27 UTC

No sign-in

Claude Code

claude mcp add --transport http seblabs https://mcp.seblabs.dev/mcp --header 'Authorization: Bearer <YOUR_TOKEN>'

Replace <YOUR_TOKEN> before running.

Claude Desktop and claude.ai

Settings > Connectors > Add custom connector
Name: seblabs
Remote MCP server URL: https://mcp.seblabs.dev/mcp
This server expects the header Authorization.

Cursor

{
  "mcpServers": {
    "seblabs": {
      "url": "https://mcp.seblabs.dev/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_TOKEN>"
      }
    }
  }
}

Replace <YOUR_TOKEN> before running.

VS Code

code --add-mcp '{"name":"seblabs","type":"http","url":"https://mcp.seblabs.dev/mcp","headers":{"Authorization":"Bearer <YOUR_TOKEN>"}}'

Replace <YOUR_TOKEN> before running.

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Tools

5 tools

Tools of Seb Labs
	Description		Read-only	Idempotent	Open world
`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 input tokens. Not a bulk discount or a single flat-priced request.	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 input tokens. Not a bulk discount or a single flat-priced request.	Not declared	Not declared	Not declared	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.	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	Not declared	Not declared	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.	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.	Not declared	Yes	Not declared	No
`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.	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	Not declared	Not declared	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.	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	Not declared	Not declared	Not declared

Details

Registry status: Active
Published: Oct 26, 2026
Updated: Oct 26, 2026
Website: https://seblabs.dev/docs#agent-plugin⁠ (opens in a new tab)
Repository: Not given
Categories: Uncategorized
GDPR: Not declared

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