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What you can do with System One Connector

A Go MCP connector that gives AI agents direct access to System One models, mainly TypeSafe's Jev, for quick yes/no, choice and score judgments with probabilities.

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itsmostafa/system-one-connector on GitHub

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What do you want to do?

4 use cases

  • Triage support tickets by urgency and owning team

    Have an agent score each ticket for urgency and pick the owning team with probabilities.

    View prompt
    Use the evaluate tool from the itsmostafa/system-one-connector repo to decide whether this ticket is urgent (noul question) and which team should own it (choice question with billing, technical and sales criteria): <ticket text>. Return the noul value and the department probabilities as JSON. Verify that the probabilities for the choice question sum to about 1.

  • Classify a dataset of records in one call

    Pass up to 500 records as items and ask the same questions of each one.

    View prompt
    Using the evaluate tool from the itsmostafa/system-one-connector repo, pass the records in <file path> as items (up to 500) and ask whether each one is negative in sentiment using a score question. Return one answer per record as CSV. Verify that the number of returned rows equals the number of input records, and list any that failed.

  • Let an agent act only when it is confident

    Use Jev confidence scores to proceed on clear cases and escalate unsure ones.

    View prompt
    Use the evaluate tool from the itsmostafa/system-one-connector repo to answer this question about <case description>: <your question>. Proceed only if the top probability is at least <threshold>, otherwise return 'escalate'. Verify the returned confidence field matches the highest probability before deciding.

  • Route judgments to a self-hosted CLM or Laya model

    Point the connector at your own server to run CLM or Laya instead of the hosted Jev.

    View prompt
    Using the evaluate tool from the itsmostafa/system-one-connector repo configured with a self-hosted CLM or Laya endpoint, ask whether <text> conveys urgency (noul question). Return the probability and the endpoint used. Verify that the response came from your local address and not a hosted one.

How to use System One Connector

  1. Check you have what it needs: A TypeSafe API key from https://console.typesafe.ai/, or an OpenRouter API key; A macOS or Linux terminal to run the installer; A supported agent client such as Claude Code, Claude Desktop, Codex or Hermes.
  2. Open itsmostafa/system-one-connector on GitHub and read the README and license.
  3. Run curl -fsSL https://raw.githubusercontent.com/itsmostafa/system-one-connector/main/install.sh | sh
  4. Get a key at https://console.typesafe.ai/ and run TYPESAFE_API_KEY=your-key evaluate setup mcp
  5. Open Claude Code or Codex and ask it to use evaluate on a ticket with an urgency question and a department question
  6. Read the returned is_urgent noul value and the department probabilities

These steps come from our top use case, Triage support tickets by urgency and owning team, which also has a copy-paste agent prompt.

System One Connector alternatives · Best AI repos for Software and DevOps

About this repo

Requirements

  • A TypeSafe API key from https://console.typesafe.ai/, or an OpenRouter API key
  • A macOS or Linux terminal to run the installer
  • A supported agent client such as Claude Code, Claude Desktop, Codex or Hermes
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Questions about System One Connector

What is System One Connector?

A Go MCP connector that gives AI agents direct access to System One models, mainly TypeSafe's Jev, for quick yes/no, choice and score judgments with probabilities. It is an open-source project on GitHub: https://github.com/itsmostafa/system-one-connector.

Who is System One Connector for?

Developers and agent builders who want their AI agents to make quick, branchable judgment calls instead of parsing prose.

What can I do with System One Connector?

4 use cases so far, for example: Triage support tickets by urgency and owning team; Classify a dataset of records in one call; Let an agent act only when it is confident. Each has steps and a copy-paste agent prompt.

What do I need to run System One Connector?

A TypeSafe API key from https://console.typesafe.ai/, or an OpenRouter API key; A macOS or Linux terminal to run the installer; A supported agent client such as Claude Code, Claude Desktop, Codex or Hermes.

What are alternatives to System One Connector?

Other hot AI repos in Software and DevOps: Harness2, iFixAi, Orca, Diagram Design, AI Memory.

Is System One Connector safe to run?

Deduped does not own, audit or vouch for it. Read the README and license, run it on your own systems first and review every command before you run it.