{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "itsmostafa-system-one-connector--gate-agent-actions-on-confidence",
 "repo": "itsmostafa/system-one-connector",
 "repo_url": "https://github.com/itsmostafa/system-one-connector",
 "repo_slug": "itsmostafa-system-one-connector",
 "title": "Let an agent act only when it is confident",
 "page_title": "How to let an agent act only when it is confident with System One Connector",
 "summary": "Use Jev confidence scores to proceed on clear cases and escalate unsure ones.",
 "who": "A developer building an agent workflow that takes actions such as replies, refunds or deletions and needs a safe stop point.",
 "problem": "An agent that cannot measure its own certainty either acts on guesses or asks a human about everything.",
 "outcome": "The agent proceeds when the confidence is high and escalates to a person when the answer is close to a coin flip.",
 "steps": [
  "Run `curl -fsSL https://raw.githubusercontent.com/itsmostafa/system-one-connector/main/install.sh | sh`",
  "Run `TYPESAFE_API_KEY=your-key evaluate setup mcp`",
  "Write a rule in your agent's instructions: proceed when the top probability is above your chosen threshold, otherwise ask a person",
  "Test the rule on a few known cases from your own history",
  "Adjust the threshold until the escalations match what a person would have escalated"
 ],
 "agent_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.",
 "agents": [
  "claude-code",
  "codex"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The threshold is your choice and the README gives no recommended value, so test it on your own cases before relying on it.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "go",
 "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"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/itsmostafa-system-one-connector/gate-agent-actions-on-confidence/",
 "md": "https://dedupedai.com/use-cases/itsmostafa-system-one-connector/gate-agent-actions-on-confidence/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/itsmostafa-system-one-connector--gate-agent-actions-on-confidence.json",
 "api_version": "v1"
}