{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "itsmostafa-system-one-connector--batch-classify-records-with-items",
 "repo": "itsmostafa/system-one-connector",
 "repo_url": "https://github.com/itsmostafa/system-one-connector",
 "repo_slug": "itsmostafa-system-one-connector",
 "title": "Classify a dataset of records in one call",
 "page_title": "How to classify a dataset of records in one call with System One Connector",
 "summary": "Pass up to 500 records as items and ask the same questions of each one.",
 "who": "A data analyst or ops engineer with a spreadsheet or export of customer messages, feedback or logs to label.",
 "problem": "Labeling rows one by one through a chat model is slow, inconsistent and hard to check at scale.",
 "outcome": "Each record returns its own answers, and a failure on one record does not stop the rest from completing.",
 "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` with your key",
  "Export your records to a JSON array, with up to 500 entries (inferred, check the README)",
  "Ask your agent to call evaluate with the records as `items` and the same questions for all of them; see docs/tool-reference.md for the exact input fields",
  "Check the per-record results and re-run only the records that failed"
 ],
 "agent_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.",
 "agents": [
  "claude-code",
  "codex"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The README says up to 500 records per call and points to docs/tool-reference.md for the exact item format, so check that file before building the input.",
 "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": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/itsmostafa-system-one-connector/batch-classify-records-with-items/",
 "md": "https://dedupedai.com/use-cases/itsmostafa-system-one-connector/batch-classify-records-with-items/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--batch-classify-records-with-items.json",
 "api_version": "v1"
}