{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "stablyai-orca--review-and-annotate-ai-diffs",
 "repo": "stablyai/orca",
 "repo_url": "https://github.com/stablyai/orca",
 "repo_slug": "stablyai-orca",
 "title": "Review AI diffs line by line and send feedback back",
 "page_title": "How to review AI diffs line by line and send feedback back with Orca",
 "summary": "Comment on any diff line in Orca and return the notes to the agent to fix before you commit.",
 "who": "A developer who reviews code an agent produced and wants to give specific feedback without switching to another tool.",
 "problem": "Agent output often needs small corrections, and writing those corrections in a chat window loses the exact line context.",
 "outcome": "You leave comments on specific diff lines, the agent receives them, and you review and commit the revised changes inside Orca.",
 "steps": [
  "Install Orca with `brew install --cask stablyai/orca/orca` on macOS, or download a build from https://onorca.dev/download for your system.",
  "Open the worktree where the agent made its changes.",
  "Add comments to the diff lines that need work.",
  "Send the comments back to the agent.",
  "Review the updated diff and commit when it is correct."
 ],
 "agent_prompt": "In the stablyai/orca repo, open the worktree at <worktree-path> and send the diff annotations to the agent. Output the revised diff with each annotated line addressed. Verify that every annotated line changed or has a written reply.",
 "agents": [
  "any"
 ],
 "difficulty": "Beginner",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "Orca's diff annotations are sent to the agent you run in Orca, so review quality depends on that agent's own behavior.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "typescript",
 "requirements": [
  "A desktop computer running macOS, Windows, or Linux",
  "A git repository to work in",
  "At least one CLI coding agent (such as Claude Code, Codex, or OpenCode) that you already have access to with your own subscription"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/stablyai-orca/review-and-annotate-ai-diffs/",
 "md": "https://dedupedai.com/use-cases/stablyai-orca/review-and-annotate-ai-diffs/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/stablyai-orca--review-and-annotate-ai-diffs.json",
 "api_version": "v1"
}