{
 "schema_version": 1,
 "generated": "2026-10-24",
 "id": "2youg1-sprawling-agents--replay-agent-interactions-for-review",
 "repo": "2youg1/sprawling-agents",
 "repo_url": "https://github.com/2youg1/sprawling-agents",
 "repo_slug": "2youg1-sprawling-agents",
 "title": "Review how agents interacted during a run",
 "page_title": "How to review how agents interacted during a run with Sprawling Agents",
 "summary": "Export the city's message history with playback and check it against the Ledger.",
 "who": "A researcher or developer studying how a group of agents coordinates without human relay.",
 "problem": "Agent-to-agent messages are hard to audit after the fact, so claims about who did what are hard to verify.",
 "outcome": "An exported history of agent messages you can check against the Ledger record.",
 "steps": [
  "Start the city with `sprawling up ./cities/first`.",
  "Let residents message one another, find each other and coordinate a task.",
  "Ask the Mayor to run the playback skill described in crates/city/skills/playback/SKILL.md to export the history. (inferred, check the README)",
  "Open the exported history and compare a sample of messages with the Ledger entries."
 ],
 "agent_prompt": "In the 2youg1/sprawling-agents repo, read crates/city/skills/playback/SKILL.md, then export the message history of the city at <city path>. Expected output: an exported history file. Verify that three messages picked at random appear in the Ledger with matching content.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "1 hour",
 "basis": "readme",
 "caveat": "The README describes playback as exporting history for checking against the Ledger, so the exact export format should be read from the skill file, not assumed.",
 "category": "Work and operations",
 "tags": [
  "Work and operations"
 ],
 "lang": "rust",
 "requirements": [
  "Node.js and npm for the npm install route, or Bun, or the Rust toolchain for cargo install",
  "A model provider account you can connect, or a local model",
  "A browser to use the page the city opens",
  "Alpha software: data formats and the interface may change between versions"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/2youg1-sprawling-agents/replay-agent-interactions-for-review/",
 "md": "https://dedupedai.com/use-cases/2youg1-sprawling-agents/replay-agent-interactions-for-review/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/2youg1-sprawling-agents--replay-agent-interactions-for-review.json",
 "api_version": "v1"
}