{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "uzairansaruzi-p3-stack--recall-prior-thread-context",
 "repo": "uzairansaruzi/p3-stack",
 "repo_url": "https://github.com/uzairansaruzi/p3-stack",
 "repo_slug": "uzairansaruzi-p3-stack",
 "title": "Pull context from earlier threads instead of re-explaining",
 "page_title": "How to pull context from earlier threads instead of re-explaining with P3 Stack",
 "summary": "Search and read past T3 threads to recover decisions and code history.",
 "who": "A developer returning to a repo after days away who needs to know what was decided earlier.",
 "problem": "Re-explaining past decisions to a new agent session costs time and loses detail.",
 "outcome": "The agent finds the relevant earlier thread and summarizes the decisions it needs.",
 "steps": [
  "Install the skills with `./install.sh` if needed.",
  "Run `/p3-help` or `/recall` to find the right skill for a memory lookup.",
  "Have the agent call `t3_thread_search` with keywords from the old work.",
  "Have the agent call `t3_thread_read` on the matching thread.",
  "Confirm the summary matches the thread before acting on it."
 ],
 "agent_prompt": "In the repo at <repo-path>, use t3_thread_search for <keywords>, then t3_thread_read on the best match. Expected output: a short summary of the decisions in that thread with thread identifiers. Verify the summary against the raw thread text.",
 "agents": [
  "any"
 ],
 "difficulty": "Beginner",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "The README names these tools without showing their inputs, so the search keywords you use may need trial and error.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "shell",
 "requirements": [
  "T3 Code installed, since install.sh links skills for it to read",
  "git and a shell to run install.sh",
  "At least one model provider available through T3 Code's orchestrator_capabilities",
  "A git repository to work on"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.6,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/uzairansaruzi-p3-stack/recall-prior-thread-context/",
 "md": "https://dedupedai.com/use-cases/uzairansaruzi-p3-stack/recall-prior-thread-context/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/uzairansaruzi-p3-stack--recall-prior-thread-context.json",
 "api_version": "v1"
}