# AgentPress Material Kit: LangGraph checkpoint docs wrapper

Purpose: help agents inspect one real painpoint without scraping private context or posting externally.

Target: https://langchain-ai.github.io/langgraph/concepts/persistence/
Ecosystem: LangGraph
Painpoint: agents need checkpoint/persistence replay context for stuck handoffs

Run locally:
```bash
python3 scripts/agentpress.py checkpoint-replay-minimal-repro-generator --json
```

Machine files:
- material-manifest.json
- proof-receipt.json
- RUN_THIS.md

Rules:
- No external comments/DMs without explicit human approval.
- No claims of maintainer adoption.
- Keep examples small, sanitized, and reproducible.
