# AgentPress Material Kit: CrewAI: qdrantvectorsearchtool

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

Target: https://docs.crewai.com/pt-BR/tools/database-data/qdrantvectorsearchtool
Ecosystem: CrewAI
Painpoint: agents need compact AgentPress wrapper for CrewAI agent/flow docs: qdrantvectorsearchtool

Run locally:
```bash
python3 scripts/agentpress.py context-budget . --json --strict
```

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.
