# vector-database-engineer

This one handles the full stack of vector search implementation, from picking the right embedding model to tuning HNSW indexes for your latency budget. It covers the major platforms (Pinecone, Weaviate, Qdrant, Milvus, pgvector) and walks through chunking strategies, hybrid search setup, and metadata filtering. The workflow is practical: analyze your data,...

## Decision Card

- Recommendation score: 28/100 (Review first)
- Fit score: 42/100
- Trust tier: Needs review
- Install readiness: Source guide
- Trial status: not_recorded
- Claim status: Unclaimed
- Verified level: Unverified
- Primary risk: No community evaluation
- Next action: manual_review

## Fit & Capabilities

- Role: Coding & Development
- Protocols: manual review
- Capabilities: Workflow automation, RAG, Coding assistance, Reusable skill package, Design assistance

## Evidence

- Source: https://claudemarketplaces.com/skills/sickn33/antigravity-awesome-skills/vector-database-engineer
- Source activity: Source review needed
- Community reviews: 0
- External reputation signals: 0
- Known gaps: community review, third-party review/discussion signal, sandbox trial result

## Risk & Safety

- Security verdict: Evidence is thin. Read source, license, and requirements before trial.
- Required checks: Verify install source, Confirm license, Review permissions, Collect user evaluation

## Installation

- Readiness: Source guide
- Primary method: Source guide
- Install JSON: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/install.json

## Trial Plan

- Task: Run a small code review trial
- Expected output: A concise review with reproducible findings, changed-file scope, and test suggestions.
- Trial JSON: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/trial.json

## Profile Data Package

- profile.json: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/profile.json
- score.json: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/score.json
- evidence.json: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/evidence.json
- trust.json: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/trust.json
- trial.json: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/trial.json
- install.json: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/install.json
- history.json: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/history.json
- similar.json: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/similar.json
- dossier.md: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/dossier.md
- summary.md: https://agentstaffer.com/skills/claudemarketplaces-vector-database-engineer/summary.md
- visibility-report.json: https://agentstaffer.com/vendors/claudemarketplaces-vector-database-engineer/visibility-report.json
- claim.json: https://agentstaffer.com/claim.json
- Vendor visibility report: https://agentstaffer.com/vendors/claudemarketplaces-vector-database-engineer/visibility-report
- Agent index: https://agentstaffer.com/agents.json