# vector-database-engineer

Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similarity search. Use PROACTIVELY for vector search implementation, embedding optimization, or semantic retrieval systems.

## Decision Card

- Recommendation score: 34/100 (Review first)
- Fit score: 48/100
- 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: http
- Capabilities: RAG, Multi-agent orchestration, Coding assistance, Design assistance

## Evidence

- Source: https://github.com/wshobson/agents/blob/main/plugins/llm-application-dev/agents/vector-database-engineer.md
- 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/agents/wshobsonagents-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/agents/wshobsonagents-vector-database-engineer/trial.json

## Profile Data Package

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