🧰 Spotlight: AI Engineering Toolkit

Free tools for teams building production AI — from Zion Tech Group. Open-sourced on GitHub.

🏗️ Architecture & Selection

Vector DB Comparator

pgvector vs Qdrant vs Weaviate vs Pinecone vs Milvus.

GitHub

Model Router Configurator

Cost/latency/quality sliders → routing rules.

GitHub

Vendor Lock-in Score

Portability assessment of your AI stack.

GitHub

Multilingual AI Checker

i18n gap analysis for global AI rollouts.

GitHub

📏 Evaluation & Quality

RAG Eval Kit

Retrieval quality, groundedness and latency scoring.

GitHub

Prompt A/B Playground

Side-by-side prompt comparison with quality scoring.

GitHub

Synthetic Data Checker

Fidelity, utility and privacy checks for synthetic data.

GitHub

🔐 Security & Costs

Prompt Leak Scanner

Find secrets and PII in prompts before they leak.

GitHub

MCP Security Checklist

Hardening checklist for MCP servers.

GitHub

SLA Breach Cost Calculator

Downtime cost by tier and credit exposure.

GitHub