iqtoolkit is an architect-led open-source platform that brings enterprise-grade intelligence to multi-database management. While technically a free project, it operates with the strategic rigor and product vision of a commercial software vendor. Born from a "DBA-to-Architect" evolution, iqtoolkit unifies fragmented database operations into a single, AI-driven intelligence layer. It delivers production-ready performance analyzers for PostgreSQL and MongoDB, utilizing LLMs (Ollama and OpenAI) to provide deep architectural recommendations rather than simple query fixes. It distinguishes itself from standard open-source tools through business-grade execution: shipping with verified Helm charts for Kubernetes, secure REST APIs, and a roadmap targeting enterprise compliance (RBAC, encryption). It solves the high-value problem of data fragmentation, offering a scalable infrastructure that bridges the gap between operational fire-fighting and long-term architectural stability.

Operational Reality Over Theory — Built by someone who's lived production systems, not abstract principles. DBA experience informs every decision. Unification Over Fragmentation — Consolidates fragmented database operations into one intelligent layer. PostgreSQL + MongoDB unified, finally. Intelligence at Scale — AI embedded by default (Ollama or OpenAI), enabling smart recommendations enterprise teams can act on immediately. Enterprise-Grade by Default — Production-ready from day one: Kubernetes Helm charts, RBAC security, encryption, audit logging. Reliability isn't optional. DBA-Built, Architect-Led — Unique positioning: evolved from 3 AM incidents to designing solutions that prevent them. Both credibilities combined. Community-Informed Authenticity — Build in public, solicit feedback transparently, but stay true to architect vision over chasing every request. Pragmatism Over Perfection — Ship working solutions now rather than perfect architectures later.