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  • Joined Apr 19, 2026

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viktor-veresh-dev/README.md

Hi, I'm Viktor Veresh

I build the backend infrastructure that sits between AI and production systems — the middleware, data gateways, and developer tooling that make AI integrations safe, observable, and maintainable.

Most teams hit a wall after the demo stage: the AI works, but connecting it to real databases, live event streams, and internal knowledge bases without creating security or operational problems is a different kind of engineering. That's what I focus on.

What I work on

Secure AI-to-database access layers. Webhook classification and event-driven automation. Semantic search and retrieval infrastructure. MCP servers and AI tooling backends. All built with clean architecture, thorough test coverage, and production-minded defaults.

Tech

TypeScript · Node.js · .NET · PostgreSQL · MCP · Vector databases · AI integrations · Backend systems · Docker

Open to

Backend architecture, AI infrastructure, and integration-heavy projects. See pinned repositories below.

Pinned Loading

  1. mcp-db-gateway mcp-db-gateway Public

    Secure MCP server for PostgreSQL — read-only by default, SQL validation, API key auth, rate limiting

    TypeScript

  2. vecctl vecctl Public

    Vector database CLI — create embeddings, semantic search, migrate between stores

    C#

  3. webhook-ai-router webhook-ai-router Public

    AI-powered webhook classification and routing — Claude or rule-based fallback, configurable destinations

    TypeScript