Context
An AI operating system built single-handedly to run a services business.
Problem
A small business needs lead-gen, CRM, content and operations without a large team.
My role
Sole architect & engineer.
Approach
Self-built MCP server (single entry, 5 scopes) over org-memory (Postgres + pgvector hybrid search: vector+BM25+trigram+RRF); 27 role-specialized agents on Claude/GPT through one LLM gateway with cost & limit control.
Outcome
27 agents and 32 microservices in production, automating ops end to end.
Stack
Anthropic APIOpenAI APIMCPNode/TSVue/NuxtPostgres+pgvectorDockerPM2