# Cerebrum > Cerebrum — a queue-first AI orchestration platform from GDI Labs. ## Docs - [Frontend](https://docs.gdilabs.io/components/frontend.md): Next.js 16 / React 19 dashboard. Hosted on Vercel. - [Ingest](https://docs.gdilabs.io/components/ingest.md): The pipeline that pushes the knowledge hub into Qdrant. Runs locally for one-off pushes and in-cluster as a scheduled Job. - [Knowledge Hub MCP](https://docs.gdilabs.io/components/mcp-cerebrum-kb.md): A read-only stdio MCP server that exposes the Cerebrum knowledge hub to any MCP client — Claude Desktop, Claude Code, partner tools, agents — through a single uniform contract. - [Mother AI](https://docs.gdilabs.io/components/mother-ai.md): The ingest service. Rust + Axum, stateless beyond Postgres-backed projects and workflows. - [Worker](https://docs.gdilabs.io/components/worker.md): The orchestrator. A Python LangGraph service that consumes the job queue, augments prompts with retrieved context, runs the L1–L4 agent hierarchy, dispatches to free or paid models, and streams typed events back through the event bus. - [Cerebrum](https://docs.gdilabs.io/introduction.md): Cerebrum is a queue-first AI orchestration platform from GDI Labs. It runs a multi-agent hierarchy against free and paid models, augmented by a retrieval-grounded knowledge hub, with full audit trails and per-project workspace provisioning. ## OpenAPI Specs - [openapi](https://docs.gdilabs.io/api-reference/openapi.json)