Prism: Make Your AI Editor Delegate

Prism is an MCP-based delegation layer that lets AI editors offload narrow coding and debugging tasks to local specialist agents running locally on Ollama.

It keeps the editor or premium model as the orchestrator while handling jobs like PR triage, Kubernetes debugging, and frontend work through repo-defined agents.

In a todo app benchmark, orchestrator input fell from 6,191 tokens to 363 tokens — a 94.1% reduction — with comparable output quality.

The approach is aimed at reducing context bloat and token spend for developers who send frequent prompt-heavy requests.