Mingbird-agent

Local-first agent harness (Windows + Ollama) for 2–9B models. Same 2B model: 0.017 → 0.821 across four agent harnesses — 48×. 288-cell benchmark, every cell public. One-click zero-outbound mode. 本地优先，一键断网，零遥测。鸣鸟

GitHub

Official source

Start locally with the CLI guide