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colibrì

Apache-2.0 pure-C zero-deps MoE streamed from disk

AI Agents / Tooling · Apache-2.0 · 42.8k

Reviewed 2026-09-16 · last push 2026-10-19 · repo checked 2026-10-19

What's Good

Apache-2.0 (JustVugg/colibri). Single-file C engine with disk/RAM/VRAM multitiering for huge MoE families (GLM-class and cousins). `coli chat` / `coli serve` / `coli web`. No BLAS, no Python at engine runtime. Site at justvugg.github.io/colibri. Prebuilt releases for Linux/macOS/Windows.

The Catch

Vs Ollama/vLLM (local serve / high-throughput GPU serving): colibrì is research-grade MoE disk-streaming for models that do not fit, not the everyday pull-and-chat DX of Ollama or the production serving stack of vLLM. research/HW-heavy — expect fast NVMe, large model containers (hundreds of GB), and tokens/sec that track your disk hierarchy.

Verdict

Apache-2.0 pure-C MoE engine. Disk-streamed experts vs Ollama/vLLM; hardware-honest.

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