{"data":{"slug":"colibri","name":"colibrì","tagline":"Apache-2.0 pure-C zero-deps MoE streamed from disk","category":"agents","categoryName":"AI Agents","url":"https://justvugg.github.io/colibri/","github":"https://github.com/JustVugg/colibri","pricing":"open-source","hook":"colibrì runs frontier MoE models on hardware you already own — pure C engine, zero runtime deps, experts streamed from NVMe instead of living entirely in RAM/VRAM.","whatsGood":"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.","theCatch":"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.","addedAt":"2026-09-16","featured":false,"domain":"AI Agents","subSpecialty":"Tooling","subcategory":"Agent Frameworks & SDKs","tags":["self-host","permissive","active","young-repo","fast-stars"],"capabilities":["inference","moe","local"],"surfaces":["Self-host"],"ecosystem":["Multi-platform"],"licenseModel":"Apache-2.0","githubStars":42774,"starsPerWeek":2708,"access":"free","archived":false,"repo":{"createdAt":"2026-07-01","pushedAt":"2026-10-19","license":"Apache-2.0","archived":false,"checkedAt":"2026-10-19"}},"related":[{"slug":"claude-code","name":"Claude Code","tagline":"Terminal-first coding agent with deep repository context"},{"slug":"cursor","name":"Cursor","tagline":"The AI-first code editor that understands your codebase"},{"slug":"devin","name":"Devin","tagline":"Autonomous AI engineer for defined engineering tasks"},{"slug":"stagehand","name":"Stagehand","tagline":"AI-native browser automation that mixes code and natural language"},{"slug":"browser-use","name":"Browser Use","tagline":"Open-source framework for LLM-driven browser agents"}],"links":{"self":"/api/gems/colibri","html":"/gems/colibri","markdown":"/gems/colibri.md","category":"/api/gems?category=agents","categoryPage":"/stacks/agents"}}