# colibri | Vincenzo Fornaro | Knowledge Base | Instagit

Run frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦

GitHub Stars: 27.7k

Repository: https://github.com/JustVugg/colibri

---

## Articles

### [How to Set Up a Development Environment for Colibri on macOS](/JustVugg/colibri/how-to-set-up-a-development-environment-for-colibri-on-macos)

Set up your Colibri development environment on macOS quickly. Install dependencies, clone the JustVugg/colibri repo, and compile for CPU and Metal GPU in minutes.

- Tags: getting-started
- Published: 2026-09-12

### [Versioning Strategies for Colibri: A Layered Approach to Multi-Component Compatibility](/JustVugg/colibri/what-are-the-versioning-strategies-for-colibri)

Discover Colibri's versioning strategies for multi-component compatibility. Explore layered approaches to ensure backward compatibility across C engine, Python CLI, and model containers.

- Tags: best-practices
- Published: 2026-09-12

### [How to Handle Asynchronous Tasks in Colibri: Streaming Completions and Cancellation](/JustVugg/colibri/how-to-handle-asynchronous-tasks-in-colibri)

Learn to manage asynchronous tasks in Colibri by implementing streaming completions and cancellation. Discover how Colibri uses Server-Sent Events and AbortController for efficient handling.

- Tags: how-to-guide
- Published: 2026-09-12

### [What Kind of Background Jobs Does Colibri Support?](/JustVugg/colibri/what-kind-of-background-jobs-does-colibri-support)

Discover Colibri's background job support including Windows Job Objects for process management and a Background I/O Loader Pool for efficient MoE shard loading during inference.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Monitor Colibri Performance: Real-Time Telemetry and Metrics Guide](/JustVugg/colibri/how-to-monitor-colibri-performance)

Monitor Colibri performance with real-time telemetry and metrics. Learn how to track latency, throughput, and GPU utilization using its API and server logs.

- Tags: how-to-guide
- Published: 2026-09-12

### [CI/CD Pipeline for Colibri: Complete Guide to Automated Builds and Multi-Platform Testing](/JustVugg/colibri/what-is-the-ci-cd-pipeline-for-colibri)

Explore the Colibri CI CD pipeline Automate builds and multi-platform testing across Linux macOS Windows and ARM64 for every push or pull request.

- Tags: how-to-guide
- Published: 2026-09-12

### [Best Practices for Developing with Colibri: A Complete Guide to Contributing](/JustVugg/colibri/what-are-the-best-practices-for-developing-with-colibri)

Master Colibri development with best practices. Preserve CPU path, use dev branch, and run make check for stable contributions. Your complete guide to collaborating on the JustVugg/colibri repo.

- Tags: best-practices
- Published: 2026-09-12

### [How to Integrate Colibri with Other Services: OpenAI-Compatible API Guide](/JustVugg/colibri/how-to-integrate-colibri-with-other-services)

Easily integrate Colibri with other services using its OpenAI-compatible API. Connect any OpenAI client by redirecting the base URL to your Colibri instance for seamless integration.

- Tags: how-to-guide
- Published: 2026-09-12

### [Security Considerations for Colibri Development: Hardening the HTTP API and Desktop UI](/JustVugg/colibri/what-are-the-security-considerations-for-colibri-development)

Learn essential Colibri development security considerations including API hardening, authentication, host validation, CORS, and rate limiting to protect against attacks.

- Tags: best-practices
- Published: 2026-09-12

### [How to Debug Colibri Applications: Engine, CLI, and UI Techniques](/JustVugg/colibri/how-to-debug-colibri-applications)

Debug Colibri applications using environment variables for the C inference engine, stderr monitoring via the CLI, and React Profiling for per-turn timings. Enhance your debugging workflow.

- Tags: how-to-guide
- Published: 2026-09-12

### [Logging Mechanisms in Colibri: A Deep Dive into Python Standard Library Implementation](/JustVugg/colibri/what-logging-mechanisms-are-used-in-colibri)

Explore Colibri's logging mechanisms, leveraging Python's standard logging module and custom wrappers. Understand how Colibri captures diagnostic data and progress.

- Tags: deep-dive
- Published: 2026-09-12

### [How to Handle Configuration in Colibri: A Complete Guide to Model JSON Setup](/JustVugg/colibri/how-to-handle-configuration-in-colibri)

Master Colibri configuration with our complete guide to model JSON setup. Learn to handle mandatory and optional config files for secure, efficient model loading.

- Tags: how-to-guide
- Published: 2026-09-12

### [Colibri Deployment Strategies: 5 Production-Ready Methods for Inference Workloads](/JustVugg/colibri/what-are-the-deployment-strategies-for-colibri)

Discover 5 production-ready Colibri deployment strategies for inference workloads. Explore native CLI to Kubernetes orchestration for your C++ inference engine.

- Tags: best-practices
- Published: 2026-09-12

### [How to Build a Docker Image for Colibri: A Complete Guide](/JustVugg/colibri/how-to-build-a-docker-image-for-colibri)

Learn how to build a Docker image for Colibri with this complete guide. Automate the build process from source using the provided Dockerfile for a production-ready image.

- Tags: how-to-guide
- Published: 2026-09-12

### [Colibri API Structure: OpenAI-Compatible Endpoints and Implementation Details](/JustVugg/colibri/what-is-the-api-structure-for-colibri)

Explore the Colibri API structure with OpenAI-compatible endpoints. Implement chat completions, tool-calling, and more using a lightweight Python gateway with zero external dependencies.

- Tags: api-reference
- Published: 2026-09-12

### [How Database Management Works in Colibri: File-Based Storage Architecture](/JustVugg/colibri/how-is-the-database-managed-in-colibri)

Discover how Colibri manages its database using file-based storage architecture with JSON config files and binary shards for zero-dependency deployment and massive model streaming.

- Tags: architecture
- Published: 2026-09-12

### [What Programming Languages and Frameworks Does Colibri Use? A Complete Tech Stack Analysis](/JustVugg/colibri/what-programming-languages-and-frameworks-does-colibri-use)

Discover Colibri's tech stack: Python for AI, TypeScript React for web, and Rust Tauri for desktop apps. Understand the programming languages and frameworks powering this project.

- Tags: tech-stack-analysis
- Published: 2026-09-12

### [How to Contribute to the Colibri Project: A Complete Guide for MoE Inference Engine Developers](/JustVugg/colibri/how-to-contribute-to-the-colibri-project)

Learn how to contribute to the Colibri MoE Inference Engine. Submit pull requests, run make check, and include benchmark reports for performance changes. Get involved with JustVugg/colibri today.

- Tags: how-to-guide
- Published: 2026-09-12

### [Colibri Repository Directory Structure: Complete Guide to the JustVugg/colibri Codebase](/JustVugg/colibri/what-is-the-directory-structure-of-the-colibri-repository)

Explore the Colibri repository directory structure. Understand the polyglot architecture separating Python backend React web UI and Rust desktop components. Master the codebase with this complete guide.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Run Tests in Colibri: A Complete Guide Using Make and Python](/JustVugg/colibri/how-to-run-tests-in-colibri)

Easily run Colibri tests with make commands. Execute C unit tests with make test-c, Python integration tests with make test-py, or full CI checks with make check.

- Tags: how-to-guide
- Published: 2026-09-12

### [Core Dependencies for Colibri Development: Python Engine and Web UI Requirements](/JustVugg/colibri/what-are-the-core-dependencies-for-colibri-development)

Discover core dependencies for Colibri development including PyTorch, Transformers, SafeTensors, React, Vite, and Tailwind CSS. Explore the JustVugg/colibri repository for details.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Set Up Colibri Locally for Development: A Complete Guide](/JustVugg/colibri/how-to-set-up-colibri-locally-for-development)

Set up Colibri locally for development with this guide. Clone the JustVugg/colibri repo, compile the C engine, and verify the build to start inference.

- Tags: how-to-guide
- Published: 2026-09-12