OGX: An Open-Source, Vendor-Neutral Generative AI Application Server

OGX (Open GenAI Stack) is an open-source AI application server and Python library that implements the APIs of major frontier labs (OpenAI, Anthropic, Google) with pluggable backend providers. Developers building agentic AI applications--such as retrieval-augmented generation pipelines, multi-turn agents, and tool-calling workflows--can develop against a single API surface and deploy with any combination of inference engine, vector database, and safety backend, without changing application code. OGX's primary focus is the Responses API for server-side agentic orchestration, conforming to the Open Responses specification. The server also supports the Anthropic Messages API and Google GenAI Interactions API, decoupling SDK choice from model and deployment decisions. With over 20 inference providers, 13 vector store backends, and a companion Kubernetes Operator for production deployment, OGX serves as the self-hosted, model-agnostic backend for AI-powered developer tools including Claude Code, Codex CLI, OpenCode, and OpenHands. The project has over 8,400 GitHub stars, 242 contributors, and 4,000 commits across nearly two years of public development.

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Publication Details

Journal
The Journal of Open Source Software
Published
2026-11-03
DOI
https://doi.org/10.21105/joss.11234
Primary Topic
Artificial Intelligence Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

OGX: An Open-Source, Vendor-Neutral Generative AI Application Server

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The Journal of Open Source Software
Artificial Intelligence Applications
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OGX: An Open-Source, Vendor-Neutral Generative AI Application Server

Francisco Javier Arceo, Raghotham Murthy, Matthew Farrellee, Gordon Sim, Varsha Prasad Narsing, Yuan Tang, Sumanth Kamenani, Charlie Doern, Ben Browning, Sébastien Han, Derek Higgins
article en

Abstract

OGX (Open GenAI Stack) is an open-source AI application server and Python library that implements the APIs of major frontier labs (OpenAI, Anthropic, Google) with pluggable backend providers. Developers building agentic AI applications--such as retrieval-augmented generation pipelines, multi-turn agents, and tool-calling workflows--can develop against a single API surface and deploy with any combination of inference engine, vector database, and safety backend, without changing application code. OGX's primary focus is the Responses API for server-side agentic orchestration, conforming to the Open Responses specification. The server also supports the Anthropic Messages API and Google GenAI Interactions API, decoupling SDK choice from model and deployment decisions. With over 20 inference providers, 13 vector store backends, and a companion Kubernetes Operator for production deployment, OGX serves as the self-hosted, model-agnostic backend for AI-powered developer tools including Claude Code, Codex CLI, OpenCode, and OpenHands. The project has over 8,400 GitHub stars, 242 contributors, and 4,000 commits across nearly two years of public development.

The Journal of Open Source SoftwareVol. 11(127)
Red Hat (United States) (US), Meta (United States) (US)
Openalex Percentile: Top 44%
Artificial Intelligence Applications
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