--- title: "ai-serving vs chatbox" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/autodeployai-ai-serving-vs-chatboxai-chatbox" tools: ["autodeployai-ai-serving", "chatboxai-chatbox"] --- # ai-serving vs chatbox *GraphCanon updated Jul 15, 2026* ## Verdict Pick ai-serving when ai-serving is primarily Scala; chatbox is TypeScript; pick chatbox when chatbox is primarily TypeScript; ai-serving is Scala. [ai-serving](https://github.com/autodeployai/ai-serving) reports 166 GitHub stars, 31 forks, and 3 open issues, last pushed Feb 24, 2026. [chatbox](https://chatboxai.app?utm_medium=github) has 41k stars, 4.2k forks, and 1.2k open issues, last pushed Jun 12, 2026. Figures are from public GitHub metadata via [ai-serving's repository](https://github.com/autodeployai/ai-serving) and [chatbox's repository](https://github.com/chatboxai/chatbox). | | [ai-serving](/tools/autodeployai-ai-serving.md) | [chatbox](/tools/chatboxai-chatbox.md) | | --- | --- | --- | | Tagline | Serving AI/ML models in the open standard formats PMML and ONNX with both HTTP (REST API) and gRPC endpoints | Powerful AI Client | | Stars | 166 | 41,011 | | Forks | 31 | 4,150 | | Open issues | 3 | 1,208 | | Language | Scala | TypeScript | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | GPL-3.0 | | Categories | Computer Vision, Inference & Serving | Computer Vision, Developer Tools, Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ai-serving](/tools/autodeployai-ai-serving.md) | [chatbox](/tools/chatboxai-chatbox.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Steady (60%) | | Days since push | 141d | 33d | | Open issues (now) | 3 | 1.2k | | Full report | [trust report](/tools/autodeployai-ai-serving/trust.md) | [trust report](/tools/chatboxai-chatbox/trust.md) | ## Choose when ### Choose ai-serving if… - ai-serving is primarily Scala; chatbox is TypeScript. - License: ai-serving is Apache-2.0, chatbox is GPL-3.0. - Tags unique to ai-serving: ai-serving, inference, inference-server, onnx. ### Choose chatbox if… - chatbox is primarily TypeScript; ai-serving is Scala. - License: chatbox is GPL-3.0, ai-serving is Apache-2.0. - Tags unique to chatbox: assistant, chatbot, chatgpt, claude. - Also covers Developer Tools. - chatbox ships an MCP server manifest. ## When NOT to use ai-serving - Last GitHub push was 141 days ago (slowing maintenance, Feb 24, 2026). Validate activity before betting a new project on ai-serving. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ## When NOT to use chatbox - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ## Common questions ### What is the difference between ai-serving and chatbox? ai-serving: Serving AI/ML models in the open standard formats PMML and ONNX with both HTTP (REST API) and gRPC endpoints. chatbox: Powerful AI Client. See the comparison table for live GitHub stats and shared categories. ### When should I choose ai-serving over chatbox? Choose ai-serving over chatbox when ai-serving is primarily Scala; chatbox is TypeScript; License: ai-serving is Apache-2.0, chatbox is GPL-3.0; Tags unique to ai-serving: ai-serving, inference, inference-server, onnx. ### When should I choose chatbox over ai-serving? Choose chatbox over ai-serving when chatbox is primarily TypeScript; ai-serving is Scala; License: chatbox is GPL-3.0, ai-serving is Apache-2.0; Tags unique to chatbox: assistant, chatbot, chatgpt, claude; Also covers Developer Tools; chatbox ships an MCP server manifest. ### When should I avoid ai-serving? Last GitHub push was 141 days ago (slowing maintenance, Feb 24, 2026). Validate activity before betting a new project on ai-serving. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ### When should I avoid chatbox? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ### Is ai-serving or chatbox more popular on GitHub? chatbox has more GitHub stars (41,011 vs 166). Stars measure visibility, not whether either tool fits your constraints. ### Are ai-serving and chatbox open source? Yes - both are open-source projects on GitHub (ai-serving: Apache-2.0, chatbox: GPL-3.0). ### Where can I find alternatives to ai-serving or chatbox? GraphCanon lists graph-backed alternatives at [ai-serving alternatives](/tools/autodeployai-ai-serving/alternatives) and [chatbox alternatives](/tools/chatboxai-chatbox/alternatives) ([ai-serving markdown twin](/tools/autodeployai-ai-serving/alternatives.md), [chatbox markdown twin](/tools/chatboxai-chatbox/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/autodeployai-ai-serving-vs-chatboxai-chatbox.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ai-serving or chatbox? ai-serving: Slowing. chatbox: Steady. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for ai-serving and chatbox? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ai-serving trust report](/tools/autodeployai-ai-serving/trust); [chatbox trust report](/tools/chatboxai-chatbox/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=autodeployai-ai-serving`](/api/graphcanon/graph?tool=autodeployai-ai-serving) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_