--- title: "ai-engineering-from-scratch vs serge" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/rohitg00-ai-engineering-from-scratch-vs-serge-chat-serge" tools: ["rohitg00-ai-engineering-from-scratch", "serge-chat-serge"] --- # ai-engineering-from-scratch vs serge *GraphCanon updated Jul 12, 2026* ## Verdict Pick ai-engineering-from-scratch when ai-engineering-from-scratch is primarily Python; serge is Svelte; pick serge when serge is primarily Svelte; ai-engineering-from-scratch is Python. [ai-engineering-from-scratch](https://aiengineeringfromscratch.com) reports 38k GitHub stars, 6.3k forks, and 96 open issues, last pushed Jun 25, 2026. [serge](https://serge.chat) has 5.7k stars, 391 forks, and 33 open issues, last pushed Nov 21, 2025. Figures are from public GitHub metadata via [ai-engineering-from-scratch's repository](https://github.com/rohitg00/ai-engineering-from-scratch) and [serge's repository](https://github.com/serge-chat/serge). | | [ai-engineering-from-scratch](/tools/rohitg00-ai-engineering-from-scratch.md) | [serge](/tools/serge-chat-serge.md) | | --- | --- | --- | | Tagline | Learn it. Build it. Ship it for others. | A web interface for chatting with Alpaca through llama.cpp. Fully dockerized, with an easy to use API. | | Stars | 37,922 | 5,724 | | Forks | 6,329 | 391 | | Open issues | 96 | 33 | | Language | Python | Svelte | | Adopt for | Specifically designed for individuals looking to build a comprehensive understanding of AI tools and frameworks from the ground up. | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | AI Agents, Computer Vision, Developer Tools, LLM Frameworks | Computer Vision | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ai-engineering-from-scratch](/tools/rohitg00-ai-engineering-from-scratch.md) | [serge](/tools/serge-chat-serge.md) | | --- | --- | --- | | Maintenance | Active (82%) | Slowing (36%) | | Days since push | 15d | 232d | | Open issues (now) | 96 | 33 | | Owner type | User | Organization | | Security scan | No MCP manifest | No lockfile | | Full report | [trust report](/tools/rohitg00-ai-engineering-from-scratch/trust.md) | [trust report](/tools/serge-chat-serge/trust.md) | ## Decision facts: ai-engineering-from-scratch - **Pricing:** freemium - The `ai-engineering-from-scratch` repository is free and open-source under an MIT license, but for full access to additional resources or support, a paid option may be provided. Consult official or up - **Adopt for:** Specifically designed for individuals looking to build a comprehensive understanding of AI tools and frameworks from the ground up. ## Choose when ### Choose ai-engineering-from-scratch if… - ai-engineering-from-scratch is primarily Python; serge is Svelte. - License: ai-engineering-from-scratch is MIT, serge is Apache-2.0. - Pricing: The `ai-engineering-from-scratch` repository is free and open-source under an MIT license, but for full access to additional resources or support, a paid option may be provided. Consult official or up. - Tags unique to ai-engineering-from-scratch: agents, ai-engineering, computer-vision, deep-learning. - Also covers AI Agents, Developer Tools, LLM Frameworks. - When you want to start with foundational knowledge and learn the intricacies behind AI systems. ### Choose serge if… - serge is primarily Svelte; ai-engineering-from-scratch is Python. - License: serge is Apache-2.0, ai-engineering-from-scratch is MIT. - Tags unique to serge: alpaca, docker, fastapi, llama. - serge ships Docker support for self-hosted deployment. ## When NOT to use ai-engineering-from-scratch - If you are looking for a quick setup or ready-to-go solution without diving into the foundational understanding. - When your project requires immediate practical application with less emphasis on self-implemented solutions from scratch. ## When NOT to use serge - Last GitHub push was 233 days ago (slowing maintenance, Nov 21, 2025). Validate activity before betting a new project on serge. ## Common questions ### What is the difference between ai-engineering-from-scratch and serge? ai-engineering-from-scratch: Learn it. Build it. Ship it for others.. serge: A web interface for chatting with Alpaca through llama.cpp. Fully dockerized, with an easy to use API.. See the comparison table for live GitHub stats and shared categories. ### When should I choose ai-engineering-from-scratch over serge? Choose ai-engineering-from-scratch over serge when ai-engineering-from-scratch is primarily Python; serge is Svelte; License: ai-engineering-from-scratch is MIT, serge is Apache-2.0; Pricing: The `ai-engineering-from-scratch` repository is free and open-source under an MIT license, but for full access to additional resources or support, a paid option may be provided. Consult official or up; Tags unique to ai-engineering-from-scratch: agents, ai-engineering, computer-vision, deep-learning; Also covers AI Agents, Developer Tools, LLM Frameworks; When you want to start with foundational knowledge and learn the intricacies behind AI systems. ### When should I choose serge over ai-engineering-from-scratch? Choose serge over ai-engineering-from-scratch when serge is primarily Svelte; ai-engineering-from-scratch is Python; License: serge is Apache-2.0, ai-engineering-from-scratch is MIT; Tags unique to serge: alpaca, docker, fastapi, llama; serge ships Docker support for self-hosted deployment. ### When should I avoid ai-engineering-from-scratch? If you are looking for a quick setup or ready-to-go solution without diving into the foundational understanding. When your project requires immediate practical application with less emphasis on self-implemented solutions from scratch. ### When should I avoid serge? Last GitHub push was 233 days ago (slowing maintenance, Nov 21, 2025). Validate activity before betting a new project on serge. ### Is ai-engineering-from-scratch or serge more popular on GitHub? ai-engineering-from-scratch has more GitHub stars (37,922 vs 5,724). Stars measure visibility, not whether either tool fits your constraints. ### Are ai-engineering-from-scratch and serge open source? Yes - both are open-source projects on GitHub (ai-engineering-from-scratch: MIT, serge: Apache-2.0). ### Where can I find alternatives to ai-engineering-from-scratch or serge? GraphCanon lists graph-backed alternatives at [ai-engineering-from-scratch alternatives](/tools/rohitg00-ai-engineering-from-scratch/alternatives) and [serge alternatives](/tools/serge-chat-serge/alternatives) ([ai-engineering-from-scratch markdown twin](/tools/rohitg00-ai-engineering-from-scratch/alternatives.md), [serge markdown twin](/tools/serge-chat-serge/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/rohitg00-ai-engineering-from-scratch-vs-serge-chat-serge.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ai-engineering-from-scratch or serge? ai-engineering-from-scratch: Active. serge: Slowing. 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-engineering-from-scratch and serge? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ai-engineering-from-scratch trust report](/tools/rohitg00-ai-engineering-from-scratch/trust); [serge trust report](/tools/serge-chat-serge/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=rohitg00-ai-engineering-from-scratch`](/api/graphcanon/graph?tool=rohitg00-ai-engineering-from-scratch) - 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/_