---
title: "conduit vs serge"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/cogwheel0-conduit-vs-serge-chat-serge"
tools: ["cogwheel0-conduit", "serge-chat-serge"]
---

# conduit vs serge

*GraphCanon updated Aug 14, 2026*

## Verdict

Pick conduit if conduit is an open-source mobile application enabling users on iOS and Android to interface with self-hosted AI services via the OpenWebUI API; pick serge if serge is a web interface for interacting with the Alpaca model via llama.cpp, fully dockerized and easy to start using.

[conduit](https://conduit.mobile) reports 1.9k GitHub stars, 193 forks, and 63 open issues, last pushed Aug 10, 2026. [serge](https://serge.chat) has 5.7k stars, 388 forks, and 33 open issues, last pushed Nov 21, 2025. Figures are from public GitHub metadata via [conduit's repository](https://github.com/cogwheel0/conduit) and [serge's repository](https://github.com/serge-chat/serge).

| | [conduit](/tools/cogwheel0-conduit.md) | [serge](/tools/serge-chat-serge.md) |
| --- | --- | --- |
| Tagline | Mobile client for OpenWebUI | Web interface for chatting with Alpaca through llama.cpp |
| Stars | 1,945 | 5,716 |
| Forks | 193 | 388 |
| Open issues | 63 | 33 |
| Language | Dart | Svelte |
| Adopt for | Conduit is an open-source mobile application enabling users on iOS and Android to interface with self-hosted AI services via the OpenWebUI API. | Serge is a web interface for interacting with the Alpaca model via llama.cpp, fully dockerized and easy to start using. |
| Persona | - | - |
| Runtime | - | - |
| License | GPL-3.0 License | Licensed under dual licenses of Apache-2.0 and MIT License. |
| Categories | Inference & Serving, LLM Frameworks | Inference & Serving, LLM Frameworks |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [conduit](/tools/cogwheel0-conduit.md) | [serge](/tools/serge-chat-serge.md) |
| --- | --- | --- |
| Maintenance | Very active (96%) | Archived (8%) |
| Days since push | 3d | 259d |
| Archived on GitHub | No | Yes |
| Open issues (now) | 63 | 33 |
| Stars delta | +157 (30d) | Unknown |
| Open issues delta | +10 (30d) | Unknown |
| Owner type | User | Organization |
| Full report | [trust report](/tools/cogwheel0-conduit/trust.md) | [trust report](/tools/serge-chat-serge/trust.md) |

## Decision facts: conduit

- **Requirements:** - The application requires a recent Flutter SDK with Dart version 3.9 or newer.; - For building on Android, Java 17 and Android 7.0+ (API level 24) are necessary requirements.; - On iOS, the application supports only devices running iOS 16.0+. Xcode is required for builds.
- **Adopt for:** Conduit is an open-source mobile application enabling users on iOS and Android to interface with self-hosted AI services via the OpenWebUI API.
- **License detail:** GPL-3.0 License

## Decision facts: serge

- **Pricing:** freemium - Serge is open source, permitting free use and alteration under its dual licenses, Apache-2.0 and MIT.
- **Requirements:** Min 4 GB RAM; Requires Docker
- **Adopt for:** Serge is a web interface for interacting with the Alpaca model via llama.cpp, fully dockerized and easy to start using.
- **License detail:** Licensed under dual licenses of Apache-2.0 and MIT License.

## Choose when

### Choose conduit if…

- conduit is primarily Dart; serge is Svelte.
- License: conduit is GPL-3.0, serge is Apache-2.0.
- Requirements: - The application requires a recent Flutter SDK with Dart version 3.9 or newer.; - For building on Android, Java 17 and Android 7.0+ (API level 24) are necessary requirements.; - On iOS, the application supports only devices running iOS 16.0+. Xcode is required for builds..
- Tags unique to conduit: mobile, ollama, openwebui, selfhosted.
- - You are using a self-hosted AI service compatible with OpenWebUI, OpenAI APIs, or Ollama endpoint, and require a mobile interface for it.

### Choose serge if…

- serge is primarily Svelte; conduit is Dart.
- License: serge is Apache-2.0, conduit is GPL-3.0.
- Pricing: Serge is open source, permitting free use and alteration under its dual licenses, Apache-2.0 and MIT..
- Requirements: Min 4 GB RAM; Requires Docker.
- Tags unique to serge: alpaca, docker, fastapi, llama.
- serge ships Docker support for self-hosted deployment.
- Use Serge when you need an out-of-the-box solution for chatting with the Alpaca model without deep technical setup knowledge. Its pre-configured Docker image ensures quick deployment.

## When NOT to use conduit

- - If you aim to use proprietary AI services that do not offer OpenAI-compatible APIs or are not compatible with the endpoints supported by Conduit.
- - Your development setup does not include Flutter SDK with Dart 3.9 or newer, Java 17 for Android builds, and Xcode or Android Studio.

## When NOT to use serge

- Avoid Serge if you require a custom model other than Alpaca or need capabilities not provided by the llama.cpp backend. It is specifically tailored for this configuration.
- Do not use Serge if your project strictly demands a single software license; it uses both MIT and Apache-2.0, which may conflict with third-party dependencies.

## Common questions

### What is the difference between conduit and serge?

conduit: Mobile client for OpenWebUI. serge: Web interface for chatting with Alpaca through llama.cpp. See the comparison table for live GitHub stats and shared categories.

### When should I choose conduit over serge?

Choose conduit over serge when conduit is primarily Dart; serge is Svelte; License: conduit is GPL-3.0, serge is Apache-2.0; Requirements: - The application requires a recent Flutter SDK with Dart version 3.9 or newer.; - For building on Android, Java 17 and Android 7.0+ (API level 24) are necessary requirements.; - On iOS, the application supports only devices running iOS 16.0+. Xcode is required for builds.; Tags unique to conduit: mobile, ollama, openwebui, selfhosted; - You are using a self-hosted AI service compatible with OpenWebUI, OpenAI APIs, or Ollama endpoint, and require a mobile interface for it.

### When should I choose serge over conduit?

Choose serge over conduit when serge is primarily Svelte; conduit is Dart; License: serge is Apache-2.0, conduit is GPL-3.0; Pricing: Serge is open source, permitting free use and alteration under its dual licenses, Apache-2.0 and MIT.; Requirements: Min 4 GB RAM; Requires Docker; Tags unique to serge: alpaca, docker, fastapi, llama; serge ships Docker support for self-hosted deployment; Use Serge when you need an out-of-the-box solution for chatting with the Alpaca model without deep technical setup knowledge. Its pre-configured Docker image ensures quick deployment.

### When should I avoid conduit?

- If you aim to use proprietary AI services that do not offer OpenAI-compatible APIs or are not compatible with the endpoints supported by Conduit. - Your development setup does not include Flutter SDK with Dart 3.9 or newer, Java 17 for Android builds, and Xcode or Android Studio.

### When should I avoid serge?

Avoid Serge if you require a custom model other than Alpaca or need capabilities not provided by the llama.cpp backend. It is specifically tailored for this configuration. Do not use Serge if your project strictly demands a single software license; it uses both MIT and Apache-2.0, which may conflict with third-party dependencies.

### Is conduit or serge more popular on GitHub?

serge has more GitHub stars (5,716 vs 1,945). Stars measure visibility, not whether either tool fits your constraints.

### Are conduit and serge open source?

Yes - both are open-source projects on GitHub (conduit: GPL-3.0, serge: Apache-2.0).

### Where can I find alternatives to conduit or serge?

GraphCanon lists graph-backed alternatives at [conduit alternatives](/tools/cogwheel0-conduit/alternatives) and [serge alternatives](/tools/serge-chat-serge/alternatives) ([conduit markdown twin](/tools/cogwheel0-conduit/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/cogwheel0-conduit-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, conduit or serge?

conduit: Very active. serge: Archived. 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 conduit and serge?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [conduit trust report](/tools/cogwheel0-conduit/trust); [serge trust report](/tools/serge-chat-serge/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=cogwheel0-conduit`](/api/graphcanon/graph?tool=cogwheel0-conduit)
- 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/_
