--- title: "Atomic-Chat vs qwen3.6-windows-server" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/atomicbot-ai-atomic-chat-vs-devnen-qwen3-6-windows-server" tools: ["atomicbot-ai-atomic-chat", "devnen-qwen3-6-windows-server"] --- # Atomic-Chat vs qwen3.6-windows-server *GraphCanon updated Sep 20, 2026* ## Verdict Pick Atomic-Chat if atomic-Chat is a local AI app and inference engine for agents that runs open-weight LLMs privately offline; pick qwen3.6-windows-server if native Windows tool for Qwen3.6-27B inference without WSL or Docker. Offers speed of 158 tok/s on RTX 5090, 72 tok/s on RTX 3090. [Atomic-Chat](https://atomic.chat) reports 1.5k GitHub stars, 178 forks, and 55 open issues, last pushed Sep 19, 2026. [qwen3.6-windows-server](https://github.com/devnen/qwen3.6-windows-server) has 229 stars, 23 forks, and 9 open issues, last pushed May 14, 2026. Figures are from public GitHub metadata via [Atomic-Chat's repository](https://github.com/AtomicBot-ai/Atomic-Chat) and [qwen3.6-windows-server's repository](https://github.com/devnen/qwen3.6-windows-server). | | [Atomic-Chat](/tools/atomicbot-ai-atomic-chat.md) | [qwen3.6-windows-server](/tools/devnen-qwen3-6-windows-server.md) | | --- | --- | --- | | Tagline | Local AI app and inference engine for agents | One-click Qwen3.6-27B inference tool for Windows | | Stars | 1,526 | 229 | | Forks | 178 | 23 | | Open issues | 55 | 9 | | Language | TypeScript | Python | | Adopt for | Atomic-Chat is a local AI app and inference engine for agents that runs open-weight LLMs privately offline. | Native Windows tool for Qwen3.6-27B inference without WSL or Docker. Offers speed of 158 tok/s on RTX 5090, 72 tok/s on RTX 3090. | | Persona | - | - | | Runtime | - | - | | License | Other | - | | Categories | Developer Tools, Inference & Serving | Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Atomic-Chat](/tools/atomicbot-ai-atomic-chat.md) | [qwen3.6-windows-server](/tools/devnen-qwen3-6-windows-server.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 0d | 128d | | Open issues (now) | 55 | 9 | | Stars delta | +368 (30d) | +2 (30d) | | Open issues delta | +11 (30d) | +1 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/atomicbot-ai-atomic-chat/trust.md) | [trust report](/tools/devnen-qwen3-6-windows-server/trust.md) | ## Decision facts: Atomic-Chat - **Hosting:** self hosted - **Requirements:** Atomic-Chat requires TypeScript for development.; Ensure you have the necessary hardware and setup to run open-weight LLM models locally. - **Adopt for:** Atomic-Chat is a local AI app and inference engine for agents that runs open-weight LLMs privately offline. ## Decision facts: qwen3.6-windows-server - **Adopt for:** Native Windows tool for Qwen3.6-27B inference without WSL or Docker. Offers speed of 158 tok/s on RTX 5090, 72 tok/s on RTX 3090. ## Choose when ### Choose Atomic-Chat if… - Atomic-Chat is primarily TypeScript; qwen3.6-windows-server is Python. - Requirements: Atomic-Chat requires TypeScript for development.; Ensure you have the necessary hardware and setup to run open-weight LLM models locally.. - Tags unique to Atomic-Chat: ai-agent, local-first, open-source. - Also covers Developer Tools. - When you need to run large language models (LLMs) locally with full privacy and no internet connectivity required. ### Choose qwen3.6-windows-server if… - qwen3.6-windows-server is primarily Python; Atomic-Chat is TypeScript. - Tags unique to qwen3.6-windows-server: llm-inference, local-llm, offline-ai, privacy. - Need to run Qwen3.6-27B natively on Windows with no reliance on WSL or Docker ## When NOT to use Atomic-Chat - Avoid Atomic-Chat when you need cloud-based AI services that offer automatic updates and maintenance, as it focuses on local offline deployment. - Do not choose this tool if your project does not require deep-seek capabilities or self-hosted solutions but prefers more mainstream LLMs like Qwen. ## When NOT to use qwen3.6-windows-server - Require Linux OS, since this tool avoids using WSL for native performance - If looking for multi-GPU support, as specified speeds are single-GPU focused ## Common questions ### What is the difference between Atomic-Chat and qwen3.6-windows-server? Atomic-Chat: Local AI app and inference engine for agents. qwen3.6-windows-server: One-click Qwen3.6-27B inference tool for Windows. See the comparison table for live GitHub stats and shared categories. ### When should I choose Atomic-Chat over qwen3.6-windows-server? Choose Atomic-Chat over qwen3.6-windows-server when Atomic-Chat is primarily TypeScript; qwen3.6-windows-server is Python; Requirements: Atomic-Chat requires TypeScript for development.; Ensure you have the necessary hardware and setup to run open-weight LLM models locally.; Tags unique to Atomic-Chat: ai-agent, local-first, open-source; Also covers Developer Tools; When you need to run large language models (LLMs) locally with full privacy and no internet connectivity required. ### When should I choose qwen3.6-windows-server over Atomic-Chat? Choose qwen3.6-windows-server over Atomic-Chat when qwen3.6-windows-server is primarily Python; Atomic-Chat is TypeScript; Tags unique to qwen3.6-windows-server: llm-inference, local-llm, offline-ai, privacy; Need to run Qwen3.6-27B natively on Windows with no reliance on WSL or Docker. ### When should I avoid Atomic-Chat? Avoid Atomic-Chat when you need cloud-based AI services that offer automatic updates and maintenance, as it focuses on local offline deployment. Do not choose this tool if your project does not require deep-seek capabilities or self-hosted solutions but prefers more mainstream LLMs like Qwen. ### When should I avoid qwen3.6-windows-server? Require Linux OS, since this tool avoids using WSL for native performance If looking for multi-GPU support, as specified speeds are single-GPU focused ### Is Atomic-Chat or qwen3.6-windows-server more popular on GitHub? Atomic-Chat has more GitHub stars (1,526 vs 229). Stars measure visibility, not whether either tool fits your constraints. ### Are Atomic-Chat and qwen3.6-windows-server open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to Atomic-Chat or qwen3.6-windows-server? GraphCanon lists graph-backed alternatives at [Atomic-Chat alternatives](/tools/atomicbot-ai-atomic-chat/alternatives) and [qwen3.6-windows-server alternatives](/tools/devnen-qwen3-6-windows-server/alternatives) ([Atomic-Chat markdown twin](/tools/atomicbot-ai-atomic-chat/alternatives.md), [qwen3.6-windows-server markdown twin](/tools/devnen-qwen3-6-windows-server/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/atomicbot-ai-atomic-chat-vs-devnen-qwen3-6-windows-server.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, Atomic-Chat or qwen3.6-windows-server? Atomic-Chat: Very active. qwen3.6-windows-server: 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 Atomic-Chat and qwen3.6-windows-server? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Atomic-Chat trust report](/tools/atomicbot-ai-atomic-chat/trust); [qwen3.6-windows-server trust report](/tools/devnen-qwen3-6-windows-server/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=atomicbot-ai-atomic-chat`](/api/graphcanon/graph?tool=atomicbot-ai-atomic-chat) - 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/_