Comparison
qwen3.6-windows-server vs ai-gateway
Verdict
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; pick ai-gateway if ai-gateway from Ferro Labs supports over 30 LLMs with integrated caching, guardrails, A/B testing, and cost controls, making it ideal for managing multiple language models in a production environment.
Markdown twin · qwen3.6-windows-server alternatives · ai-gateway alternatives
GraphCanon updated Sep 20, 2026
11views this month
vs
Trust & integrity
| Signal | qwen3.6-windows-server | ai-gateway |
|---|---|---|
| Maintenance | Slowing (128d since push) As of Sep 20, 2026 · github_public_v1 | Very active (2d since push) As of Sep 12, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 20, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 12, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 15, 2026 · osv@v1 | Published findings As of Jul 15, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- qwen3.6-windows-server
- One-click Qwen3.6-27B inference tool for Windows
- ai-gateway
- Unified AI Gateway for multiple LLMs with caching, guardrails, A/B testing, and cost controls
Stars
- qwen3.6-windows-server
- 229
- ai-gateway
- 256
Forks
- qwen3.6-windows-server
- 23
- ai-gateway
- 35
Open issues
- qwen3.6-windows-server
- 9
- ai-gateway
- 68
Language
- qwen3.6-windows-server
- Python
- ai-gateway
- Go
Adopt for
- qwen3.6-windows-server
- 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.
- ai-gateway
- ai-gateway from Ferro Labs supports over 30 LLMs with integrated caching, guardrails, A/B testing, and cost controls, making it ideal for managing multiple language models in a production environment.
Persona
- qwen3.6-windows-server
- -
- ai-gateway
- -
Runtime
- qwen3.6-windows-server
- -
- ai-gateway
- -
License
- qwen3.6-windows-server
- -
- ai-gateway
- Apache-2.0 - a permissive free software license
Last pushed
- qwen3.6-windows-server
- May 14, 2026
- ai-gateway
- Sep 10, 2026
Categories
- qwen3.6-windows-server
- Inference & Serving
- ai-gateway
- Inference & Serving, Model Training
Trust and health
Maintenance
- qwen3.6-windows-server
- Slowing (36%)
- ai-gateway
- Very active (96%)
Days since push
- qwen3.6-windows-server
- 128d
- ai-gateway
- 2d
Open issues (now)
- qwen3.6-windows-server
- 9
- ai-gateway
- 68
Stars delta
- qwen3.6-windows-server
- +2 (30d)
- ai-gateway
- +37 (30d)
Open issues delta
- qwen3.6-windows-server
- +1 (30d)
- ai-gateway
- +5 (30d)
Owner type
- qwen3.6-windows-server
- User
- ai-gateway
- Organization
OSV dependency advisories
- qwen3.6-windows-server
- No lockfile (source not queried)
- ai-gateway
- Published findings
Full report
- qwen3.6-windows-server
- Trust report
- ai-gateway
- Trust report
Shared compatibility
- Python · qwen3.6-windows-server: Python runtime · ai-gateway: Python runtime
Choose qwen3.6-windows-server if…
- qwen3.6-windows-server is primarily Python; ai-gateway is Go.
- 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 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
Choose ai-gateway if…
- ai-gateway is primarily Go; qwen3.6-windows-server is Python.
- Tags unique to ai-gateway: ai-gateway, litellm, llm-cost, llm-proxy.
- Also covers Model Training.
- When you need to integrate more than 30 different LLM services including OpenAI and Anthropic
When NOT to use ai-gateway
- If your project only involves one or two LLMs which does not necessitate the gateway's broad compatibility features
- For small-scale projects that do not require comprehensive cost analysis tools
- When custom integration for specific guardrails is required, as ai-gateway offers generalized settings
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (devnen/qwen3.6-windows-server) · observed Sep 20, 2026
- GitHub forks (devnen/qwen3.6-windows-server) · observed Sep 20, 2026
- Last push (devnen/qwen3.6-windows-server) · observed May 14, 2026
- License file (unknown) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (ferro-labs/ai-gateway) · observed Sep 20, 2026
- GitHub forks (ferro-labs/ai-gateway) · observed Sep 20, 2026
- Last push (ferro-labs/ai-gateway) · observed Sep 10, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: qwen3.6-windows-server 229 · ai-gateway 256 (synced Sep 20, 2026).
Common questions
- What is the difference between qwen3.6-windows-server and ai-gateway?
- qwen3.6-windows-server: One-click Qwen3.6-27B inference tool for Windows. ai-gateway: Unified AI Gateway for multiple LLMs with caching, guardrails, A/B testing, and cost controls. See the comparison table for live GitHub stats and shared categories.
- When should I choose qwen3.6-windows-server over ai-gateway?
- Choose qwen3.6-windows-server over ai-gateway when qwen3.6-windows-server is primarily Python; ai-gateway is Go; 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 choose ai-gateway over qwen3.6-windows-server?
- Choose ai-gateway over qwen3.6-windows-server when ai-gateway is primarily Go; qwen3.6-windows-server is Python; Tags unique to ai-gateway: ai-gateway, litellm, llm-cost, llm-proxy; Also covers Model Training; When you need to integrate more than 30 different LLM services including OpenAI and Anthropic.
- 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
- When should I avoid ai-gateway?
- If your project only involves one or two LLMs which does not necessitate the gateway's broad compatibility features For small-scale projects that do not require comprehensive cost analysis tools When custom integration for specific guardrails is required, as ai-gateway offers generalized settings
- Is qwen3.6-windows-server or ai-gateway more popular on GitHub?
- ai-gateway has more GitHub stars (256 vs 229). Stars measure visibility, not whether either tool fits your constraints.
- Are qwen3.6-windows-server and ai-gateway open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to qwen3.6-windows-server or ai-gateway?
- GraphCanon lists graph-backed alternatives at qwen3.6-windows-server alternatives and ai-gateway alternatives (qwen3.6-windows-server markdown twin, ai-gateway markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, qwen3.6-windows-server or ai-gateway?
- qwen3.6-windows-server: Slowing. ai-gateway: Very active. 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 qwen3.6-windows-server and ai-gateway?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: qwen3.6-windows-server trust report; ai-gateway trust report.