Run a 105 GB AI model on a Mac that can't hold it. Qwen3.8-Flash-Next 4-bit, streamed from SSD on 16–64 GB Apple Silicon Macs. Fully native Swift, MLX and Metal. Offline, no Python. CLI, Swift library, and Ollama/OpenAI/Anthropic APIs. Works with Claude Code and Codex.
⚡ Executive Summary & Quick Facts
Authoritative Sourceslotstream is slotstream is an open-source project written in Swift: Run a 105 GB AI model on a Mac that can't hold it. Slotstream streams Qwen3.8-Flash-Next (125B mixture of experts) from your SSD and caches the busiest experts in memory, so it runs on Macs with 16 to 64 GB. One native Swift binary on MLX and Metal, no Python, offline. Works with Claude Code, Codex and Ollama or OpenAI clients..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), carloslfu/slotstream has accumulated 662 GitHub stars and 54 forks. It is written in Swift, licensed under MIT, and ranks #10,747 globally. It is actively maintained with the latest commit recorded on Nov 9, 2026.”
| Repository | carloslfu/slotstream ↗ |
|---|---|
| Primary Category | apple silicon |
| Language & Stack | Swift |
| Software License | MIT |
| Community Traction | ★ 662 stars · ⑂ 54 forks · #10,747 globally |
| Maintenance | ● Active (Last commit: Nov 9, 2026) · 4 open issues |
| Target Audience | Developers and engineering teams building with Swift, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, slotstream is actively maintained. Continuous telemetry recorded the last code commit on Nov 9, 2026 (4 days ago). Supported by 662 stars and 54 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
Add Live Star History & Verified Badges to README.md
Keep your repository README looking professional and dynamic. As our continuous crawler records new stars, these official SVG badges update in real time with zero maintenance.
Renders your high-resolution star trajectory chart right inside your GitHub README or project docs.
[](https://githubrepo.cloud/repo/carloslfu/slotstream?utm_source=readme_chart)Compact badges for your README header. Real-time stars, velocity, health audit, and rank.
[](https://githubrepo.cloud/repo/carloslfu/slotstream?utm_source=readme_badge) [](https://githubrepo.cloud/repo/carloslfu/slotstream?utm_source=readme_badge) [](https://githubrepo.cloud/repo/carloslfu/slotstream?utm_source=readme_badge) [](https://githubrepo.cloud/repo/carloslfu/slotstream?utm_source=readme_badge) [](https://githubrepo.cloud/repo/carloslfu/slotstream?utm_source=readme_badge)Momentum
+202
STARS · LAST 30 DAYS
7
PER DAY
#416
MOST-STARRED Swift
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +11 | +202 | +630 |
| Per day | 2 | 7 | 7 |
| Forks gained | +0 | +19 | +10 |
slotstream gained 202 stars in the last 30 days, about 7 a day, and now has 662. It is about 1 year old and has averaged roughly 662 stars a year. It ranks #416 among Swift repositories and #10,747 across all languages on GitHubRepo.
Trending Record
42
DAYS ON TRENDING
#676
BEST RANK
Sep 26, 2026
FIRST APPEARANCE
Active
STATUS TODAY
slotstream has maintained a continuous presence across global trending indexes, peaking at #676. Below is the 30-day activity profile:
💡 Overview
slotstream is an open-source project written in Swift: Run a 105 GB AI model on a Mac that can't hold it. Slotstream streams Qwen3.8-Flash-Next (125B mixture of experts) from your SSD and caches the busiest experts in memory, so it runs on Macs with 16 to 64 GB. One native Swift binary on MLX and Metal, no Python, offline. Works with Claude Code, Codex and Ollama or OpenAI clients.
Engineered for speed, consistency, and developer ease, it solves common hurdles in apple-silicon, claude-code, inference-engine. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Swift for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ git clone https://github.com/carloslfu/slotstream.git
cd slotstream⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Swift 5.9+ / Xcode 15+ (macOS/Linux)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
slotstream coordinates its core functionality through a modular Swift pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with slotstream.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install slotstream using your package manager: `git clone https://github.com/carloslfu/slotstream.git`
Initialize your project workspace or configuration file for slotstream.
Import slotstream into your codebase or invoke it directly from your terminal.
Execute your test suite or run `slotstream --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Swift, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
carloslfu/slotstream is currently ranked #10,747 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #10,737 | scholtz/wallet | TypeScript | ★ 663 | Compare ↗ |
| #10,737 | PlayForm/Compress | TypeScript | ★ 663 | Compare ↗ |
| #10,737 | panpf/zoomimage | Kotlin | ★ 663 | Compare ↗ |
| #10,737 | epam/ai-dial-core | Java | ★ 663 | Compare ↗ |
| #10,737 | AzurIce/ranim | Rust | ★ 663 | Compare ↗ |
| #10,747 | carloslfu/slotstream This Project | Swift | ★ 662 | |
| #10,747 | wycats/rack-offline | Ruby | ★ 662 | Compare ↗ |
| #10,747 | aliyun/terraform-provider-alicloud | Go | ★ 662 | Compare ↗ |
| #10,747 | googleapis/google-cloud-cpp | C++ | ★ 662 | Compare ↗ |
| #10,747 | terrapkg/packages | Rhai | ★ 662 | Compare ↗ |
| #10,747 | simple-acme/simple-acme | C# | ★ 662 | Compare ↗ |
Frequently Asked Questions
What does slotstream do? +
Run a 105 GB AI model on a Mac that can't hold it. Qwen3.8-Flash-Next 4-bit, streamed from SSD on 16–64 GB Apple Silicon Macs. Fully native Swift, MLX and Metal. Offline, no Python. CLI, Swift library, and Ollama/OpenAI/Anthropic APIs. Works with Claude Code and Codex.
Is slotstream actively maintained in 2026? +
Yes, slotstream is actively maintained. The latest code push was recorded on Nov 9, 2026 (4 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 662 stars and 4 open issues.
What language is slotstream written in? +
The primary language is Swift. Topics include: apple-silicon, claude-code, inference-engine, llm, llm-inference.
How many stars does slotstream have? +
slotstream has 662 stars and 54 forks on GitHub.
How does slotstream rank among GitHub repositories? +
With 662 stars, carloslfu/slotstream is ranked #10,747 globally across all repositories tracked on GitHubRepo and #416 among Swift projects.
What license is slotstream distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
