FluidInference/FluidUse
Local computer use on Apple silicon: on-device typed decisions with laya and form filling with CUA-S1-FORMS, driven through the macOS Accessibility API
⚡ Executive Summary & Quick Facts
Authoritative SourceFluidUse is FluidUse is an open-source project written in Swift: Local computer use on Apple silicon: on-device typed decisions with laya and form filling with CUA-S1-FORMS, driven through the macOS Accessibility API..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), FluidInference/FluidUse has accumulated 508 GitHub stars and 38 forks. It is written in Swift, licensed under Apache-2.0, and ranks #12,259 globally. It is actively maintained with the latest commit recorded on Oct 13, 2026.”
| Repository | FluidInference/FluidUse ↗ |
|---|---|
| Primary Category | accessibility api |
| Language & Stack | Swift |
| Software License | Apache-2.0 |
| Community Traction | ★ 508 stars · ⑂ 38 forks · #12,259 globally |
| Maintenance | ● Active (Last commit: Oct 13, 2026) · 8 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: 88/100 · Grade AYes, FluidUse is actively maintained. Continuous telemetry recorded the last code commit on Oct 13, 2026 (31 days ago). Supported by 508 stars and 38 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (31 days ago) and healthy issue cadence.
Star History
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+0
STARS · LAST 30 DAYS
1
PER DAY
#488
MOST-STARRED Swift
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +0 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +0 | +10 |
FluidUse gained 0 stars in the last 30 days, about 1 a day, and now has 508. It is about 1 year old and has averaged roughly 508 stars a year. It ranks #488 among Swift repositories and #12,259 across all languages on GitHubRepo.
Trending Record
45
DAYS ON TRENDING
#201
BEST RANK
Sep 23, 2026
FIRST APPEARANCE
Active
STATUS TODAY
FluidUse has maintained a continuous presence across global trending indexes, peaking at #201. Below is the 30-day activity profile:
💡 Overview
FluidUse is an open-source project written in Swift: Local computer use on Apple silicon: on-device typed decisions with laya and form filling with CUA-S1-FORMS, driven through the macOS Accessibility API.
Engineered for speed, consistency, and developer ease, it solves common hurdles in accessibility-api, apple-silicon, computer-use. 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/FluidInference/FluidUse.git
cd FluidUse⚙ 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
FluidUse 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 FluidUse.
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 FluidUse using your package manager: `git clone https://github.com/FluidInference/FluidUse.git`
Initialize your project workspace or configuration file for FluidUse.
Import FluidUse into your codebase or invoke it directly from your terminal.
Execute your test suite or run `FluidUse --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
FluidInference/FluidUse is currently ranked #12,259 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #12,246 | TheLunarCompany/lunar | TypeScript | ★ 509 | Compare ↗ |
| #12,246 | ollama4j/ollama4j | Java | ★ 509 | Compare ↗ |
| #12,246 | NoKV-Lab/NoKV | Rust | ★ 509 | Compare ↗ |
| #12,246 | vavallee/bindery | Go | ★ 509 | Compare ↗ |
| #12,246 | Nanako0129/syrtis | Swift | ★ 509 | Compare ↗ |
| #12,259 | FluidInference/FluidUse This Project | Swift | ★ 508 | |
| #12,259 | galtzo-floss/flag_shih_tzu | Ruby | ★ 508 | Compare ↗ |
| #12,259 | edspencer/jaml | JavaScript | ★ 508 | Compare ↗ |
| #12,259 | quirkey/resque-status | Ruby | ★ 508 | Compare ↗ |
| #12,259 | cloudburst/libheap | Python | ★ 508 | Compare ↗ |
| #12,259 | madlib/archived_madlib | C | ★ 508 | Compare ↗ |
Frequently Asked Questions
What does FluidUse do? +
Local computer use on Apple silicon: on-device typed decisions with laya and form filling with CUA-S1-FORMS, driven through the macOS Accessibility API
Is FluidUse actively maintained in 2026? +
Yes, FluidUse is actively maintained. The latest code push was recorded on Oct 13, 2026 (31 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 508 stars and 8 open issues.
What language is FluidUse written in? +
The primary language is Swift. Topics include: accessibility-api, apple-silicon, computer-use, coreml, decision-model.
How many stars does FluidUse have? +
FluidUse has 508 stars and 38 forks on GitHub.
How does FluidUse rank among GitHub repositories? +
With 508 stars, FluidInference/FluidUse is ranked #12,259 globally across all repositories tracked on GitHubRepo and #488 among Swift projects.
What license is FluidUse distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
