christopherkarani/Swarm
Type-safe tools, on-device inference, multi-agent workflows, memory, and guardrails, in one Swift-native runtime
⚡ Executive Summary & Quick Facts
Authoritative SourceSwarm is Swarm is an open-source project written in Swift: Type-safe tools, on-device inference, multi-agent workflows, memory, and guardrails, in one Swift-native runtime..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), christopherkarani/Swarm has accumulated 588 GitHub stars and 45 forks. It is written in Swift, licensed under MIT, and ranks #11,417 globally. It is actively maintained with the latest commit recorded on Nov 10, 2026.”
| Repository | christopherkarani/Swarm ↗ |
|---|---|
| Primary Category | agent |
| Language & Stack | Swift |
| Software License | MIT |
| Community Traction | ★ 588 stars · ⑂ 45 forks · #11,417 globally |
| Maintenance | ● Active (Last commit: Nov 10, 2026) · 11 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, Swarm is actively maintained. Continuous telemetry recorded the last code commit on Nov 10, 2026 (3 days ago). Supported by 588 stars and 45 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
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+4
STARS · LAST 30 DAYS
1
PER DAY
#446
MOST-STARRED Swift
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +4 | +4 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +2 | +2 | +10 |
Swarm gained 4 stars in the last 30 days, about 1 a day, and now has 588. It is about 1 year old and has averaged roughly 588 stars a year. It ranks #446 among Swift repositories and #11,417 across all languages on GitHubRepo.
Trending Record
43
DAYS ON TRENDING
#1998
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Swarm has maintained a continuous presence across global trending indexes, peaking at #1998. Below is the 30-day activity profile:
💡 Overview
Swarm is an open-source project written in Swift: Type-safe tools, on-device inference, multi-agent workflows, memory, and guardrails, in one Swift-native runtime.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agent, agentic-ai, agentic-systems. 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/christopherkarani/Swarm.git
cd Swarm⚙ 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
Swarm 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 Swarm.
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 Swarm using your package manager: `git clone https://github.com/christopherkarani/Swarm.git`
Initialize your project workspace or configuration file for Swarm.
Import Swarm into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Swarm --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
christopherkarani/Swarm is currently ranked #11,417 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #11,407 | tox-dev/sphinx-autodoc-typehints | Python | ★ 589 | Compare ↗ |
| #11,407 | hellofresh/health-go | Go | ★ 589 | Compare ↗ |
| #11,407 | kkebo/DNSecure | Swift | ★ 589 | Compare ↗ |
| #11,407 | amazon-braket/amazon-braket-examples | Python | ★ 589 | Compare ↗ |
| #11,407 | opensearch-project/opensearch-k8s-operator | Go | ★ 589 | Compare ↗ |
| #11,417 | christopherkarani/Swarm This Project | Swift | ★ 588 | |
| #11,417 | squeryl/squeryl | Scala | ★ 588 | Compare ↗ |
| #11,417 | ganeti/ganeti | Python | ★ 588 | Compare ↗ |
| #11,417 | eliasnogueira/selenium-java-lean-test-architecture | Java | ★ 588 | Compare ↗ |
| #11,417 | oxidecomputer/humility | Rust | ★ 588 | Compare ↗ |
| #11,417 | mtcute/mtcute | TypeScript | ★ 588 | Compare ↗ |
Frequently Asked Questions
What does Swarm do? +
Type-safe tools, on-device inference, multi-agent workflows, memory, and guardrails, in one Swift-native runtime
Is Swarm actively maintained in 2026? +
Yes, Swarm is actively maintained. The latest code push was recorded on Nov 10, 2026 (3 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 588 stars and 11 open issues.
What language is Swarm written in? +
The primary language is Swift. Topics include: agent, agentic-ai, agentic-systems, agents, ai.
How many stars does Swarm have? +
Swarm has 588 stars and 45 forks on GitHub.
How does Swarm rank among GitHub repositories? +
With 588 stars, christopherkarani/Swarm is ranked #11,417 globally across all repositories tracked on GitHubRepo and #446 among Swift projects.
What license is Swarm distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
