Merge branch 'agents-loader' of https://github.com/harshalmore31/swarms into agents-loader

pull/1022/head
harshalmore31 2 weeks ago
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# Swarms Ecosystem
# Swarms Infrastructure Stack
*The Complete Enterprise-Grade Multi-Agent AI Platform*
**We're Building the Operating System for the Agent Economy**
---
## **Join the Future of AI Development**
**We're Building the Operating System for the Agent Economy** - The Swarms ecosystem represents the most comprehensive, production-ready multi-agent AI platform available today. From our flagship Python framework to high-performance Rust implementations and client libraries spanning every major programming language, we provide enterprise-grade tools that power the next generation of intelligent applications.
---
## **Complete Product Portfolio**
| **Product** | **Technology** | **Status** | **Repository** | **Documentation** |
|-------------|---------------|------------|----------------|-------------------|
| **Swarms Python Framework** | Python | **Production** | [swarms](https://github.com/kyegomez/swarms) | [Docs](https://docs.swarms.world/en/latest/swarms/install/install/) |
| **Swarms Rust Framework** | Rust | **Production** | [swarms-rs](https://github.com/The-Swarm-Corporation/swarms-rs) | [Docs](https://docs.swarms.world/en/latest/swarms_rs/overview/) |
| **Python API Client** | Python | **Production** | [swarms-sdk](https://github.com/The-Swarm-Corporation/swarms-sdk) | [Docs](https://docs.swarms.world/en/latest/swarms_cloud/python_client/) |
| **TypeScript/Node.js Client** | TypeScript | **Production** | [swarms-ts](https://github.com/The-Swarm-Corporation/swarms-ts) | *Coming Soon* |
| **Go Client** | Go | **Production** | [swarms-client-go](https://github.com/The-Swarm-Corporation/swarms-client-go) | *Coming Soon* |
| **Java Client** | Java | **Production** | [swarms-java](https://github.com/The-Swarm-Corporation/swarms-java) | *Coming Soon* |
| **Kotlin Client** | Kotlin | **Q2 2025** | *In Development* | *Coming Soon* |
| **Ruby Client** | Ruby | **Q2 2025** | *In Development* | *Coming Soon* |
| **Rust Client** | Rust | **Q2 2025** | *In Development* | *Coming Soon* |
| **C#/.NET Client** | C# | **Q3 2025** | *In Development* | *Coming Soon* |
The Swarms ecosystem represents the most comprehensive, production-ready multi-agent AI platform available today. From our flagship Python framework to high-performance Rust implementations and client libraries spanning every major programming language, we provide enterprise-grade tools that power the next generation of agentic applications.
---
## **Why Choose the Swarms Ecosystem?**
### **Enterprise-Grade Architecture**
- **Production Ready**: Battle-tested in enterprise environments with 99.9%+ uptime
- **Scalable Infrastructure**: Handle millions of agent interactions with automatic scaling
- **Security First**: End-to-end encryption, API key management, and enterprise compliance
## **Product Portfolio by Language & API**
- **Observability**: Comprehensive logging, monitoring, and debugging capabilities
### 🐍 **Python**
### **Developer Experience**
- **Multiple Language Support**: Native clients for every major programming language
- **Unified API**: Consistent interface across all platforms and languages
- **Rich Documentation**: Comprehensive guides, tutorials, and API references
- **Active Community**: 24/7 support through Discord, GitHub, and direct channels
### **Performance & Reliability**
- **High Throughput**: Process thousands of concurrent agent requests
- **Low Latency**: Optimized for real-time applications and user experiences
- **Fault Tolerance**: Automatic retries, circuit breakers, and graceful degradation
- **Multi-Cloud**: Deploy on AWS, GCP, Azure, or on-premises infrastructure
| **Product** | **Description** | **Status** | **Repository** | **Documentation** |
|------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------|-------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------|
| **Swarms Python Framework** | The core multi-agent orchestration framework for Python. Enables building, managing, and scaling complex agentic systems with robust abstractions, workflows, and integrations. | **Production** | [swarms](https://github.com/kyegomez/swarms) | [Docs](https://docs.swarms.world/en/latest/swarms/install/install/) |
| **Python API Client** | Official Python SDK for interacting with Swarms Cloud and remote agent infrastructure. Simplifies API calls, authentication, and integration into Python applications. | **Production** | [swarms-sdk](https://github.com/The-Swarm-Corporation/swarms-sdk) | [Docs](https://docs.swarms.world/en/latest/swarms_cloud/python_client/) |
| **Swarms Tools** | A comprehensive library of prebuilt tools for various domains, including finance, social media, data processing, and more. Accelerates agent development by providing ready-to-use capabilities and integrations. | **Production** | [swarms-tools](https://github.com/The-Swarm-Corporation/swarms-tools) | *Coming Soon* |
| **Swarms Memory** | A robust library of memory structures and data loaders for Retrieval-Augmented Generation (RAG) processing. Provides advanced memory management, vector stores, and integration with agentic workflows. | **Production** | [swarms-memory](https://github.com/The-Swarm-Corporation/swarms-memory) | *Coming Soon* |
---
## **Join Our Growing Community**
### **Connect With Developers Worldwide**
### 🦀 **Rust**
| **Platform** | **Purpose** | **Join Link** | **Benefits** |
|--------------|-------------|---------------|--------------|
| **Discord Community** | Real-time support & discussions | [Join Discord](https://discord.gg/EamjgSaEQf) | • 24/7 developer support<br/>• Weekly community events<br/>• Direct access to core team<br/>• Beta feature previews |
| **Twitter/X** | Latest updates & announcements | [Follow @swarms_corp](https://x.com/swarms_corp) | • Breaking news & updates<br/>• Community highlights<br/>• Technical insights<br/>• Industry partnerships |
| **LinkedIn** | Professional network & updates | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | • Professional networking<br/>• Career opportunities<br/>• Enterprise partnerships<br/>• Industry insights |
| **YouTube** | Tutorials & technical content | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | • In-depth tutorials<br/>• Live coding sessions<br/>• Architecture deep dives<br/>• Community showcases |
| **Product** | **Description** | **Status** | **Repository** | **Documentation** |
|----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------|-------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------|
| **Swarms Rust Framework** | High-performance, memory-safe multi-agent orchestration framework written in Rust. Designed for demanding production environments and seamless integration with Rust-based systems. | **Production** | [swarms-rs](https://github.com/The-Swarm-Corporation/swarms-rs) | [Docs](https://docs.swarms.world/en/latest/swarms_rs/overview/) |
| **Rust Client** | Official Rust client library for connecting to Swarms Cloud and orchestrating agents from Rust applications. Provides idiomatic Rust APIs for agent management and communication. | **Q2 2025** | *In Development* | *Coming Soon* |
---
## **Contribute to the Ecosystem**
### 🌐 **API Clients (Multi-Language)**
### **How You Can Make an Impact**
| **Contribution Area** | **Skills Needed** | **Impact Level** | **Getting Started** |
|-----------------------|-------------------|------------------|---------------------|
| **Core Framework Development** | Python, Rust, Systems Design | **High Impact** | [Contributing Guide](https://docs.swarms.world/en/latest/contributors/main/) |
| **Client Library Development** | Various Languages (Go, Java, TS, etc.) | **High Impact** | [Client Development](https://github.com/The-Swarm-Corporation) |
| **Documentation & Tutorials** | Technical Writing, Examples | **High Impact** | [Docs Contributing](https://docs.swarms.world/en/latest/contributors/docs/) |
| **Testing & Quality Assurance** | Testing Frameworks, QA | **Medium Impact** | [Testing Guide](https://docs.swarms.world/en/latest/swarms/framework/test/) |
| **UI/UX & Design** | Design, Frontend Development | **Medium Impact** | [Design Contributions](https://github.com/The-Swarm-Corporation/swarms/issues) |
| **Bug Reports & Feature Requests** | User Experience, Testing | **Easy Start** | [Report Issues](https://github.com/The-Swarm-Corporation/swarms/issues) |
---
## **We're Hiring Top Talent**
### **Join the Team Building the Future Of The World Economy**
**Ready to work on cutting-edge agent technology that's shaping the future?** We're actively recruiting exceptional engineers, researchers, and technical leaders to join our mission of building the operating system for the agent economy.
| **Why Join Swarms?** | **What We Offer** |
|-----------------------|-------------------|
| **Cutting-Edge Technology** | Work on the most powerful multi-agent systems, distributed computing, and enterprise-scale infrastructure |
| **Global Impact** | Your code will power agent applications used by Fortune 500 companies and millions of developers |
| **World-Class Team** | Collaborate with top engineers, researchers, and industry experts from Google, OpenAI, and more |
| **Fast Growth** | Join a rapidly scaling company with massive market opportunity and venture backing |
### **Open Positions**
| **Position** | **Role Description** |
|-------------------------------|----------------------------------------------------------|
| **Senior Rust Engineers** | Building high-performance agent infrastructure |
| **Python Framework Engineers**| Expanding our core multi-agent capabilities |
| **DevOps/Platform Engineers** | Scaling cloud infrastructure for millions of agents |
| **Technical Writers** | Creating world-class developer documentation |
| **Solutions Engineers** | Helping enterprises adopt multi-agent AI |
**Ready to Build the Future?** **[Apply Now at swarms.ai/hiring](https://swarms.ai/hiring)**
| **Language/Platform** | **Description** | **Status** | **Repository** | **Documentation** |
|----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------|-------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------|
| **TypeScript/Node.js** | Official TypeScript/Node.js SDK for Swarms Cloud. Enables seamless integration of agentic workflows into JavaScript and TypeScript applications, both server-side and in the browser. | **Production** | [swarms-ts](https://github.com/The-Swarm-Corporation/swarms-ts) | *Coming Soon* |
| **Go** | Go client library for Swarms Cloud, providing Go developers with native APIs to manage, orchestrate, and interact with agents in distributed systems and microservices. | **Production** | [swarms-client-go](https://github.com/The-Swarm-Corporation/swarms-client-go) | *Coming Soon* |
| **Java** | Java SDK for Swarms Cloud, allowing enterprise Java applications to leverage multi-agent orchestration and integrate agentic capabilities into JVM-based systems. | **Production** | [swarms-java](https://github.com/The-Swarm-Corporation/swarms-java) | *Coming Soon* |
| **Kotlin** | Native Kotlin client for Swarms Cloud, designed for modern JVM and Android applications seeking to embed agentic intelligence and orchestration. | **Q2 2025** | *In Development* | *Coming Soon* |
| **Ruby** | Ruby SDK for Swarms Cloud, enabling Ruby and Rails developers to easily connect, manage, and orchestrate agents within their applications. | **Q2 2025** | *In Development* | *Coming Soon* |
| **C#/.NET** | Official C#/.NET client library for Swarms Cloud, providing .NET developers with tools to integrate agentic workflows into desktop, web, and cloud applications. | **Q3 2025** | *In Development* | *Coming Soon* |
---
---
## **Get Started Today**
### **Quick Start Guide**
| **Step** | **Action** | **Time Required** |
|----------|------------|-------------------|
| **1** | [Install Swarms Python Framework](https://docs.swarms.world/en/latest/swarms/install/install/) | 5 minutes |
| **2** | [Run Your First Agent](https://docs.swarms.world/en/latest/swarms/examples/basic_agent/) | 10 minutes |
| **3** | [Try Multi-Agent Workflows](https://docs.swarms.world/en/latest/swarms/examples/sequential_example/) | 15 minutes |
| **4** | [Join Our Discord Community](https://discord.gg/EamjgSaEQf) | 2 minutes |
| **5** | [Explore Enterprise Features](https://docs.swarms.world/en/latest/swarms_cloud/swarms_api/) | 20 minutes |
---
## **Enterprise Support & Partnerships**
### **Ready to Scale with Swarms?**
## **Why Choose the Swarms Ecosystem?**
| **Contact Type** | **Best For** | **Response Time** | **Contact Information** |
|------------------|--------------|-------------------|-------------------------|
| **Technical Support** | Development questions, troubleshooting | < 24 hours | [Book Support Call](https://cal.com/swarms/swarms-technical-support) |
| **Enterprise Sales** | Custom deployments, enterprise licensing | < 4 hours | [kye@swarms.world](mailto:kye@swarms.world) |
| **Partnerships** | Integration partnerships, technology alliances | < 48 hours | [kye@swarms.world](mailto:kye@swarms.world) |
| **Investor Relations** | Investment opportunities, funding updates | By appointment | [kye@swarms.world](mailto:kye@swarms.world) |
| **Feature** | **Description** |
|----------------------------|------------------------------------------------------------------------------------------------------|
| **Production Ready** | Battle-tested in enterprise environments with 99.9%+ uptime |
| **Scalable Infrastructure** | Handle millions of agent interactions with automatic scaling |
| **Security First** | End-to-end encryption, API key management, and enterprise compliance |
| **Observability** | Comprehensive logging, monitoring, and debugging capabilities |
| **Multiple Language Support** | Native clients for every major programming language |
| **Unified API** | Consistent interface across all platforms and languages |
| **Rich Documentation** | Comprehensive guides, tutorials, and API references |
| **Active Community** | 24/7 support through Discord, GitHub, and direct channels |
| **High Throughput** | Process thousands of concurrent agent requests |
| **Low Latency** | Optimized for real-time applications and user experiences |
| **Fault Tolerance** | Automatic retries, circuit breakers, and graceful degradation |
| **Multi-Cloud** | Deploy on AWS, GCP, Azure, or on-premises infrastructure |
---
**Ready to build the future of AI? Start with Swarms today and join thousands of developers creating the next generation of intelligent applications.**

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