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> Customize your apps on the sidebar
> Categories for developers, marketplace users, and more
We're excited to launch Version 1 of the Swarms App Store! We've included a select few apps we've developed, along with contributions from @ssidotfun, now available in the store. Soon, you'll be able to autonomously build apps, share them on the App Store, and monetize them.
>App Store for agentic applications
>Build apps autonomously with DevSwarm
>Monetize your apps through subscriptions, usage fees, or other business models
We've significantly enhanced the design, user experience, and performance infrastructure of the Swarms Marketplace. Our mission is to make it the premier destination for sharing and discovering agents, prompts, tools, and more!
Upcoming updates will include:
> Marketplace payments, enabling users to buy and sell prompts, agents, and tools in Solana or $swarms
> All-new, no-code multi-agent features
> UpWork Like Matching for you to find agents relevant to your needs.
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Sign up for the Swarms Marketplace today and receive $20 in free credits to use with the Swarms API and other products!
Join The Swarms community, a vast network of agent-engineers, researchers, and builders dedicated to advancing agentic systems and automating the global economy π
We are pleased to announce the release of Swarms 7.8.0, one of our most comprehensive updates EVER.
This update delivers substantial enhancements, including optimized multi-tool functionality with callable support, expanded MCP compatibility, and a range of additional improvements designed to elevate performance and user experience.
Learn Moreβ¬οΈ π§΅
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Agent Tooling Enhancements in Swarms 7.8.0 π οΈ
The Swarms 7.8.0 release significantly optimizes agent tool performance, achieving a tool execution latency reduction of up to 7x. Tool invocation now supports streamlined integration of typed, docstring-annotated callable functions. Key improvements include:
We're excited to announce major enhancements to the Swarms API! Introducing intelligent dynamic caching, flex processing, a powerful new agent completion endpoint, and more!
Learn More Now β¬οΈπ§΅
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Introducing Flex Processing π
Flex Processing is a cost-optimized tier in the Swarms API designed for non-urgent AI workloads. It offers significant cost savings through a combination of token discounts and intelligent processing features.
Key Features:
β’ 75% discount on input and output token costs
β’ 75% night-time discounts (8PM-6AM PST)
β’ Automatic retries with exponential backoff (up to 3 attempts)
β’ Extended timeout window (15 minutes vs 5 minutes in standard tier)
β’ Perfect for batch processing and background tasks
Use Cases:
β’ Large-scale data processing
β’ Non-time-sensitive AI tasks
β’ Batch operations
β’ Cost-sensitive applications
β’ Background processing jobs
The Flex Processing tier automatically handles resource constraints and implements smart retry logic, making it ideal for applications where immediate response time isn't critical but cost efficiency is paramount.
Our system automatically caches agent completions with smart TTL and cleanup. Run agents faster, reduce costs, and scale efficiently.
Description:
β’ Smart TTL (Time-To-Live) of 5 minutes for cached results
β’ Automatic cache cleanup every 60 seconds
β’ Memory-efficient with size limits and LRU eviction
β’ Caches both agent configurations and completion results
β’ Reduces API calls and token usage
β’ Improves response times for repeated queries
β’ Supports concurrent requests with thread-safe operations
Our ultimate vision is to automate the world-economy by providing enterprise-grade infrastructure organizations need to build, deploy, and scale agents.
We're equipping organizations with powerful SDKs, flexible frameworks, and robust APIs to seamlessly integrate agents into their applications.
Explore our suite of tools and get started now β¬οΈπ§΅
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Swarms Python Framework π€ππ€
Our Python framework is our most battle-tested solution, built over 4 years and thousands of iterations.
β Build and configure agents with extreme precision using names, system prompts, tools, RAG, and much more
β Select from our orchestration mechanisms like SequentialWorkflow or ConcurrentWorkflow for multi-agent collaboration
β Deploy scalable agent applications with enterprise-grade reliability and performance
ReasoningAgentRouter abstracts and orchestrates powerful reasoning agents β including Reasoning Duo, Self-Consistency, Iterative Reflective Expansion aGENT, and Agent-as-a-Judge β enabling users to select the optimal reasoning method for each task.
Learn More β¬οΈπ§΅
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System Architecture Overview:
The ReasoningAgentRouter hosts a vast selection of specialized reasoning swarms such as:
We've pioneered the first reliable MCP server for the @binance, enabling enterprise-grade real-time coin data analysis and automated trade execution within the production-ready swarms-rust framework.
Learn more about about the latest updates in Swarms Rust β¬οΈ
A Thread π§΅
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This video demonstrates an agent leveraging Binance's public API to analyze financial data for a specific cryptocurrency and generate a comprehensive analysis report.
The functionality builds upon our MCP integration that was presented earlier this week!
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We've integrated an optional task evaluator tool into the agent framework (which can be disabled as needed).
Even when the maximum loop iteration is set to 300, the agent is presented with the option to invoke the task evaluator during each iteration.
When the task evaluator is activated:
- The agent must independently assess whether task completion meets specified requirements
- If established standards are not satisfied:The tool requires the agent to reconfigure the prompt for the next iteration
- Testing has shown that agents typically generate structured prompts such as 'Additional steps needed: [specific actions]...')