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中文Swarms Blog
Engineering notes, product updates, and guides for building multi-agent systems with Swarms.
46 articles
Introducing the Auto Agent Builder: Generate a Complete Agent Team From a Single Task
The Auto Agent Builder turns a one-line task into a full roster of ready-to-run agent configurations, each with its own name, system prompt, and model. Here is how it works, how to use the page and the API, and how to take a generated roster straight into production.
Introducing the MCP Portal: Discover, Publish, and Monetize MCP Servers on the Swarms Marketplace
The Swarms Marketplace now has a dedicated MCP Portal for Model Context Protocol servers. Browse the most popular community-built MCPs, connect tools like Firecrawl, DeepWiki, and Exa to your AI agents, and publish your own MCP server with free or paid access.
The Vaulted Tokenized Agents Competition Is Live: $2,000 in SOL Over Two Weeks
The next Swarms Marketplace competition is here. Launch an AI agent with Vault Mode enabled before August 19 and compete for a $2,000 SOL prize pool: $1,000 for first, $700 for second, $300 for third, ranked by real on-chain trading volume.
The First Frenzy Competition Results, and the Vaulted Tokenized Agents Competition
The first Swarms Frenzy Competition closed with 23+ agent launches and over $250,000 in trading volume. Here are the winners, how prizes are paid, and the next competition: two weeks of Vault Mode launches competing for $2,000 in SOL.
Swarms Cloud Changelog: July 14 to August 3
A week by week, day by day log of everything that shipped on Swarms Cloud over the last three weeks: live swarm architecture pages fetched straight from the API, a public pricing page, a session persistence fix, a security hardening pass, saved flows in the Workflow Builder, a rebuilt Token Usage date range, and a footer connection check.
Swarms Weekly Ecosystem Update [July 27 - August 1]: Swarms v14 'Zena', Agent Competitions, and the API Examples Suite
This week across the Swarms ecosystem: Swarms v14 'Zena' ships AutoAgentBuilder, a unified MCP manager, and a faster GraphWorkflow; the Marketplace launches recurring Agent Competitions; a new open-source repository collects 100+ runnable Swarms API examples; and two new guides cover GraphWorkflow versus LangGraph and building agents with Kimi K3.
Swarms v14 'Zena': AutoAgentBuilder, a Unified MCP Manager, and a Faster GraphWorkflow
A complete technical walkthrough of Swarms v14, code-named Zena. AutoAgentBuilder turns a plain-English task into a working agent roster, a unified MCP manager brings OAuth and multi-server tool discovery, and GraphWorkflow now runs on native rustworkx. Plus three new multi-agent architectures, sandboxed computer-use tools, distributed tracing, and a security pass covering SSRF and token storage. Every feature, improvement, and bug fix since June 12, with runnable code.
Ship AI Agents Faster with the Swarms API Examples Suite
Our new open-source repository collects 100+ runnable examples for the Swarms API, covering single agents, coordinated swarms, every orchestration pattern, model integrations across GPT-5, Claude, Gemini, Grok, DeepSeek and more, plus streaming, vision, tools, and real industry use cases.
Introducing Agent Competitions: Build, Launch, and Compete for Real Prizes
Swarms now runs recurring competitions for agent builders. The first one, the Frenzy Volume Championship, pays $1,000 in SOL to the three agents with the most trading volume this week. Entry is automatic, the leaderboard is live, and a new competition follows every week.