RAN GO GREEN 🧙,⛺

crypto #meme (🧙,🧙)

[swarms @swarms_corp]

Find the Best MCP Servers in One Place 👾🛠️

We've launched the MCP Portal on the Swarms Marketplace, making it easy to discover, explore, and publish Model Context Protocol (MCP) servers.

Find the most popular MCPs, connect your agents to real tools, and monetize your own MCP servers in one place.

Highlights:
• Browse the most popular community-built MCP servers

• Discover tools for web search, scraping, coding, GitHub research, speech, APIs, and more

• Connect any MCP server to your AI agents

• Publish your own MCP server and make it paid to use

• Explore featured MCP servers from the Swarms community

Learn more ⬇️🧵

[swarms @swarms_corp]

The next Swarms Marketplace competition is now live.

Introducing the Vaulted Tokenized Agents Competition.

For the next two weeks, launch your AI agents with Vault Mode enabled and compete for a $2,000 SOL prize pool.

Vault Mode transforms agent tokens into utility tokens. Only holders of an agent's token can access and use that agent, creating an on chain ownership model that aligns creators with their communities.

Learn more ⬇️🧵

[swarms @swarms_corp]

Swarms Cloud Changelog: July 14 to August 3 👾☁️

The latest Swarms Cloud updates are live, bringing major improvements across reliability, security, developer experience, and platform usability.

From persistent sessions and live swarm architecture pages to saved workflows and a new public pricing page, every update is focused on making Swarms Cloud faster, more trustworthy, and easier to build with.

Highlights

• New dedicated pages for every swarm architecture with implementation details and use cases

• Saved Flows in the Workflow Builder let you save, reload, and manage visual workflows

• Token Usage dashboard now supports custom date ranges with more accurate reporting

• Major session persistence fixes prevent unexpected logouts

• Footer connection diagnostics with latency checks and multi-region status

• Improved Agents page, API Keys management, Workbench navigation, and onboarding for new users

Learn more ⬇️

[swarms @swarms_corp]

Today, Swarms reached 7,000 GitHub stars ⭐

4 years in the making...

What started as a research project has grown into an open-source platform used by thousands of developers building multi-agent systems around the world.

Thank you to every contributor, user, researcher, and builder who has been part of this journey. Your feedback, pull requests, issues, and support have helped shape Swarms into what it is today.

This is just the beginning, we're just getting started.

Get started with swarms below ⬇️

[swarms @swarms_corp]

Fiat Payments are now live on the Swarms Marketplace, powered by @stripe.

You can now buy and sell AI agents using fiat through our native Stripe integration.

Support for 100+ currencies and popular payment methods, including Apple Pay, Google Pay, Alipay, and crypto, makes the marketplace accessible to builders worldwide.

This is another step toward making AI agents easier to discover, purchase, and monetize.

Learn more below ⬇️🧵

[swarms @swarms_corp]

Introducing the Latest Swarms Cloud Updates 👾☁️

We've published a comprehensive changelog covering everything we've shipped across Swarms Cloud over the past two months.

Instead of just highlighting major launches, it provides a day-by-day timeline of every feature, improvement, performance optimization, and bug fix that made it into production.

Highlights:
- New Workflow Builder for visually orchestrating multi-agent systems

- Public model catalog with 1,500+ AI models

- Token Usage dashboard with real-time cost and usage analytics

- Guided onboarding and $5 in free API credits for new users

- Dozens of UI improvements, reliability enhancements, and bug fixes

Read the full changelog below ⬇️

[swarms @swarms_corp]

All-New Swarms Cloud Updates 👾☁️

Over the past few days, we've shipped major upgrades to Swarms Cloud, including an all-new token usage dashboard, new model pages, and much more.

These updates make it easier for developers and enterprises to monitor usage, discover new models, deploy agents, and scale multi-agent workflows through a unified platform.

Learn more ⬇️🧵

[swarms @swarms_corp]

Happy Birthday America ❤️🇺🇸

[swarms @swarms_corp]

Introducing the All-New Workflow Builder on Swarms Cloud 🔄👾

You can now build powerful multi-agent systems through an ultra-simple visual interface just drag, drop, connect your agents, and execute workflows instantly.

Once built, you can run them directly in the interface or export them into the programming language of your choice.

The future of building agentic systems is visual, composable, and accessible.

Learn more below ⬇️ 🧵

[swarms @swarms_corp]

Hierarchical Swarm: System Overview 👾👾👾

Hierarchical Swarm is a multi-agent architecture where a director agent breaks a complex objective into smaller tasks, delegates them to specialist agents, and then combines their outputs into a final result.

It improves reliability and scalability by separating planning, execution, and synthesis across different agents instead of relying on a single model to handle everything in one pass.

Highlights

- Director agent handles task decomposition, coordination, and final synthesis

- Specialist agents focus on narrow domains such as coding, research, or analysis

- Structured delegation replaces single-agent monolithic reasoning

- Improves modularity, observability, and system reliability

- Enables parallel execution across independent subtasks

Learn more ⬇️🧵

[لی لی @realLili7777]

@Javanmardi75 چرا پست به این مهمی را اصلا بهش نمی پردازی ؟

[💀mr_fit_369⚔️ @restatr3693]

who is Q??

i am Q

#RESTART_OPPOSITION

[عطار @Pastonews_rst]

Who is Q?

Who is SMH?

Stop the censorship of Seyed Mohammad Hosseini

[swarms @swarms_corp]

He’s right and they’ll be built with Swarms 😉

swarms dot ai

[swarms @swarms_corp]

Introducing the New GroupChat Harness: Dynamic Human-Like Multi-Agent Conversations 👾👾👾

In Swarms v13, or "Kizuna," we introduced a completely redesigned GroupChat harness that enables agents to collaborate through fully dynamic conversations inspired by human communication.

Our latest technical analysis explores the architecture, design decisions, and internal workings behind GroupChat.

Learn more ⬇️ 🧵

[swarms @swarms_corp]

Introducing the Medical Agent Suite Bundle 👾📦

The Swarms team has packaged 7+ specialized production-grade medical agents into one bundle on the Swarms Marketplace.

From blood test analysis and MRI interpretation to clinical research and diagnostic support, everything you need is in one place.

Learn more ⬇️🧵

[swarms @swarms_corp]

GM ☀️

The Swarms Python framework our first and flagship product has surpassed 5,000+ commits on GitHub and is quickly approaching 7,000 stars ✨

Released over three years ago, Swarms was the first ever multi-agent framework.

Today, it features 60+ multi-agent harnesses, simple and intuitive primitives, production-ready architectures, and much more.

Check it out below ⬇️

[لبخندِ لورِن 🇺🇸RESTART🇷🇺 @C0ohaantwit]

✅ 13 June !

[Pouyan @restartt_persia]

✅ 13 June !