What Swarms changed

• Swarms API replaced its flat token rate with dynamic pricing based on individual model provider costs plus a 15% service fee.
• Removed specific fees for MCP (Model Context Protocol) and web scrapers.
• Added a new /v1/models/pricing endpoint to check real-time costs.
• Removed GitHub star counts (7.2k for Python and 181 for Rust) from the main framework descriptions.
• Updated the blog section with new guides on swarm intelligence and multi-agent orchestration.

The product is moving away from flat-rate pricing to a model-specific billing structure. This makes their pricing more transparent and potentially more competitive for users who want to use cheaper models without paying a premium flat fee.

• Added completion logs to Swarms Cloud to track every API request.
• Launched a unified account system that signs users into all products at once.
• Released a major update to Swarms Chat with faster loading and mobile improvements.
• Published a seven-week changelog covering new features like Auto Agent Builder and Batch runs.
• Closed "The Prompt Royale" competition which featured a $5,000 prize pool.

The competitor is improving developer visibility and reducing friction across their ecosystem. New completion logs for every API request make it easier for users to debug agents, while a single sign-on (SSO) experience makes their various tools feel like one cohesive platform.

• Added a new product announcement for the Swarms Marketplace MCP server.
• Updated the blog feed to show the latest release from September 14, 2026.
• Removed GitHub star counts (7.2k for Python, 177 for Rust) from the main product descriptions.
• Shifted the "Swarms Weekly Ecosystem Update" out of the primary blog highlights.

Swarms is making its library of 6,000+ agents and tools accessible through a single connection point. By becoming a Model Context Protocol (MCP) server, they allow any AI agent to search and use their entire marketplace instantly, significantly lowering the friction for developers to integrate their ecosystem.