Generate a FastMCP proxy server with compressed MCP tool descriptions.
npx skills add https://github.com/nyosegawa/skills --skill mcp-light-generator
Please help me install this Agent Skill. Skill: mcp-light-generator Source: https://github.com/nyosegawa/skills/tree/main/skills/mcp-light-generator Command: npx skills add https://github.com/nyosegawa/skills --skill mcp-light-generator
This Skill tackles the issue of overly verbose tool descriptions in MCP servers, which consume excessive tokens and slow down AI processing. It streamlines these descriptions to improve efficiency.
@notionhq/notion-mcp-server, this Skill can generate a lighter version that uses significantly fewer tokens for tool selection, while still providing access to the full operational details through a dedicated best-practices skill.Use the mcp-light-generator skill to create a light version of the notionhq/notion-mcp-server.
High-intent search queries and answers about installing and using this skill.
To reduce MCP token usage, you can compress verbose tool descriptions into concise 1-line summaries. This separates essential decision-making information from detailed operational best practices, significantly shrinking the AI model's context window consumption.
Compressing MCP descriptions streamlines AI processing by replacing overly verbose text with lightweight summaries. The AI reads fewer tokens during tool selection, which speeds up response times while still retaining full operational details in a separate skill.
The best way to generate a FastMCP proxy is by separating essential tool summaries from detailed best practices. This creates a lightweight server with condensed descriptions for immediate tool selection, alongside a companion Agent Skill for detailed usage guidance.
Yes, you can still access detailed usage guidelines after compression. The process extracts verbose best practices from the original descriptions and generates a separate companion Agent Skill, ensuring full operational details remain available when needed.
Yes, description compression works with complex servers like the Notion MCP server. It generates a lighter FastMCP proxy version that uses significantly fewer tokens for tool selection, while still providing access to full operational details through a dedicated best-practices skill.
You should compress MCP server tool descriptions when overly verbose text consumes excessive tokens and slows down AI processing. If your model's context window is being overwhelmed by large MCP servers, this compression improves efficiency.
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