Strata: Open-Source MCP Server for AI Agents to Efficiently Manage Thousands of API Tools

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8mo ago· 3 min readenNews

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Klavis AI (YC X25) has released Strata, an open-source MCP server designed to help AI agents efficiently manage thousands of API tools. According to Hacker News, Strata reveals tools step-by-step based on actual needs rather than overwhelming agents with all options at once, addressing issues like difficulty selecting the right API and excessive token consumption. Product Hunt reported that the company, founded in March, developed the solution after research into integrations including GitHub, Slack, and Gmail, guiding agents through progressive tool selection to eliminate context overload.

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Summary

Strata is an open-source MCP server from Klavis AI (YC X25) that helps AI agents efficiently use thousands of API tools by revealing them step-by-step based on actual needs, rather than overwhelming agents with all available tools at once. The solution addresses common AI agent challenges including difficulty selecting the right API from hundreds of options and excessive token consumption from tool descriptions.

Key quotes

· 4 pulled

Instead of showing all available tools at once, Strata reveals them step-by-step based on what the AI actually needs

AI agents struggle to pick the right API from hundreds of options

Tool descriptions and info consume massive token budgets

As a former Senior SWE on Google Gemini's tool use team, I saw firsthand how AI would struggle with tools

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Hey HN! We are Klavis AI (https://www.klavis.ai/) and we're launching Strata, one open-source MCP server that helps AI agents use thousands of API tools without getting overwhelmed. Instead of showing all available tools at once, Strata reveals them step-

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