One MCP server for AI agents to handle thousands of tools
Strata is one MCP server that guides your AI agents use tools reliably at any scale in multiple apps progressively. It eliminates context overload and ensures accurate tool selection, enabling agents to handle complex, multi-app workflows with ease.
Hey Product Hunt! 👋 We're Klavis AI and are launching Strata, one MCP server for AI agents to handle thousands of tools progressively. As a former Senior SWE on Google @Gemini 's tool use team, I saw firsthand how AI would struggle with tools. If you've built AI agents, you've likely hit the same walls: 🤯 Tool Overload: Too many tools cause AI "choice paralysis."
💥 Context Overload: Long tool lists blow up token counts and costs.
📉 Coverage Gap: Most servers are stuck at <40~50 tools, limiting what you can build.
How Strata works
Strata fixes this. Instead of overwhelming the AI, it guides it. ✨Think of it as a smart layer that helps the AI think like a human 🧠. For a query like "find my leads in hubspot," Strata guides the AI through a logical flow:
1️⃣ Intent → Integration: First, it identifies the user who wants to use @hubspot .
2️⃣ Integration → Categories: It then shows available categories like "Accounts," "Campaigns," and "Leads."
3️⃣ Category → Actions: The AI drills down into "Leads" and finds relevant actions like "find_lead."
4️⃣ Action → Execute: Finally, Strata pulls the specific API details and runs it. ✅
Results
This approach delivers real results 📊. On the MCPMark benchmark, Strata achieves +15.2% higher pass@1 rate vs the official GitHub server and +13.4% higher pass@1 rate vs the official Notion server. In human eval tests, it hits 83%+ accuracy on complex, real-world workflows.
Join us! Ready to build powerful, multi-app AI agents with Strata? 👉 Sign up for free! Want to chat? Email us: founders@klavis.ai or ☎️ Book a call. Strata is also open-source! Check out the code, contribute, or self-host.
About Strata on Product Hunt
“One MCP server for AI agents to handle thousands of tools”
Strata launched on Product Hunt on September 22nd, 2025 and earned 666 upvotes and 117 comments, earning #1 Product of the Day. Strata is one MCP server that guides your AI agents use tools reliably at any scale in multiple apps progressively. It eliminates context overload and ensures accurate tool selection, enabling agents to handle complex, multi-app workflows with ease.
On the analytics side, Strata competes within SaaS, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Strata performed against the three products that launched closest to it on the same day.
Who hunted Strata?
Strata was hunted by Garry Tan. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Garry Tan
Hey Product Hunt! 👋
We're Klavis AI and are launching Strata, one MCP server for AI agents to handle thousands of tools progressively. As a former Senior SWE on Google @Gemini 's tool use team, I saw firsthand how AI would struggle with tools. If you've built AI agents, you've likely hit the same walls:
🤯 Tool Overload: Too many tools cause AI "choice paralysis."
💥 Context Overload: Long tool lists blow up token counts and costs.
📉 Coverage Gap: Most servers are stuck at <40~50 tools, limiting what you can build.
How Strata works
Strata fixes this. Instead of overwhelming the AI, it guides it. ✨Think of it as a smart layer that helps the AI think like a human 🧠. For a query like "find my leads in hubspot," Strata guides the AI through a logical flow:
1️⃣ Intent → Integration: First, it identifies the user who wants to use @hubspot .
2️⃣ Integration → Categories: It then shows available categories like "Accounts," "Campaigns," and "Leads."
3️⃣ Category → Actions: The AI drills down into "Leads" and finds relevant actions like "find_lead."
4️⃣ Action → Execute: Finally, Strata pulls the specific API details and runs it. ✅
Results
This approach delivers real results 📊. On the MCPMark benchmark, Strata achieves +15.2% higher pass@1 rate vs the official GitHub server and +13.4% higher pass@1 rate vs the official Notion server. In human eval tests, it hits 83%+ accuracy on complex, real-world workflows.
Join us!
Ready to build powerful, multi-app AI agents with Strata? 👉 Sign up for free! Want to chat? Email us: founders@klavis.ai or ☎️ Book a call. Strata is also open-source! Check out the code, contribute, or self-host.