Strata is one MCP server that guides your AI agents through thousands of tools 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: [email protected] or ☎️ Book a call. Strata is also open-source! Check out the code, contribute, or self-host.
I want to know if this new AI product has an offline usage function? Can core functions be used normally in an environment without a network?
It is my first time using this app. All the processes are amazing and fluent. I would use it more definitely.
Nice @xiangkai_zeng solves a real painpoint. Looking forward to testing it.
your AI doesn’t need more tools it needs Strata’s MCP to use them right. ✅
Congratulations on the launch! I like how this makes site building a lot easier. Can't wait to run my business with it.
This is such a smart approach! Instead of dumping thousands of tools on the AI and hoping for the best, Strata actually guides the agent step by step just like how a human would reason through tasks. The accuracy gains you shared are seriously impressive!! Excited to see the kinds of advanced workflows this will unlock.
This tool looks amazing and solves the problem of "tool overload / choice paralysis“.
Strata simplifies the most complex aspects of agent AI. It's amazing how easily you can manage thousands of tools efficiently. I highly recommend it to anyone building advanced AI workflows.
Great to see a practical AI agent solution that actually works. The progressive guidance is such a smart approach—it feels like a huge step towards making agents truly dependable. Fantastic work on the launch!
If Strata can truly enable complex, multi-app workflows, it could be the 'conductor' that orchestrates our AI agents. The potential is huge. Eagerly awaiting to see how it unlocks the next level of agentic automation.
Congratulations on the release! It looks like a great product! I'll be using it to solve my problems!
Strata greatly simplifies the use of MCP tools and supports a rich ecosystem of them, making it very easy to use. I really like it.
I used to struggle with agents picking the wrong tools or getting stuck when too many options were available. Strata fixes that by streamlining the process—agents stay focused and deliver better results.
Congrats on the launch and the team. A really good tool for developers, helping handle a lot of tools effectively.
Strata acts as a GPS for your AI agents, seamlessly navigating them through thousands of tools across apps. Pure genius!
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: [email protected] or ☎️ Book a call. Strata is also open-source! Check out the code, contribute, or self-host.