Strata earns praise for reducing context overload and guiding agents to the right tools across many apps, which users say makes complex workflows feel manageable and efficient. Reviewers highlight its step-by-step drill-down (Intent → Integration → Category → Action) as intuitive, boosting accuracy and UX. Several note strong scalability without ballooning tokens, plus appreciation for open-source and self-hosting flexibility. Questions around caching and latency hint at interest in repeat-query performance. Overall, users find Strata effective for orchestrating large, multi-app automations with clear, reliable tool selection.
Exactly what I’ve been waiting for the “tool overload / choice paralysis” problem is real, and Strata’s progressive approach seems like a strong way to reduce friction. Great work!
Strata
@ben_stephenson2 Thank you! Curious what AI agents are you building? We provide promo code for product hunt so feel free to give it a try!
Documentation clarity will be key: making it super easy for developers to add custom integrations etc. might reduce onboarding friction.
Strata
@tumi_loves This is fantastic feedback, and we couldn't agree more. We've put a lot of effort into our initial docs, especially for custom integrations. We'll be keeping a close eye on it. Thanks for highlighting this!
That’s super helpful, especially for me! I’ve faced too many wrong tool calls in my products, and Strata can easily solve this problem. After watching its complete workflow, I’m confident it will. Congratulations to the Strata team on this launch!
Strata
@moeez_ur_rehman1 Thank you Moeez! happy to support!
Wow! It's super cool team! Know what you say with struggling with fails or wrong API calls. It can change this game. Love to see you here and wish you all the best!
Strata
@german_merlo1 Thank you so much for the enthusiasm! The frustration of failed and incorrect API calls was a huge motivator for us. We're hoping to make that a thing of the past. We really appreciate the support!
Slack2Peach
We already use Klavis for our agentic integrations, and has been working great.
But very excited to try Strata! One MCP to rule them call is a very interesting concept!
Strata
@nithin_sonti Thank you! Feel free to give it a try and let us know your feedback!
Strata
The journey of building Strata has been one of constant iteration and discovery.
When we founded the company in March, Xiangkai and I had a simple but ambitious vision: make AI agents truly useful by giving them access to the tools they need. We spent two months diving deep into the MCP Server ecosystem, building and evaluating every integration we could get our hands on - GitHub, Slack, Jira, Gmail, Google Drive, and dozens more.
But with more users coming, here's where we learned our most valuable lesson: a linear approach doesn't scale. Different customers have wildly different needs. One integration covering all use cases means juggling countless tools, and external tools are infinite while context windows are not.
The "aha" moment came during a Waymo ride to an SF tech event. Xiangkai shared his vision for what would become Strata, and initially, we thought this progressive approach only on ONE integration. We immediately coded a prototype and were surprised - it covered most use cases beautifully. That success made us greedy. We wanted to add another layer, one more tool on top of all integration ecosystem. Amazingly, it still worked.
I'll admit, I was pushing for an immediate launch. But Xiangkai insisted on thorough evaluation to guarantee product quality, and that turned out to be our most correct decision. Our entire team spent almost another month making Strata mature and polished. Days and nights filled with debugging, tool optimization, and user experience refinements. We extensively evaluated with human evaluators and benchmarks because we knew quality would make or break us.
Today, we're proud to support over 20+ companies and thousands of developers who are building their AI agents and workflows with us. Every bug fix, every late night, every heated discussion about launch timing, it all led us to this moment where we can confidently say Strata brings real value to anyone building AI applications or agents.
The journey from that Waymo ride idea to supporting fellow YC companies has taught us that great products aren't just built - they're refined, tested, and perfected through countless iterations and unwavering commitment to quality.