Armature
Armature builds, monitors and optimizes products' Agent Experience.
About Armature
Armature helps companies monitor, analyze, and optimize how AI agents experience their products. What we do today: - Automated testing: We run complex sessions against your MCPs/CLIs across all major harnesses and models to catch broken workflows before your users do. - AX analytics & benchmarking: No more black boxes. We trace agent sessions to show you exactly what the model "thought", what context it missed, and why it failed. We measure your AX against competitors to ensure you remain the preferred platform for agents to use. - Auto-remediation: Our MCP lets your internal coding agents plug into Armature to autonomously fix your product's AX based on our run data. Our vision for tomorrow: Reaching full understanding of how agents use your product and how you can improve it is only step one. The next step is to provide the foundational infrastructure for the Agent Experience, powering agent-native revenue, lifecycle marketing, and customer support for the next generation of software.
Public traction evidence
Each signal links to the public source used for attribution.
- X
Today, we're launching Armature - Product Analytics for MCPs, Claude Connectors and ChatGPT Apps! Your users now ask Claude Code and ChatGPT to use your product for them.
Today, we're launching Armature - Product Analytics for MCPs, Claude Connectors and ChatGPT Apps! Your users now ask Claude Code and ChatGPT to use your product for them. You get the raw tool calls, never the user intent. We change that!
- X
The next models are training right now.
The next models are training right now. Either GPTBot and ClaudeBot collected your pages, or the next generation of AI learns your category from your competitors. You have no idea which. The crawls never show up in your analytics. https://t.co/8k4Rfe4FXA shows you each one.
- LinkedIn
Armature is joining Y Combinator
Founder post says Armature (YC P26) is joining Y Combinator and names cofounder Louis.
- X
Company brain, Agents, Culture.
Company brain, Agents, Culture. @ArmatureYCP26 was born in the AI era, and it shapes ππ€π¬ π¬π π€π₯ππ§ππ©π. We invested in being an AI-native company from day 1. That choice runs through our culture and our day-to-day: our agents are aware of everything we do, and that
- Hacker News
Show HN: Product analytics (and evals) for agent sessions on your MCP
Show HN: Product analytics (and evals) for agent sessions on your MCP
- X
Garry Tan native X post mentioning Armature
I see me tagged in this photo and I like it
- LinkedIn
I bet Theodore and Armature (YC P26) will be one of the most oversubscribed companies at the next Y Combinator demo day π€
[Skip to main content](https://linkedin.com/posts/activity-7459281446504120320-Vl97#main-content)[LinkedIn](https://linkedin.com/?trk=[redacted-public-param]) * [Top Content](https://www.linkedin.com/top-content?trk=[redacted-public-param]) *...
- LinkedIn
, I had the incredible opportunity of joining Joko. I had a blast as a Machine Learning research intern, and then chose to pursue my journey inside the Tech team as a software engineer. I can safely say I grew immensely in this role, thanks to all of these years working on delivering impact for our users, in an exceptional work environment alongside very talented teammates. Today, Iβm excited to share my new role at Joko! Two months ago, I joined our Operations team as its first software engineer, with a key focus on helping our teams work more efficiently through technology. This role supports our vision of achieving the highest degree of operational efficiency, enabling Joko to run smoothly at scale. Weβre looking for other software engineers π€. Supporting our teams is a great opportunity to work on challenging full-stack engineering from A to Z, while building a strong business & ope
, I had the incredible opportunity of joining Joko. I had a blast as a Machine Learning research intern, and then chose to pursue my journey inside the Tech team as a software engineer. I can safely say I grew immensely in this role, thanks to all of these years working on...