Agents consume your product in a different way — and they don't leave feedback.See exactly how coding agents navigate
your product, where they fail, and why.

The user persona is shifting from humans to agents, and you're losing control over your developer experience.

Zero observability

You need visibility into how your users' agents interact with your product, docs and skills, where they get stuck, how often, and what needs to be fixed. Agents don't leave comments or file issues. They fail silently.

Limited benchmarking

You need a scalable, programmatic way to quantitatively test and measure how much a given artifact (i.e. skill) improves your developer experience. Otherwise, you ship and hope.

Maintenance overhead

You need the right tools to maintain the new artifacts as they increase the surface area your team needs to keep up-to-date.

We package your product, docs, and skills in a way that improves agent performance, automatically updates, and reports back on how your users' agents use your product.

Observability Testing Discoverability Product alignment Navigation

Get real usage data: what your users' agents try to do, where they hit friction, what they fail on, and how often. Restore the feedback loop you'd normally rely on from your community.

Simulate agent runs against diverse user setups and use cases before every release. Experiment with edge cases and ship with confidence that agents will succeed at real-world tasks.

Marketplace deeplinks that make the package discoverable through coding agents, increasing the chances of being recommended at runtime for new users.

We ensure the package accurately reflects your docs and skills, stays current with your product, and conforms to evolving agent-consumption standards: MCP, plugins, API, CLI, etc.

We created a new representation of your docs, one that is even more suitable for agent consumption. It improves task completion rates while reducing token consumption and latency for your users.

Recover control over your developer
experience and iterate on your
product with real data.

We partner with developer-oriented companies ready to meet their new users where they are.