[SYS // 00.INTRODUCING]
VESTA
Make your MCP self-optimising.
Vesta is the self-optimising layer for your MCP. It captures how agents use your tools, turns the behavioural data into specific recommendations grounded in your product context, and measures the impact of every change.
of enterprise AI teams have at least one MCP-backed agent in production. SDK downloads are up 970× in 18 months.
Digital Applied · Effloow · Apr 2026
Agent traffic is growing 8× faster than human traffic. Cloudflare predicts agents will exceed humans on the web by 2027.
HUMAN Security · Cloudflare · Mar 2026
A human shopping for a camera visits 5 sites. An agent visits 5,000. Every existing analytics tool was built for the human pattern.
Cloudflare · SXSW 2026
The agent surfaces winning this decade will be the ones that improve continuously.
You've shipped, or are shipping, an MCP server, an agent-friendly API, or any agent-facing surface where success matters. SaaS companies, developer tools, API-first platforms, and product teams who treat agents as a first-class user.
You're measuring your own deployed agents. There are good tools for that. Vesta watches the agents visiting you, not the agents you ship.
You shipped because you believe agents are how your product gets used next. But the behaviour of agent visitors is hard to see with tools built for human users. Existing analytics treat agents as bot traffic. Logs capture requests, not outcomes. There's a real gap between the data you have about your human users and the insight you can derive about your agent ones.
The agent landscape moves fast. New agents emerge weekly. Capabilities mature. Expectations shift. The surface that worked at launch will need to evolve. The teams shipping the best agent surfaces are the ones with the tightest feedback loop on agent behaviour.
The agent surfaces winning this decade will be the ones that improve continuously.
Vesta doesn't just measure. It observes, interprets, recommends, and quantifies the impact, continuously. Every cycle teaches your agent surface something it didn't know yesterday.
Observe
Capture every agent interaction with your MCP: calls, retries, failures, completions. No sampling, no filtering. Agent traffic is treated as a first-class visitor stream.
Interpret
Behavioural data turns into insight. Vesta clusters the patterns: ambiguous tool descriptions, schema gaps, auth dead-ends, failure modes you couldn't surface from logs alone.
Recommend
Vesta combines your behavioural data with your product context (tool definitions, release notes, roadmap) and proposes specific changes. Rewrite this description. Add this parameter. Restructure this response.
Measure
When you ship the change, Vesta quantifies the impact. Agent success rate, completion patterns, friction reduction. The loop closes, then starts again.
We're working with a small group of design partners to shape Vesta's first release. If you're building agent-facing surfaces and want early access to the closed loop, we'd like to hear from you.
No drip campaigns. We'll be in touch personally.