What it sells
We get your product picked by coding agents.
Business model breakdown
Buyer: who owns the budget?
UnverifiedDeveloper-tool and API/SaaS companies (growth, DevRel or product leads) that want coding agents to recommend and use their product.
Trigger: what makes them buy now?
Coding agents (Claude Code, Codex, Cursor) now choose which tools to install; a tool that is ignored by agents loses adoption.
Workflow: what inputs become what output?
Simulate coding-agent sessions on a panel of 16 repositories, record which tools agents pick, then a growth engineer proposes docs/SDK/content fixes tested on Armature Search; separately, MCP analytics reconstructs sessions and runs evals on each deploy.
Economics: what it saves and how it charges
Managed service (growth plan) plus self-serve usage-based MCP analytics and evals; credit overage billing.
Distribution: how it reaches customers
Sales-led intro calls for the discoverability service; self-serve signup, no credit card, for MCP analytics.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| — | Y Combinator Spring 2026 | — | Y Combinator | ycombinator.com |
Profiles summarize public reporting and company websites. Business-model notes are MaxBC's reading of that material, not confirmed facts; unknowns are left blank rather than guessed. Updated 2026-10-12.