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Armature

Get discovered and used by coding agents

Visit Armature

Armature is a platform that helps software products become discoverable and usable by coding agents like Claude Code, Codex, and Cursor. As users increasingly delegate tasks to AI agents instead of interacting directly with a product's interface, traditional analytics and SEO no longer capture how a product is actually being used. Armature solves this by measuring and improving how agents find, install, and interact with a product inside a repository.

The product has two main sides. Agent Discoverability is a managed service where a growth engineer runs coding agents on a panel of real-world repositories, measures which tools get picked, and works with the product team to improve docs, install flows, and search presence. Agent Usability is a self-serve product that includes MCP Analytics, which reconstructs every step of an agent session and groups sessions into use cases and issues, and MCP & CLI Evals, which replay real workflows against the product on every deploy to catch regressions. Armature Search® is a proprietary search engine that mimics how Claude Code and Codex search the web, used to evaluate changes before they ship.

The discoverability service is priced per month and includes a dedicated growth engineer, weekly reviews, and a dashboard. The usability side has a free plan with a monthly credit allowance for sessions and eval runs, with paid upgrades for higher volume, and a custom tier with additional features like SSO, audit logs, and dedicated onboarding. The product is aimed at engineering and product teams who want their tools to be reliably chosen and correctly used by AI coding agents.

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