Armature

See whether coding agents can discover and use your developer product.

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MarketingAgent-led growthMCP analyticsDeveloper marketingYC Spring 2026Editorial listing

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About Armature

Armature studies how coding agents discover and use developer products. Its discoverability service runs realistic coding tasks and works on documentation, SDKs, and content, while its self-serve usability tools provide MCP session analytics and evaluations. These are distinct offerings: the analytics entry tier has usage credits, while hands-on discoverability work is a paid service. For a builder selling an API or developer tool, begin with a realistic installation and first-use task. Look for missing instructions, confusing errors, and permission problems. Improving that experience can help real users as well as agents; agent selection and successful customer adoption still need separate measurement. Armature participated in YC Spring 2026.

Coding-agent discoverability

Evaluate how agents choose developer tools in realistic repositories and tasks.

MCP session analytics and evaluations

Inspect supported agent interactions and run evaluations with usage-based allowances.

Distinct service and software offerings

Choose self-serve analytics or separately scoped discoverability work according to the problem you need to solve.

Build, then get discovered

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