Armature GTM brain

Armature helps developer-tool vendors win selection by coding agents and understand and test agent usage of their products.

category

Agent-led growth and MCP analytics

market profile

  • text: Coding agents increasingly select and install developer tools within repositories, creating a new discovery surface for vendors.
  • text: Armature pairs a managed discoverability service with self-serve MCP analytics and evaluation software.

personas

  • title: Head of developer marketing or growth at a developer-tool vendor
    pains:
    • Cannot see why coding agents recommend a competitor during implementation tasks
    • Docs, SDK examples and content may not make the product discoverable in agent workflows
  • title: Developer experience or platform engineering lead
    pains:
    • MCP sessions fail or require retries without clear visibility into user intent
    • Changes to MCP or CLI workflows can introduce regressions before users report them

icp

  • text: Developer-tool and API vendors whose products are installed or integrated by coding agents; initial fit is strongest where agents choose among competing tools.
  • text: Software vendors operating an MCP server or CLI and needing visibility into agent sessions and deployment regressions.

message pillars

  • text: Measure selection in realistic repository tasks and improve the assets that influence agent choice.
  • text: Use reconstructed MCP sessions to find friction and successful use cases.
  • text: Catch agent workflow regressions through repeatable evaluations.

objections

  • objection: We already invest in SEO and GEO. Why another service?
    response: Armature evaluates tool selection inside representative repositories and tests concrete documentation and SDK changes; a buyer should verify lift on its own category.
  • objection: A managed service is expensive for an unproven channel.
    response: Ask for a baseline and a time-bounded measurement plan, including panel picks and live agent traffic, before committing.
  • objection: We do not know whether agents are failing in our MCP integration.
    response: Start with the free analytics and evaluation tier to inspect actual sessions and workflow failures.

competitors

  • name: PostHog
    website: https://posthog.com
    why: Adjacent product analytics platform competing for visibility into user and product behavior.
  • name: Braintrust
    website: https://www.braintrust.dev
    why: Agent observability and evaluation platform overlapping with Armature's usability and evals offering.

keywords

  • coding agent tool discovery
  • MCP analytics
  • MCP evaluations
  • agent experience analytics
  • developer tool agent discoverability
  • CLI evaluation

voice

  • Direct and outcome-focused
  • Technical and research-led
  • Ambitious about agent experience

signals

  • text: Vendor has launched an MCP server or CLI and needs to understand agent use and regressions.
  • text: Developer-tool team is investing in docs and SDK changes to improve coding-agent recommendations.

stack

  • MCP
  • CLI

pricing

model: freemium
starting price: Free; managed Growth service from $5,000/month

motion

hybrid

channels

  • Published research
  • Leaderboards
  • SEO

confidence

medium

Founders

  • name: Theodore Otzenberger
    title: Founder/CEO
    role: CEO
    bio: Ex-Palantir, studied at Polytechnique.
  • name: Louis Scremin
    title: Founder
    role: Founder
    bio: Previously leading AI Automation (AI Agents & MCP servers) at Joko as early employee

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