Data Analytics Freemium

Armature

Product analytics for how AI agents use your software

Visit official website
PricingFreemium
Starting price$50/1,000 sessions
Free planYes
Free trialYes
APIYes
Open sourceNo
DeploymentCloud
Last verifiedJuly 30, 2026
Overview

Tool overview

Armature is listed under Data Analytics AI tools.

Summary

What is Armature?

Armature captures sessions that users run through Claude, ChatGPT, Cursor, Codex, Gemini CLI, and other clients against an MCP server or agent-connected product. It reconstructs intent, reasoning, tool calls, success, failures, and unsupported use cases for product teams.

Best fit

Best for

Product teams measuring how external AI agents experience their software

Audience

Who is it for?

Product teamsMCP developersAgent platform teamsDeveloper-experience teams
Recommendation

Decision note

Confirm session volume, retention, PII controls, supported backend languages, overage billing, security, SSO, audit logs, custom support, and production data handling.

Capabilities

Key features

Agent-session capture through MCP backends

User-intent and reasoning reconstruction

Automatic success scoring and issue grouping

Full session replay with tool calls

Use-case volume and success analytics

Default PII and secret redaction

Workflows

Use cases

Understanding how agents use a product

Finding loops and unsupported workflows

Replaying failed agent sessions

Prioritizing agent-experience fixes

Strengths

Pros

  • Free plan includes 1,000 sessions monthly
  • Supports any client reaching the MCP server
  • Redacts PII and secrets before storage
Considerations

Limitations

Armature observes only instrumented sessions and can misclassify intent, success, or root cause. Teams must verify redaction, retention, sampled coverage, user consent, and every product decision derived from analytics.

Cost

Pricing details

Pricing modelFreemium
Starting price$50/1,000 sessions
Free planYes
Free trialYes
Pricing context

Billing options

Free planUsage-based overageCustom enterprise agreement
Pricing context

Pricing note

The Free plan includes 1,000 sessions per month, unlimited projects and users, seven-day retention, and core analytics. Usage beyond the included amount costs $50 per 1,000 sessions. Custom plans add SSO, audit logs, retention, onboarding, support, and SLA terms.

View official pricing
Compatibility

Supported languages

  • TypeScript
  • Python
  • Go
Connectivity

Integrations

MCP servers

Claude

ChatGPT

Cursor

Codex

Gemini CLI

Specs

Technical details

PlatformsWeb
Multilingual supportUnknown
Login requiredYes
Open sourceNo
DeploymentCloud
CompanyArmature, Inc.
Launch year2026
Models / versionsSession analytics Use-case grouping Issue identification
Editions / plansFree, Basic, Professional, Organization, and Custom plans
Data confidenceHigh
Last verifiedJuly 30, 2026
Documentation → Data source →
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Answers

Frequently asked questions

Armature captures sessions that users run through Claude, ChatGPT, Cursor, Codex, Gemini CLI, and other clients against an MCP server or agent-connected product. It reconstructs intent, reasoning, tool calls, success, failures, and unsupported use cases for product teams.
Product teams measuring how external AI agents experience their software
The listed pricing model for Armature is freemium. Pricing can change, so users should verify the latest plan details on the official website.
Yes. The current profile indicates that a free trial is available.
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