Product analytics (and evals) for agent sessions on your MCP

Product analytics (and evals) for agent sessions on your MCP

Armature provides product analytics and evaluation for agent sessions that occur in AI clients (Claude, ChatGPT, etc.), capturing user intents, agent reasoning, and API calls so teams can replay sessions, surface top use cases, and identify issues.

Product analytics (and evals) for agent sessions on your MCP is business intelligence software teams evaluate for business intelligence. Use this page to review pricing, integration signals, and the best alternatives before you commit.

Freemium API Enterprise 80/100
#141 in Business Intelligence (140 tools)
Just launched
Data reviewed Aug 4, 2026

Profile facts come from the vendor source. AiMatch labels unknown pricing or API details instead of estimating them.

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Quick Overview

Best for: Business Intelligence

What it does

Business Intelligence software for decision-makers comparing workflow fit and alternatives.

Best fit

Business Intelligence

Pricing snapshot

Freemium from $0

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Product analytics (and evals) for agent sessions on your MCP

Armature captures complete agent sessions that occur inside AI clients (Claude, ChatGPT, Cursor, Codex, Gemini CLI, etc.) by wrapping your MCP server with a lightweight SDK. It rebuilds each session, records the user's ask, the agent's internal thinking and every tool/API call, then scores and classifies sessions so product teams can understand how users experience their product through agents. The offering targets product and engineering teams who want session replay, automated evaluation of agent success, use-case discovery, and issue identification with PII and secrets redacted by default.

Armature captures the sessions users have with your product through Claude, ChatGPT and every other agent. See what users ask, watch how agents deliver and fix the issues they encounter. Free up to 1,000 sessions a month.

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Key Features

Session capture from MCP / Connectors

An SDK wraps your MCP server or connector and rebuilds every session that flows through AI clients so you capture interactions that never appear in your UI.

Session replay and full trace

Open any session to replay the full trace: the user's ask, the agent's thinking and every API/tool call to see exactly where failures occur.

Automated evaluation & scoring

Every session is scored on whether the user got what they asked for and agents' actions are classified (e.g., completed successfully with a score).

Use-case grouping and ranking

Models read sessions to identify and group user intents into use cases, ranked by volume and success rate, including use cases not yet supported.

Issue detection and root-cause grouping

Models scan sessions for failures, loops and dead ends, group them by root cause and rank them by how many users encountered them.

PII & secret redaction

Detection models scan sessions and redact PII and secrets by default before anything reaches storage.

SDK & API key onboarding

Onboard by signing up, generating an API key, adding the SDK to your MCP server and deploying; a prompt is available to auto-wire the SDK into a coding agent.

Pricing

Free Tier Available

Free up to 1,000 sessions per month (includes unlimited projects and users); no credit card required.

Free

$0
  • 1,000 sessions / month included
  • Unlimited projects
  • Unlimited users
  • Dashboard access, session replay, use-case grouping and issue identification (launch offer)

Pay as you go

$50 / 1,000 sessions
  • Billed per additional 1,000 sessions
  • Unlimited projects and users

Custom / Enterprise

Contact Armature
  • Priority support & SLA
  • SSO / SAML
  • Audit logs
  • Custom retention

Use Cases

Learn top user intents

Automatically identify what users come to do and rank use cases by volume and success rate (e.g., create & send invoices, reconcile payments).

Spot and prioritize product issues

Detect agent loops, search misses, pagination truncation, rate-limit hits and other root causes aggregated across sessions.

Replay sessions to debug failures

Replay the user's ask, agent thinking and all tool calls to pinpoint where an interaction failed.

Evaluate agent success and UX

Score sessions for whether users got what they asked for to measure agent effectiveness and identify improvement areas.

Integrations

Claude

Captures sessions from Claude clients that can reach your MCP server.

ChatGPT

Captures sessions from ChatGPT Apps when they interact with your MCP server.

Cursor, Codex, Gemini CLI and others

Any client that can reach your MCP server can be captured by Armature.

MCP servers and Connectors

SDK wraps your MCP server or connector to capture sessions without changing server behavior.

Benefits

Visibility into agent-driven experiences that occur inside third-party AI clients rather than your UI.
Faster detection and resolution of issues through aggregated root-cause analysis and session replays.
Privacy-first handling: automatic PII and secret redaction and controls for retention and deletion.

Limitations

Some specific use cases may not be supported yet (example shown: 'Bulk refunds not supported yet').
Free-tier data retention is limited (7-day retention noted in the pricing/launch offer text).

Frequently Asked Questions

How does Armature capture sessions?
You add our SDK to your MCP server, Claude Connector or ChatGPT App backend. It takes a few lines and one deploy. From there Armature rebuilds every session, classifies it and scores it automatically.
Do I have to change my MCP server?
No. You keep the server you already run. The SDK wraps it to capture sessions and changes nothing about how it behaves for your users.
Which agents and clients do you support?
Any client your users bring: Claude, ChatGPT, Cursor, Codex, Gemini CLI and the rest. If it can reach your MCP server, Armature can capture the session.
How is this different from PostHog, Amplitude or Mixpanel?
Those tools track humans clicking your UI. When a user delegates to an agent, the session happens inside Claude or ChatGPT and your UI never sees it. Armature captures exactly those sessions.
How is this different from LangSmith or Langfuse?
They observe the agents you build yourself, and they serve the engineers who build them. Armature shows product teams how your users' agents experience what you ship.
Is my users' data safe?
Yes. Detection models scan every session and redact PII and secrets by default, before anything reaches storage. You control retention and can delete your data at any time.
What does it cost?
It is free up to 1,000 sessions a month, with unlimited projects and users. Past that you pay $50 per 1,000 sessions. Custom plans cover teams with serious traffic.

Getting Started

  1. 1 Sign up and generate an API key (ARMATURE_API_KEY) and store it in your deployment secrets.
  2. 2 Add the Armature session analytics SDK to your MCP server (follow docs.armature.tech).
  3. 3 Optionally paste a provided prompt into your coding agent to wire the SDK automatically, then deploy and watch sessions flow in.

Support

docs

Technical onboarding and SDK documentation available at docs.armature.tech.

demo / sales

Book a demo or reach out for custom needs via the site (Book a demo / Contact us).

self-serve

Start for free with dashboard access and session replay via the web product.

API

Available: Yes
Documentation:

https://docs.armature.tech

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