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.
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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
Next step
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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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Claim this listing for $29Key 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 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
Limitations
Frequently Asked Questions
How does Armature capture sessions?
Do I have to change my MCP server?
Which agents and clients do you support?
How is this different from PostHog, Amplitude or Mixpanel?
How is this different from LangSmith or Langfuse?
Is my users' data safe?
What does it cost?
Getting Started
- 1 Sign up and generate an API key (ARMATURE_API_KEY) and store it in your deployment secrets.
- 2 Add the Armature session analytics SDK to your MCP server (follow docs.armature.tech).
- 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
https://docs.armature.tech
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