Armature: MCP 에이전트 세션 분석 도구

Product analytics for agent sessions See how users experience your product through Claude . ChatGPT . Claude Code . User sessions on your Claude Connector ChatGPT App or MCP live inside their AI client, not your UI. Armature captures and shows you what users ask, what agents think and how they use your product. Start for free → Book a demo Backed by session: chips fly into place, then the conversation and a score appear) ===== --> Before Armature With Armature list_customers ◂ create_subscription ◂ send_invoice 402 ◂ send_invoice ◂ search_customers ◂ get_plans ◂ list_invoices ◂ update_plan ◂ usage_report ◂ User intent · 14:16 Set up a paid plan for ACME and invoice them ✦ Agent thinking · 14:16 Invoice needs a billing contact — retrying with the owner email. ✓ Agent completed user task successfully 92 score Before Armature Scattered tool call logs With Armature Session rebuilt User intent captured Agent thinking captured Session evaluated Use cases Learn your users' top use cases Armature's models read every session and identify what the user came to do. Sessions are grouped into use cases and ranked by volume and success rate, including the use cases you don't support yet . Create & send invoices 38% Reconcile payments 22% Bulk refunds not supported yet 14% Export revenue report 9% Issues Spot the top issues and fix them Models scan every session for failures, loops and dead ends, group them by root cause and rank them by how many users encountered them, even when every API response was 200 OK . 127 Agent loops on missing auth scope ↑ 43 this week fix → 64 Search misses "refund" phrasing 31 Export truncated by pagination 12 Rate limit hit on bulk updates Session replay Replay and investigate any session Every session is scored on whether the user got what they asked for. Open any of them and replay the full trace: the ask, the agent's thinking and every call. When something breaks, you see exactly where. User intent Set up a paid plan for ACME and invoice them list_customers ◂ ✦ Agent thinking Invoice needs a billing contact — retrying with the owner email. send_invoice 402 ◂ send_invoice ◂ ✓ Agent completed user task successfully 92 score Set up in a few minutes 01 ARMATURE_API_KEY arm_9f3k•••••••• Create your key Sign up, generate an API key and drop it in your deployment secrets. 02 Add Armature session analytics to my MCP server. Follow docs.armature.tech . ↑ Prompt your coding agent Paste one prompt and let your agent wire the SDK in. 03 session #4821 92 session #4822 87 session #4823 95 +128 today Deploy Ship it and watch sessions flow in within minutes. Your users' data stays safe Sessions can carry personal information and secrets, so we treat every one of them as sensitive. Detection models scan sessions and redact PII and secrets by default, before anything reaches storage. Invoice ACME and send it to jane@acme.com PII create_invoice sk_live_9f3kq2… SECRET Start for free Or reach out to us for custom needs. Free $0 1,000 sessions / month included then $50 / 1,000 sessions Unlimited projects launch offer Unlimited users 7-day retention Dashboard access Session replay Use-case grouping launch offer Issue identification launch offer Start for free → No credit card required Custom Let's talk Everything in Free Priority support & SLA SSO / SAML Audit logs Custom retention Dedicated onboarding Contact us Common questions 01 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. 02 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. 03 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. 04 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. 05 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. 06 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. Ask us for the full security details, we are happy to share them. 07 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. Start improving your agent experience Capture the sessions users have with your product through any AI agent. See what they ask, watch how agents deliver and fix the issues they encounter. Start for free → Book a demo