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observability

MCP-native analytics, not page views

Tool calls, sessions, error rates and latency percentiles broken down by client, client version, protocol version and country — with discovery traffic excluded by default.

Our open source tools are used by developers at top companies

NorthwindApertureCogentLumenBrightpathSundialMeridianIroncladBlue HarborKestrel

How it runs

Understand how your server is actually used

  1. 1

    Measure

    Every call captured at the gateway.

  2. 2

    Segment

    Split by client, version and region.

  3. 3

    Diagnose

    Trace errors to a single session.

  4. 4

    Alert

    Get told before users complain.

Per-tool latency

p50, p95 and p99 for every tool, resource and prompt, so you know which one is slow.

Tool calls · 24h24,732

last 24h ↑ 12.4%

By country34 regions

Tracesp50 42ms

  • tools/call display_weatherclaude142ms
  • resources/listchatgpt18ms
  • tools/call search_docscursor842ms
  • prompts/listcopilot12ms
  • tools/call fetch_urlclaude503

p50

38ms

p95

112ms

errors

0.2%

Session replay

The full timeline of a conversation, including the arguments each tool received.

Cloud Inspectorsession #4f2a

San Francisco, CA

72°F

Partly cloudy · H 74° L 58°

now72°
2pm74°
3pm73°
4pm70°
5pm66°
6pm63°

→ tools/call

{
  "name": "display_weather",
  "arguments": { "city": "San Francisco" }
}

← result20041ms

{ "content": [{ "type": "resource" }] }

GPT-5.2

18/18

Claude

18/18

Gemini

17/18

Issue triage

Errors grouped into issues with first-seen, last-seen and affected clients.

Publishing checks3 / 4 passing
  • Protocol & discovery
  • Tool conformance
  • Security & policy
  • !Domain / TLS / CSP

Submission pack

In the box

Numbers that mean something for MCP

1

Tool-call volume

What the models actually reach for.

2

Client breakdown

Which hosts your users are on.

3

Error rates

Grouped, deduplicated and triaged.

4

Internal traffic

Dashboard calls excluded by default.

Stop guessing how your MCP server behaves