AI-Powered Root Cause Analysis
Resolve production issues in minutes instead of hours.

Surface real-time network data — full API payloads, L4/L7 context, and traffic metrics — to your AI assistants and agents via MCP. Accelerate incident recovery, catch regressions, and optimize performance.

Kubeshark MCP Demo

* The above ☝️is a recording of a live session

INSTALL MCP

Accelerate Root Cause Analysis

  • item icon
    From hours to minutes
  • item icon
    Fits into your AI agent stack
  • item icon
    Collaborates with other MCPs
  • item icon
    Network data for AI-powered analysis

Merge With Confidence

  • item icon
    Reduce AI code generation regression risk
  • item icon
    Assert API behavior
  • item icon
    Detect and apply fix
  • item icon
    Rinse and repeat

Build Network-Aware AI Agents

  • item icon
    Forensics, monitoring, compliance, security
  • item icon
    Network data for any AI workflow
  • item icon
    Production and development
  • item icon
    Any MCP-compatible AI platform

Available MCP Tools

L4 Network Flows

  • item icon
    Monitor TCP and UDP traffic in real time
  • item icon
    Detect congestion and bottlenecks
  • item icon
    Measure 3-way handshake latency
  • item icon
    Full traffic stats per flow

L7 API Transactions

  • item icon
    Query dissected API calls
  • item icon
    Full request and response payloads
  • item icon
    Filter by method, path or content
  • item icon
    Real-time and historical queries

Traffic Retention

  • item icon
    Snapshot cluster-wide raw PCAP for any time window
  • item icon
    Export merged PCAP files
  • item icon
    Immutable long-term storage
  • item icon
    Replay and analyze historical traffic

Prompt Examples

  • L4 Flows
  • "On new release: capture 30 min of L4 flows as baseline. Compare to previous release baseline—flag regressions in error rates, P99 latency, and dependencies."
  • "What external IPs are my pods talking to?"
  • "Find connections with TCP handshake latency > 1ms"
  • "Compare latency between nodes"
  • "Give me a traffic summary with top talkers"
  • L7 APIs
  • "Find slow API calls (latency > 500ms)"
  • "Follow all API calls with trace ID: 4bf9...736"
  • "Show me the request/response body for failed calls"
  • "List requests without authentication headers"
  • "What's causing 503 errors on the frontend?"
  • Traffic Snapshots
  • "We have an incident involving node:  ip-10-0-9-201.ec2.internal. Create an immutable traffic snapshot for the last 2 hours."
  • "What time range of PCAP data is available?"
  • "Export as PCAP, upload to S3"
  • "Scan all APIs for exposed credentials or API keys"
  • "Compare API latency before and after the last deployment"