Integrations/AI Frameworks
LangGraph Security Scanner

LangGraphSecurity Scanner

LangChain's framework for building stateful, multi-actor applications. Dedicated adapter for StateGraph analysis.

Scan Your LangGraph AppView on GitHub

What Inkog Detects in LangGraph

LangGraph-specific vulnerability patterns that traditional security tools miss.

Infinite Loop Detection

CRITICAL

LangGraph agents without iteration bounds can run indefinitely, consuming API tokens until limits are hit.

Prompt Injection Paths

CRITICAL

User inputs flowing to LLM prompts without sanitization in LangGraph workflows create injection vulnerabilities.

Token Bombing

HIGH

Unbounded loops in LangGraph agents accumulate LLM API costs that can reach thousands of dollars.

Missing Human Oversight

HIGH

High-risk tool calls in LangGraph agents without human approval gates violate EU AI Act Article 14.

LangGraph Analysis Features

  • StateGraph cycle detection
  • MessageGraph analysis
  • Conditional edge validation
  • Node execution tracing

Get Started

Scan your LangGraph application in seconds.

1

Run the scanner

bash
inkog scan ./my-langgraph-app
2

Review findings

Inkog traces data flow through your LangGraph code and reports vulnerabilities with severity levels and line numbers.

3

Fix and verify

Apply the suggested fixes based on severity and re-scan to verify.

LangGraph Compliance Reports

Automated mapping to global AI governance frameworks.

EU AI Act

Article 14, 15, 12

NIST AI RMF

MAP/MEASURE/MANAGE

OWASP LLM

Top 10 Coverage

ISO 42001

AI Management

Related Integrations

LangChainCrewAIAutoGenOpenAI Agents SDK

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