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FrameworksOverview

Supported Frameworks

Inkog detects vulnerabilities across 12+ AI agent frameworks with consistent results, powered by our Universal IR architecture.

Supported Frameworks

LangChainLLM orchestration
LangGraphStateful agents
CrewAIMulti-agent teams
AutoGenMicrosoft AG2
n8nWorkflow automation
FlowiseVisual LLM builder
LlamaIndexRAG framework
DifyLLMOps platform

Feature Support Matrix

All frameworks support the same vulnerability detection through Inkog’s Universal IR. Here’s the feature breakdown:

FrameworkScanAGENTS.mdComplianceTopology
LangChain
LangGraph
CrewAI
AutoGen (AG2)
DSPy
Phidata
Smolagents
LlamaIndex
n8n
Flowise
Langflow
Dify
Google ADK
Copilot Studio
Agentforce
OpenAI Agents

Legend:

  • Scan - Full vulnerability detection (25+ patterns)
  • AGENTS.md - Governance manifest validation
  • Compliance - EU AI Act, NIST, OWASP, ISO 42001 mapping
  • Topology - Agent workflow graph generation

Code-First Frameworks

Build agents programmatically with full control over behavior and logic.

FrameworkLanguageDetectionDocs
LangChainPython25 patternsView →
LangGraphPython25 patternsView →
CrewAIPython25 patternsView →
AutoGen (AG2)Python25 patternsView →
DSPyPython25 patternsView →
PhidataPython25 patternsView →
SmolagentsPython25 patternsView →

No-Code / Low-Code Platforms

Visual builders and workflow automation tools with JSON/YAML configurations.

PlatformConfig TypeDetectionDocs
n8nJSON Workflows25 patternsView →
FlowiseJSON Workflows25 patternsView →
LangflowJSON Workflows25 patternsView →
DifyYAML/JSON25 patternsView →

Enterprise Platforms

Official SDKs and enterprise-grade agent frameworks.

PlatformProviderDetectionDocs
Google ADKGoogle25 patternsView →
Copilot StudioMicrosoft25 patternsView →
AgentforceSalesforce25 patternsComing Soon
OpenAI AgentsOpenAI25 patternsView →
Semantic KernelMicrosoft25 patternsView →

RAG Frameworks

Retrieval-Augmented Generation frameworks for knowledge-enhanced agents.

FrameworkLanguageDetectionDocs
LlamaIndexPython25 patternsView →
HaystackPython25 patternsView →

Universal IR Architecture

Unlike tools that require separate parsers per framework, Inkog uses a Universal Intermediate Representation (Universal IR):

Your Code → Framework Adapter → Universal IR → Pattern Detection → Findings

Benefits:

  • Write once, detect everywhere - Same detection rules work across all frameworks
  • Consistent results - Identical vulnerabilities produce identical findings
  • Future-proof - Adding new frameworks only requires an adapter, not rewriting detection logic

Learn more about the Universal IR architecture →

Detection Coverage

All frameworks receive the same comprehensive security analysis:

CategoryPatternsExamples
Prompt Security5Prompt injection, SQL injection via LLM
Code Execution4Unsafe eval, pickle, YAML loading
Resource Exhaustion5Infinite loops, token bombing, context overflow
Credential Exposure3Hardcoded secrets, unsafe env access
Governance4Missing oversight, authorization, audit logging
Data Security4Cross-tenant leakage, logging sensitive data

Request Framework Support

Don’t see your framework? Open an issue on GitHub  or contact us at support@inkog.io.

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