Supported Frameworks
Inkog detects vulnerabilities across 12+ AI agent frameworks with consistent results, powered by our Universal IR architecture.
Supported Frameworks
Feature Support Matrix
All frameworks support the same vulnerability detection through Inkog’s Universal IR. Here’s the feature breakdown:
| Framework | Scan | AGENTS.md | Compliance | Topology |
|---|---|---|---|---|
| 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.
| Framework | Language | Detection | Docs |
|---|---|---|---|
| LangChain | Python | 25 patterns | View → |
| LangGraph | Python | 25 patterns | View → |
| CrewAI | Python | 25 patterns | View → |
| AutoGen (AG2) | Python | 25 patterns | View → |
| DSPy | Python | 25 patterns | View → |
| Phidata | Python | 25 patterns | View → |
| Smolagents | Python | 25 patterns | View → |
No-Code / Low-Code Platforms
Visual builders and workflow automation tools with JSON/YAML configurations.
| Platform | Config Type | Detection | Docs |
|---|---|---|---|
| n8n | JSON Workflows | 25 patterns | View → |
| Flowise | JSON Workflows | 25 patterns | View → |
| Langflow | JSON Workflows | 25 patterns | View → |
| Dify | YAML/JSON | 25 patterns | View → |
Enterprise Platforms
Official SDKs and enterprise-grade agent frameworks.
| Platform | Provider | Detection | Docs |
|---|---|---|---|
| Google ADK | 25 patterns | View → | |
| Copilot Studio | Microsoft | 25 patterns | View → |
| Agentforce | Salesforce | 25 patterns | Coming Soon |
| OpenAI Agents | OpenAI | 25 patterns | View → |
| Semantic Kernel | Microsoft | 25 patterns | View → |
RAG Frameworks
Retrieval-Augmented Generation frameworks for knowledge-enhanced agents.
| Framework | Language | Detection | Docs |
|---|---|---|---|
| LlamaIndex | Python | 25 patterns | View → |
| Haystack | Python | 25 patterns | View → |
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 → FindingsBenefits:
- 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:
| Category | Patterns | Examples |
|---|---|---|
| Prompt Security | 5 | Prompt injection, SQL injection via LLM |
| Code Execution | 4 | Unsafe eval, pickle, YAML loading |
| Resource Exhaustion | 5 | Infinite loops, token bombing, context overflow |
| Credential Exposure | 3 | Hardcoded secrets, unsafe env access |
| Governance | 4 | Missing oversight, authorization, audit logging |
| Data Security | 4 | Cross-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.