AgentSeal review
Continuous AI red teaming across agents, MCP, RAG, prompts, and multimodal systems.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
AgentSeal is an open-source security toolkit for developers, security teams, and organizations building or operating AI agents. It tests system prompts, AI agents, HTTP endpoints, MCP servers, RAG pipelines, and multimodal AI systems through adversarial scanning. Coverage includes prompt extraction, instruction injection, data exfiltration, MCP tool poisoning, RAG poisoning, and behavioral genome testing. Deployment spans web, API, and self-hosted options, making it suitable for teams that need continuous testing across development and production environments.
Its strongest differentiator is breadth combined with ongoing monitoring. AgentSeal can scan agent configurations and skill files across a machine, monitor skill files and MCP configurations in real time, analyze live MCP servers for poisoning, toxic flows, and rug pulls, and generate hardened prompts or quarantine affected items. The web dashboard provides scan history and continuous agent monitoring. For engineering workflows, CI/CD integration supports JSON, SARIF 2.1.0, JUnit XML, PDF, and GitHub Actions step summary outputs. Integrations include GitHub Actions, major model providers, Ollama, LM Studio, llama.cpp, and vLLM.
The Free plan covers a basic vulnerability report, trust score breakdown, skill-file and MCP-config audits, real-time file monitoring, Python and JavaScript SDKs, and community support. Pro adds full vulnerability assessment and remediation, MCP, RAG, and Genome scanning probes, MCP runtime analysis, unlimited MCP Intel lookups, PDF security reports, and historical dashboard tracking. AgentSeal fits teams that want broad, continuous AI security coverage with hybrid deployment and automation. Teams needing the deeper assessment, remediation, and reporting features should plan for Pro rather than relying on the Free tier.
AgentSeal pros and cons
- Where it wins
- Broad probes cover prompts, agents, MCP, RAG, and multimodal systems
- Continuous monitoring with CI/CD outputs in JSON, SARIF, and JUnit
- Free plan includes audits, monitoring, SDKs, and a trust score breakdown
- Where it doesn't
- Full vulnerability assessment and remediation require the Pro plan
- The Free plan includes community support rather than expanded support options
- Some advanced reporting and historical tracking are limited to Pro
AgentSeal fact sheet, pricing and score →
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