Security Threat Modeling for Emerging AI-Agent Protocols: A Comparative Analysis of MCP, A2A, Agora, and ANP
On the map: LLM agents and tool use → Agent threats, guardrails and governance
Abstract (arXiv)
The rapid development of the AI agent communication protocols, including the Model Context Protocol (MCP), Agent2Agent (A2A), Agora, and Agent Network Protocol (ANP), is reshaping how AI agents communicate with tools, services, and each other. While these protocols support scalable multi-agent interaction and cross-organizational interoperability, their security principles remain understudied, and standardized threat modeling is limited; no protocol-centric risk assessment framework has been established yet. This paper presents a systematic security analysis of four emerging AI agent communication protocols. First, we develop a structured threat modeling analysis that examines protocol architectures, trust assumptions, interaction patterns, and lifecycle behaviors to identify protocol-specific and cross-protocol risk surfaces. Second, we introduce a qualitative risk assessment framework that identifies twelve protocol-level risks and evaluates security posture across the creation, operation, and update phases through systematic assessment of likelihood, impact, and overall protocol risk, with implications for secure deployment and future standardization. Third, we provide a measurement-driven case study on MCP that formalizes the risk of missing mandatory validation/attestation for executable components as a falsifiable security claim by quantifying wrong-provider tool execution under multi-server composition across representative resolver policies. Collectively, our results highlight key design-induced risk surfaces and provide actionable guidance for secure deployment and future standardization of agent communication ecosystems.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). Placed in Agent threats, guardrails and governance, one of 16 directions in LLM agents and tool use. Builds on 47 of its 76 references that are in the map. First posted on arXiv 11 Feb 2026.
Builds on
47 of 76 references.
Closest ancestors · 16
Same direction, newest first
- 2026Agent2Agent Threats in Safety-Critical LLM Assistants: A Human-Centric Taxonomy5 Feb
- 2025MCP-SafetyBench: A Benchmark for Safety Evaluation of Large Language Models with Real-World MCP Servers17 Dec
- 2025Systematization of Knowledge: Security and Safety in the Model Context Protocol Ecosystem9 Dec
- 2025Toward a Safe Internet of Agents29 Nov
- 2025Security Analysis of Agentic AI Communication Protocols: A Comparative Evaluation5 Nov
- 2025MCPGuard : Automatically Detecting Vulnerabilities in MCP Servers27 Oct
- 2025MCP Security Bench (MSB): Benchmarking Attacks Against Model Context Protocol in LLM Agents14 Oct
- 2025Automatic Red Teaming LLM-based Agents with Model Context Protocol Tools25 Sep
- 2025A Survey of LLM-Driven AI Agent Communication: Protocols, Security Risks, and Defense Countermeasures24 Jun
- 2025Comprehensive Vulnerability Analysis is Necessary for Trustworthy LLM-MAS2 Jun
- 2025Beyond the Protocol: Unveiling Attack Vectors in the Model Context Protocol (MCP) Ecosystem31 May
- 2025Security of Internet of Agents: Attacks and Countermeasures12 May
4 more
- 2025A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP)4 May
- 2025Building A Secure Agentic AI Application Leveraging A2A Protocol23 Apr
- 2025MCP Safety Audit: LLMs with the Model Context Protocol Allow Major Security Exploits2 Apr
- 2024Imprompter: Tricking LLM Agents into Improper Tool Use19 Oct
Other references · 31
- 2023Generative Agents: Interactive Simulacra of Human Behaviorcited by 3,500
- 2023A Comprehensive Overview of Large Language Modelscited by 639
- 2025Multi-Agent Collaboration Mechanisms: A Survey of LLMscited by 424
- 2023A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Uglycited by 380
- 2024StruQ: Defending Against Prompt Injection with Structured Queriescited by 325
- 2025Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directionscited by 257
- 2025Small Language Models are the Future of Agentic AIcited by 254
- 2024PoisonedRAG: Knowledge Corruption Attacks to Retrieval-Augmented Generation of Large Language Modelscited by 251
- 2025Large Language Model Agent: A Survey on Methodology, Applications and Challengescited by 194
- 2024Security and Privacy Challenges of Large Language Models: A Surveycited by 179
- 2024The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG)cited by 159
- 2025A Survey of AI Agent Protocolscited by 77
19 more
- 2024Pandora: Jailbreak GPTs by Retrieval Augmented Generation Poisoningcited by 62
- 2025Model Context Protocol (MCP) at First Glance: Studying the Security and Maintainability of MCP Serverscited by 62
- 2025Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systemscited by 58
- 2024A Scalable Communication Protocol for Networks of Large Language Modelscited by 43
- 2025Enterprise-Grade Security for the Model Context Protocol (MCP): Frameworks and Mitigation Strategiescited by 42
- 2025Internet of Agents: Fundamentals, Applications, and Challengescited by 31
- 2025Security Concerns for Large Language Models: A Surveycited by 26
- 2025Agent Network Protocol Technical White Papercited by 24
- 2025Securing the Model Context Protocol (MCP): Risks, Controls, and Governancecited by 22
- 2025ETDI: Mitigating Tool Squatting and Rug Pull Attacks in Model Context Protocol (MCP) by using OAuth-Enhanced Tool Definitions and Policy-Based Access Controlcited by 18
- 2024The Road to Artificial SuperIntelligence: A Comprehensive Survey of Superalignmentcited by 11
- 2024Converging Paradigms: The Synergy of Symbolic and Connectionist AI in LLM-Empowered Autonomous Agentscited by 9
- 2025IoT-MCP: Bridging LLMs and IoT Systems Through Model Context Protocolcited by 9
- 2025Position: Collaborative Agentic AI Needs Interoperability Across Ecosystemscited by 7
- 2025Agent Discovery in Internet of Agents: Challenges and Solutionscited by 6
- 2025Agent Communications toward Agentic AI at Edge -- A Case Study of the Agent2Agent Protocolcited by 5
- 2025Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Studycited by 4
- 2025A Comparative Study of Rule-Based and Data-Driven Approaches in Industrial Monitoringcited by 2
- 2024Evaluation Framework for Quantum Security Risk Assessment: A Comprehensive Strategy for Quantum-Safe Transitioncited by 1
Built on by
Citing papers per year: 2026: 14.
14 papers.
Sort:
By area:
- 2026SoK: Security of Autonomous LLM Agents in Agentic Commercecited by 8
- 2026AgenticCyOps: Securing Multi-Agentic AI Integration in Enterprise Cyber Operationscited by 2
- 2026MAGIQ: A Post-Quantum Multi-Agentic AI Governance System with Provable Securitycited by 2
- 2026VERA: Authority-Preserving Edge Revocation for Federated AI-Agent Workflowscited by 2
- 2026MCP-DPT: A Defense-Placement Taxonomy and Coverage Analysis for Model Context Protocol Securitycited by 1
- 2026Attacks and Mitigations for Distributed Governance of Agentic AI under Byzantine Adversariescited by 1
- 2026From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperabilitycited by 1
- 2026Securing Agentic AI: From Per-Action Checks to Trajectory Assurancecited by 1
- 2026Blockchain Empowered Trustworthy Agent Networks: Foundations, Taxonomy, and Future Directionscited by 1
- 2026STEM Agent: A Self-Adapting, Tool-Enabled, Extensible Architecture for Multi-Protocol AI Agent Systemscited by 0
- 2026When Agents Handle Secrets: A Survey of Confidential Computing for Agentic AIcited by 0
- 2026InterSAGE: The Secure and Verifiable Interoperability Protocol for An Internet of Agentscited by 0
- 2026Connecting the Dots in Agentic AI Security: A Cross-Dimensional Threat Taxonomy, Evaluation Maturity, and Open Challenges20 Sep 2026
- 2026Measuring and Exploiting Implicit Trust in LLM Tool-Calling Pipelines16 Sep 2026
- 2026VERA: Authority-Preserving Edge Revocation for Federated AI-Agent Workflows30 Aug 2026
- 2026InterSAGE: The Secure and Verifiable Interoperability Protocol for An Internet of Agents13 Aug 2026
- 2026Blockchain Empowered Trustworthy Agent Networks: Foundations, Taxonomy, and Future Directions5 Aug 2026
- 2026Securing Agentic AI: From Per-Action Checks to Trajectory Assurance3 Aug 2026
- 2026From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperability5 Jun 2026
- 2026Attacks and Mitigations for Distributed Governance of Agentic AI under Byzantine Adversaries12 May 2026
- 2026MAGIQ: A Post-Quantum Multi-Agentic AI Governance System with Provable Security7 May 2026
- 2026When Agents Handle Secrets: A Survey of Confidential Computing for Agentic AI4 May 2026
- 2026SoK: Security of Autonomous LLM Agents in Agentic Commerce15 Apr 2026
- 2026MCP-DPT: A Defense-Placement Taxonomy and Coverage Analysis for Model Context Protocol Security8 Apr 2026
- 2026SoK: Security of Autonomous LLM Agents in Agentic Commercecited by 8
- 2026AgenticCyOps: Securing Multi-Agentic AI Integration in Enterprise Cyber Operationscited by 2
- 2026MCP-DPT: A Defense-Placement Taxonomy and Coverage Analysis for Model Context Protocol Securitycited by 1
- 2026Securing Agentic AI: From Per-Action Checks to Trajectory Assurancecited by 1
- 2026Blockchain Empowered Trustworthy Agent Networks: Foundations, Taxonomy, and Future Directionscited by 1
- 2026When Agents Handle Secrets: A Survey of Confidential Computing for Agentic AIcited by 0
- 2026InterSAGE: The Secure and Verifiable Interoperability Protocol for An Internet of Agentscited by 0
- 2026Measuring and Exploiting Implicit Trust in LLM Tool-Calling Pipelinescited by 0
- 2026Connecting the Dots in Agentic AI Security: A Cross-Dimensional Threat Taxonomy, Evaluation Maturity, and Open Challengescited by 0
- 2026Connecting the Dots in Agentic AI Security: A Cross-Dimensional Threat Taxonomy, Evaluation Maturity, and Open Challenges20 Sep 2026
- 2026Measuring and Exploiting Implicit Trust in LLM Tool-Calling Pipelines16 Sep 2026
- 2026InterSAGE: The Secure and Verifiable Interoperability Protocol for An Internet of Agents13 Aug 2026
- 2026Blockchain Empowered Trustworthy Agent Networks: Foundations, Taxonomy, and Future Directions5 Aug 2026
- 2026Securing Agentic AI: From Per-Action Checks to Trajectory Assurance3 Aug 2026
- 2026When Agents Handle Secrets: A Survey of Confidential Computing for Agentic AI4 May 2026
- 2026SoK: Security of Autonomous LLM Agents in Agentic Commerce15 Apr 2026
- 2026MCP-DPT: A Defense-Placement Taxonomy and Coverage Analysis for Model Context Protocol Security8 Apr 2026
- 2026AgenticCyOps: Securing Multi-Agentic AI Integration in Enterprise Cyber Operations10 Mar 2026
- 2026MAGIQ: A Post-Quantum Multi-Agentic AI Governance System with Provable Securitycited by 2
- 2026VERA: Authority-Preserving Edge Revocation for Federated AI-Agent Workflowscited by 2
- 2026Attacks and Mitigations for Distributed Governance of Agentic AI under Byzantine Adversariescited by 1
- 2026From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperabilitycited by 1
- 2026STEM Agent: A Self-Adapting, Tool-Enabled, Extensible Architecture for Multi-Protocol AI Agent Systemscited by 0
- 2026VERA: Authority-Preserving Edge Revocation for Federated AI-Agent Workflows30 Aug 2026
- 2026From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperability5 Jun 2026
- 2026Attacks and Mitigations for Distributed Governance of Agentic AI under Byzantine Adversaries12 May 2026
- 2026MAGIQ: A Post-Quantum Multi-Agentic AI Governance System with Provable Security7 May 2026
- 2026STEM Agent: A Self-Adapting, Tool-Enabled, Extensible Architecture for Multi-Protocol AI Agent Systems22 Mar 2026
Similar, not cited
Close in wording, no citation either way
- 2026AgentRFC: Security Design Principles and Conformance Testing for Agent Protocols
- 2026A Formal Security Framework for MCP-Based AI Agents: Threat Taxonomy, Verification Models, and Defense Mechanisms
- 2026A2ABreak: Systematic Security Analysis of the A2A Protocol ↗
- 2025From Glue-Code to Protocols: A Critical Analysis of A2A and MCP Integration for Scalable Agent Systems
- 2025Extending the OWASP Multi-Agentic System Threat Modeling Guide: Insights from Multi-Agent Security Research
- 2026Breaking the Protocol: Security Analysis of the Model Context Protocol Specification and Prompt Injection Vulnerabilities in Tool-Integrated LLM Agents
- 2025MCPSecBench: A Systematic Security Benchmark and Playground for Testing Model Context Protocols
- 2026Security Considerations for Multi-agent Systems