MCP Security Bench (MSB): Benchmarking Attacks Against Model Context Protocol in LLM Agents
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Dongsen, Li, Zekun, Luo, Xu, Liu, Xuannan, Li, Peipei, Xu, Wenjun |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MCPSecBench: A Systematic Security Benchmark and Playground for Testing Model Context Protocols
by: Yang, Yixuan, et al.
Published: (2025)
by: Yang, Yixuan, et al.
Published: (2025)
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
by: Zhang, Hanrong, et al.
Published: (2024)
by: Zhang, Hanrong, et al.
Published: (2024)
Enterprise-Grade Security for the Model Context Protocol (MCP): Frameworks and Mitigation Strategies
by: Narajala, Vineeth Sai, et al.
Published: (2025)
by: Narajala, Vineeth Sai, et al.
Published: (2025)
Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions
by: Hou, Xinyi, et al.
Published: (2025)
by: Hou, Xinyi, et al.
Published: (2025)
When the Manual Lies: A Realistic Benchmark to Evaluate MCP Poisoning Attacks for LLM Agents
by: Liu, Shi, et al.
Published: (2026)
by: Liu, Shi, et al.
Published: (2026)
SLEIGHT-Bench: A Benchmark of Evasion Attacks Against Agent Monitors
by: Najt, Elle, et al.
Published: (2026)
by: Najt, Elle, et al.
Published: (2026)
MCP-Guard: A Multi-Stage Defense-in-Depth Framework for Securing Model Context Protocol in Agentic AI
by: Xing, Wenpeng, et al.
Published: (2025)
by: Xing, Wenpeng, et al.
Published: (2025)
MCP-DPT: A Defense-Placement Taxonomy and Coverage Analysis for Model Context Protocol Security
by: Rostamzadeh, Mehrdad, et al.
Published: (2026)
by: Rostamzadeh, Mehrdad, et al.
Published: (2026)
Semantic Attacks on Tool-Augmented LLMs: Securing the Model Context Protocol Against Descriptor-Level Manipulation
by: Jamshidi, Saeid, et al.
Published: (2025)
by: Jamshidi, Saeid, et al.
Published: (2025)
MCP Bridge: A Lightweight, LLM-Agnostic RESTful Proxy for Model Context Protocol Servers
by: Ahmadi, Arash, et al.
Published: (2025)
by: Ahmadi, Arash, et al.
Published: (2025)
WASP: Benchmarking Web Agent Security Against Prompt Injection Attacks
by: Evtimov, Ivan, et al.
Published: (2025)
by: Evtimov, Ivan, et al.
Published: (2025)
MCP Safety Audit: LLMs with the Model Context Protocol Allow Major Security Exploits
by: Radosevich, Brandon, et al.
Published: (2025)
by: Radosevich, Brandon, et al.
Published: (2025)
CyBiasBench: Benchmarking Bias in LLM Agents for Cyber-Attack Scenarios
by: Lim, Taein, et al.
Published: (2026)
by: Lim, Taein, et al.
Published: (2026)
Breaking the Protocol: Security Analysis of the Model Context Protocol Specification and Prompt Injection Vulnerabilities in Tool-Integrated LLM Agents
by: Maloyan, Narek, et al.
Published: (2026)
by: Maloyan, Narek, et al.
Published: (2026)
Securing AI Agents Against Prompt Injection Attacks
by: Ramakrishnan, Badrinath, et al.
Published: (2025)
by: Ramakrishnan, Badrinath, et al.
Published: (2025)
Security Threat Modeling for Emerging AI-Agent Protocols: A Comparative Analysis of MCP, A2A, Agora, and ANP
by: Anbiaee, Zeynab, et al.
Published: (2026)
by: Anbiaee, Zeynab, et al.
Published: (2026)
A First Look at the Security Issues in the Model Context Protocol Ecosystem
by: Li, Xiaofan, et al.
Published: (2025)
by: Li, Xiaofan, et al.
Published: (2025)
ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models
by: Liu, Xuxu, et al.
Published: (2025)
by: Liu, Xuxu, et al.
Published: (2025)
MCP-38: A Comprehensive Threat Taxonomy for Model Context Protocol Systems (v1.0)
by: Shen, Yi Ting, et al.
Published: (2026)
by: Shen, Yi Ting, et al.
Published: (2026)
To Protect the LLM Agent Against the Prompt Injection Attack with Polymorphic Prompt
by: Wang, Zhilong, et al.
Published: (2025)
by: Wang, Zhilong, et al.
Published: (2025)
CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent
by: Ning, Liang-bo, et al.
Published: (2025)
by: Ning, Liang-bo, et al.
Published: (2025)
SafeGenBench: A Benchmark Framework for Security Vulnerability Detection in LLM-Generated Code
by: Li, Xinghang, et al.
Published: (2025)
by: Li, Xinghang, et al.
Published: (2025)
Temporal UI State Inconsistency in Desktop GUI Agents: Formalizing and Defending Against TOCTOU Attacks on Computer-Use Agents
by: Xu, Wenpeng
Published: (2026)
by: Xu, Wenpeng
Published: (2026)
AttackPilot: Autonomous Inference Attacks Against ML Services With LLM-Based Agents
by: Wu, Yixin, et al.
Published: (2025)
by: Wu, Yixin, et al.
Published: (2025)
Secure Tool Manifest and Digital Signing Solution for Verifiable MCP and LLM Pipelines
by: Jamshidi, Saeid, et al.
Published: (2026)
by: Jamshidi, Saeid, et al.
Published: (2026)
SkillTester: Benchmarking Utility and Security of Agent Skills
by: Wang, Leye, et al.
Published: (2026)
by: Wang, Leye, et al.
Published: (2026)
Meta SecAlign: A Secure Foundation LLM Against Prompt Injection Attacks
by: Chen, Sizhe, et al.
Published: (2025)
by: Chen, Sizhe, et al.
Published: (2025)
Systematization of Knowledge: Security and Safety in the Model Context Protocol Ecosystem
by: Gaire, Shiva, et al.
Published: (2025)
by: Gaire, Shiva, et al.
Published: (2025)
ExploitBench: A Capability Ladder Benchmark for LLM Cybersecurity Agents
by: Lee, Seunghyun, et al.
Published: (2026)
by: Lee, Seunghyun, et al.
Published: (2026)
Automatic Red Teaming LLM-based Agents with Model Context Protocol Tools
by: He, Ping, et al.
Published: (2025)
by: He, Ping, et al.
Published: (2025)
MCP Guardian: A Security-First Layer for Safeguarding MCP-Based AI System
by: Kumar, Sonu, et al.
Published: (2025)
by: Kumar, Sonu, et al.
Published: (2025)
MCP-ITP: An Automated Framework for Implicit Tool Poisoning in MCP
by: Li, Ruiqi, et al.
Published: (2026)
by: Li, Ruiqi, et al.
Published: (2026)
ClawGuard: A Runtime Security Framework for Tool-Augmented LLM Agents Against Indirect Prompt Injection
by: Zhao, Wei, et al.
Published: (2026)
by: Zhao, Wei, et al.
Published: (2026)
Web Fraud Attacks Against LLM-Driven Multi-Agent Systems
by: Kong, Dezhang, et al.
Published: (2025)
by: Kong, Dezhang, et al.
Published: (2025)
VPI-Bench: Visual Prompt Injection Attacks for Computer-Use Agents
by: Cao, Tri, et al.
Published: (2025)
by: Cao, Tri, et al.
Published: (2025)
AttackSeqBench: Benchmarking the Capabilities of LLMs for Attack Sequences Understanding
by: Ma, Haokai, et al.
Published: (2025)
by: Ma, Haokai, et al.
Published: (2025)
No Free Lunch for Defending Against Prefilling Attack by In-Context Learning
by: Xue, Zhiyu, et al.
Published: (2024)
by: Xue, Zhiyu, et al.
Published: (2024)
A Formal Security Framework for MCP-Based AI Agents: Threat Taxonomy, Verification Models, and Defense Mechanisms
by: Acharya, Nirajan, et al.
Published: (2026)
by: Acharya, Nirajan, et al.
Published: (2026)
GradingAttack: Exposing Security Vulnerabilities in LLM Based Educational Grading Agents
by: Li, Xueyi, et al.
Published: (2026)
by: Li, Xueyi, et al.
Published: (2026)
SecRepoBench: Benchmarking Code Agents for Secure Code Completion in Real-World Repositories
by: Shen, Chihao, et al.
Published: (2025)
by: Shen, Chihao, et al.
Published: (2025)
Similar Items
-
MCPSecBench: A Systematic Security Benchmark and Playground for Testing Model Context Protocols
by: Yang, Yixuan, et al.
Published: (2025) -
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
by: Zhang, Hanrong, et al.
Published: (2024) -
Enterprise-Grade Security for the Model Context Protocol (MCP): Frameworks and Mitigation Strategies
by: Narajala, Vineeth Sai, et al.
Published: (2025) -
Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions
by: Hou, Xinyi, et al.
Published: (2025) -
When the Manual Lies: A Realistic Benchmark to Evaluate MCP Poisoning Attacks for LLM Agents
by: Liu, Shi, et al.
Published: (2026)