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Title: GitHub - ThirdKeyAI/AgentNull: AgentNull: AI System Security Threat Catalog + Proof-of-Concepts. Collection of PoCs for using Agents, MCP, and RAG in bad ways. · GitHub

Open Graph Title: GitHub - ThirdKeyAI/AgentNull: AgentNull: AI System Security Threat Catalog + Proof-of-Concepts. Collection of PoCs for using Agents, MCP, and RAG in bad ways.

X Title: GitHub - ThirdKeyAI/AgentNull: AgentNull: AI System Security Threat Catalog + Proof-of-Concepts. Collection of PoCs for using Agents, MCP, and RAG in bad ways.

Description: AgentNull: AI System Security Threat Catalog + Proof-of-Concepts. Collection of PoCs for using Agents, MCP, and RAG in bad ways. - ThirdKeyAI/AgentNull

Open Graph Description: AgentNull: AI System Security Threat Catalog + Proof-of-Concepts. Collection of PoCs for using Agents, MCP, and RAG in bad ways. - ThirdKeyAI/AgentNull

X Description: AgentNull: AI System Security Threat Catalog + Proof-of-Concepts. Collection of PoCs for using Agents, MCP, and RAG in bad ways. - ThirdKeyAI/AgentNull

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https://github.com/ThirdKeyAI/AgentNull#-attack-vectors-covered
https://github.com/ThirdKeyAI/AgentNull#-mcp--agent-systems
Full-Schema Poisoning (FSP)https://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/FullSchemaPoisoning
Advanced Tool Poisoning Attack (ATPA)https://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/AdvancedToolPoisoning
MCP Rug Pull Attackhttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/MCPRugPull
Schema Validation Bypasshttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/SchemaValidationBypass
Tool Confusion Attackhttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/ToolConfusionAttack
Nested Function Call Hijackhttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/NestedFunctionHijack
Subprompt Extractionhttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/SubpromptExtraction
Backdoor Planninghttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/BackdoorPlanning
https://github.com/ThirdKeyAI/AgentNull#-memory--context-systems
Recursive Leakagehttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/RecursiveLeakage
Token Gaslightinghttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/TokenGaslighting
Heuristic Drift Injectionhttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/HeuristicDriftInjection
Context Packing Attackshttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/ContextPackingAttacks
https://github.com/ThirdKeyAI/AgentNull#-rag--vector-systems
Cross-Embedding Poisoninghttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/CrossEmbeddingPoisoning
Index Skew Attackshttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/IndexSkewAttacks
Zero-Shot Vector Beaconinghttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/ZeroShotVectorBeaconing
Embedding Feedback Loopshttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/EmbeddingFeedbackLoops
https://github.com/ThirdKeyAI/AgentNull#-code--file-systems
Hidden File Exploitationhttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/HiddenFileExploitation
https://github.com/ThirdKeyAI/AgentNull#-resource--performance
Function Floodinghttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/FunctionFlooding
Semantic DoShttps://github.com/ThirdKeyAI/AgentNull/blob/main/pocs/SemanticDoS
https://github.com/ThirdKeyAI/AgentNull#-agentic-browser--assistant-attacks
https://github.com/ThirdKeyAI/AgentNull#-multi-agent-system-attacks
https://github.com/ThirdKeyAI/AgentNull#-memory--persistence-attacks
https://github.com/ThirdKeyAI/AgentNull#-supply-chain--marketplace-attacks
https://github.com/ThirdKeyAI/AgentNull#-protocol--sandbox-attacks
https://github.com/ThirdKeyAI/AgentNull#-prompt-injection-advances
https://github.com/ThirdKeyAI/AgentNull#️-multimodal--vision-agent-attacks
https://github.com/ThirdKeyAI/AgentNull#️-tool-selection--hijacking
https://github.com/ThirdKeyAI/AgentNull#-coding-agent-attacks
https://github.com/ThirdKeyAI/AgentNull#-rag-poisoning-advances
https://github.com/ThirdKeyAI/AgentNull#-related-research--attribution
https://github.com/ThirdKeyAI/AgentNull#novel-attack-vectors-
https://github.com/ThirdKeyAI/AgentNull#known-attack-patterns-with-research-links
Lost in the Middle: How Language Models Use Long Contextshttps://arxiv.org/abs/2307.03172
Poisoning Web-Scale Training Data is Practicalhttps://arxiv.org/abs/2302.10149
LLM-as-a-judgehttps://arxiv.org/abs/2306.05685
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculturehttps://arxiv.org/abs/2401.08406
Denial-of-Service Attack on Test-Time-Tuning Modelshttps://arxiv.org/abs/2405.02324
OWASP Top 10 for Large Language Model Applicationshttps://owasp.org/www-project-top-10-for-large-language-model-applications/
Backdoor Attacks on Language Modelshttps://arxiv.org/abs/2311.09403
OWASP Top 10 for Large Language Model Applicationshttps://owasp.org/www-project-top-10-for-large-language-model-applications/
https://github.com/ThirdKeyAI/AgentNull#20252026-attack-research-links
Varonis EchoLeak Analysishttps://www.varonis.com/blog/echoleak
Persistent Memory Poisoning in AI Agentshttps://arxiv.org/abs/2512.16962
Unit 42 MCP Attack Vectorshttps://unit42.paloaltonetworks.com/model-context-protocol-attack-vectors/
Tenable — Three New Gemini Vulnerabilitieshttps://www.tenable.com/blog/the-trifecta-how-three-new-gemini-vulnerabilities-in-cloud-assist-search-model-and-browsing
LayerX — CometJackinghttps://layerxsecurity.com/blog/cometjacking-how-one-click-can-turn-perplexitys-comet-ai-browser-against-you/
LayerX — ChatGPT Atlas Browser Vulnerabilityhttps://layerxsecurity.com/blog/layerx-identifies-vulnerability-in-new-chatgpt-atlas-browser/
Control-Flow Hijacking in Multi-Agent Systemshttps://arxiv.org/abs/2503.12188
The Dark Side of LLMshttps://arxiv.org/abs/2507.06850
Embrace The Red — Gemini Memory Persistencehttps://embracethered.com/blog/posts/2025/gemini-memory-persistence-prompt-injection/
Trend Micro — When AI Agents Hallucinate Malicious Packageshttps://www.trendmicro.com/vinfo/us/security/news/cybercrime-and-digital-threats/slopsquatting-when-ai-agents-hallucinate-malicious-packages
Sangfor — OpenClaw AI Agent Security Riskshttps://www.sangfor.com/blog/cybersecurity/openclaw-ai-agent-security-risks-2026
Acuvity — The Agent Security Threat Hiding in Plain Sighthttps://acuvity.ai/semantic-privilege-escalation-the-agent-security-threat-hiding-in-plain-sight/
Authzed — Timeline of MCP Breacheshttps://authzed.com/blog/timeline-mcp-breaches
Ona — How Claude Code Escapes Its Own Sandboxhttps://ona.com/stories/how-claude-code-escapes-its-own-denylist-and-sandbox
CSA — Threat Modeling Google's A2A Protocolhttps://cloudsecurityalliance.org/blog/2025/04/30/threat-modeling-google-s-a2a-protocol-with-the-maestro-framework
OWASP GenAI — LLM01: Prompt Injectionhttps://genai.owasp.org/llmrisk/llm01-prompt-injection/
https://github.com/ThirdKeyAI/AgentNull#arxiv-papers--conference-publications-20252026
Automating Agent Hijacking via Structural Template Injectionhttps://arxiv.org/abs/2602.16958
When Innocent Tools Form Dangerous Chains to Jailbreak LLM Agentshttps://arxiv.org/abs/2509.25624
Visual Prompt Injection Attacks for Computer-Use Agentshttps://arxiv.org/abs/2506.02456
Manipulating Multimodal Agents via Cross-Modal Prompt Injectionhttps://arxiv.org/abs/2504.14348
Persistent Control via Self-Reinforcing Injectionshttps://arxiv.org/abs/2602.15654
Memory Injection Attacks on LLM Agents via Query-Only Interactionhttps://arxiv.org/abs/2503.03704
Prompt Injection Attack to Tool Selection in LLM Agentshttps://arxiv.org/abs/2504.19793
Unified Red Teaming by Dynamically Hijacking Their Own Reasoninghttps://arxiv.org/abs/2503.01908
arXiv:2510.26418https://arxiv.org/abs/2510.26418
Control at Stake: Security of LLM-Driven Email Agentshttps://arxiv.org/abs/2507.02699
How Dark Patterns Manipulate Web Agentshttps://arxiv.org/abs/2512.22894
How Prompt Injections Evolved Into a Multistep Malware Delivery Mechanismhttps://arxiv.org/abs/2601.09625
Demystifying Prompt Injection on Agentic AI Coding Editorshttps://arxiv.org/abs/2509.22040
Practical Poisoning Attacks against RAGhttps://arxiv.org/abs/2504.03957
LLM-to-LLM Prompt Injection within Multi-Agent Systemshttps://arxiv.org/abs/2410.07283
JFrog — Agent-Specific Web Cloakinghttps://arxiv.org/abs/2509.00124
Blinding LLM-based Code Auditorshttps://ieeexplore.ieee.org/document/11023369/
Taxonomy, Feasibility, and Mitigationhttps://arxiv.org/abs/2509.24272
https://github.com/ThirdKeyAI/AgentNull#industry-research--cve-sources
Zenity — Zero-Click Prompt Injection in AI Agentshttps://labs.zenity.io/p/agentflayer-chatgpt-connectors-0click-attack-5b41
HiddenLayer — Universal Bypass for All Major LLMshttps://www.hiddenlayer.com/research/novel-universal-bypass-for-all-major-llms
Embrace The Red — Self-Propagating Agent Wormshttps://embracethered.com/blog/posts/2025/github-copilot-remote-code-execution-via-prompt-injection/
Snyk — Weaponizing AI Coding Agents via Nx Packageshttps://snyk.io/blog/weaponizing-ai-coding-agents-for-malware-in-the-nx-malicious-package/
Cyata — LangChain Serialization Injectionhttps://cyata.ai/blog/langgrinch-langchain-core-cve-2025-68664/
SafeBreach — Hacking Gemini via Calendar Inviteshttps://www.safebreach.com/blog/invitation-is-all-you-need-hacking-gemini/
The Vulnerable MCP Projecthttps://vulnerablemcp.info/
Ken Huang — 2025 Wave of Agentic AI CVEshttps://kenhuangus.substack.com/p/the-2025-wave-recent-cves-in-agentic
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