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LLM-MCP-Security-Field-Guide — The most comprehensive LLM + MCP security guide i.e. OWASP aligned, real CVEs, actionable checklists | Kitploit
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GitHubpathakabhi24/llm-mcp-security-field-guide

LLM-MCP-Security-Field-Guide

The most comprehensive LLM + MCP security guide i.e. OWASP aligned, real CVEs, actionable checklists

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34 months agoNot yet reviewed

🛡️ AI Security Field Guide — LLM + MCP Security

The most comprehensive, up-to-date, practitioner-first security reference for LLM applications and Model Context Protocol (MCP) deployments.
Covers real CVEs, live attack patterns, OWASP frameworks, red teaming tools, and actionable checklists — updated weekly.

Stars Forks Updated OWASP PRs Welcome


Why This Guide Exists

The AI security landscape shifted dramatically in 2025–2026:

  • 🔴 492 MCP servers publicly exposed with no authentication (Trend Micro, 2026)
  • 🔴 CVE-2025-6514 compromised 437,000+ developer environments via mcp-remote OAuth proxy
  • 🔴 1,184 malicious skills confirmed across the ClawHub agent registry (Antiy CERT, 2026)
  • 🔴 Claude Code RCE vulnerability (CVE-2025-59536, CVSS 8.7) — triggered by opening a repo
  • 🔴 OWASP released 2 new frameworks: LLM Top 10 (2025) + Agentic Top 10 / ASI (Dec 2025)

Most tutorials show you how to build with MCP and LLMs. Almost none show you how to secure them. This is that guide.


Table of Contents

Part 1 — LLM Security (OWASP LLM Top 10)

  • LLM01: Prompt Injection
  • LLM02: Insecure Output Handling
  • LLM03: Training Data Poisoning
  • LLM04: Model Denial of Service
  • LLM05: Supply Chain Vulnerabilities
  • LLM06: Sensitive Information Disclosure
  • LLM07: Insecure Plugin Design
  • LLM08: Excessive Agency
  • LLM09: Overreliance
  • LLM10: Model Theft

Part 2 — MCP Security (OWASP MCP Top 10)

  • MCP Attack Surface Overview
  • MCP01: Token Mismanagement
  • MCP02: Tool Poisoning
  • MCP03: Prompt Injection via MCP
  • MCP04: Confused Deputy Attacks
  • MCP05: Supply Chain Attacks
  • MCP06: Context Poisoning
  • MCP07: OAuth Misconfiguration
  • MCP08: SSRF via Fetch Servers
  • MCP09: Scope Creep
  • MCP10: Insecure Transport
  • Real CVE Database

Part 3 — OWASP Agentic Top 10 (ASI 2026)

  • ASI01: Agent Goal Hijack
  • ASI02: Tool Misuse
  • ASI03: Identity & Privilege Abuse
  • ASI04–ASI10: Full Coverage

Part 4 — Red Teaming

  • Methodology
  • Tools Reference
  • Attack Library

Part 5 — Checklists

  • MCP Security Checklist
  • LLM App Checklist
  • Agentic System Checklist

Real CVE Quick Reference

Live tracker: vulnerablemcp.info


Frameworks Covered


Red Teaming Tools


Contributing

Contributions are welcome. See CONTRIBUTING.md.

  • Found a new CVE? Open an issue.
  • Better mitigation code? Submit a PR.
  • New attack pattern? Document it.

License

CC BY 4.0 — Free to use, share, and build on with attribution.


⭐ Star this repo if it helped you secure something. It helps others find it.

Download Tool
CVECVSSComponentImpact
CVE-2025-6514CRITICALmcp-remote (558k+ downloads)RCE, 437k+ environments compromised
CVE-2025-595368.7Claude CodeRCE via .claude/settings.json Hook injection
CVE-2026-218525.3Claude CodeAPI key theft via request redirection
CVE-2026-283639.9OpenClawLocalhost WebSocket hijack → data exfiltration
CVE-2025-655139.3mcp-fetch-serverSSRF → internal network access
CVE-2025-68145/43/44HIGHmcp-server-gitPath bypass + RCE chain
FrameworkScopeReleased
OWASP LLM Top 10 (2025)LLM application risksNov 2024
OWASP Agentic Top 10 (ASI 2026)Autonomous agent risksDec 2025
OWASP MCP Top 10MCP protocol risks2025 (Beta)
OWASP Agentic Skills Top 10Agent skill/plugin risksQ1 2026
MITRE ATLASAdversarial ML tacticsOngoing
NIST AI RMFGovernance framework2023
ToolBest for
DeepTeam50+ vulnerabilities, OWASP/NIST/MITRE frameworks
promptfooCI/CD integration, OWASP plugin mapping
Garak100+ automated vulnerability probes
PyRITMicrosoft's orchestration framework
agent-scanMCP server + agent skill scanner