
The most comprehensive LLM + MCP security guide i.e. OWASP aligned, real CVEs, actionable checklists
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.
The AI security landscape shifted dramatically in 2025–2026:
Most tutorials show you how to build with MCP and LLMs. Almost none show you how to secure them. This is that guide.
Live tracker: vulnerablemcp.info
Contributions are welcome. See CONTRIBUTING.md.
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.
| CVE | CVSS | Component | Impact |
|---|
| CVE-2025-6514 | CRITICAL | mcp-remote (558k+ downloads) | RCE, 437k+ environments compromised |
| CVE-2025-59536 | 8.7 | Claude Code | RCE via .claude/settings.json Hook injection |
| CVE-2026-21852 | 5.3 | Claude Code | API key theft via request redirection |
| CVE-2026-28363 | 9.9 | OpenClaw | Localhost WebSocket hijack → data exfiltration |
| CVE-2025-65513 | 9.3 | mcp-fetch-server | SSRF → internal network access |
| CVE-2025-68145/43/44 | HIGH | mcp-server-git | Path bypass + RCE chain |
| Framework | Scope | Released |
|---|
| OWASP LLM Top 10 (2025) | LLM application risks | Nov 2024 |
| OWASP Agentic Top 10 (ASI 2026) | Autonomous agent risks | Dec 2025 |
| OWASP MCP Top 10 | MCP protocol risks | 2025 (Beta) |
| OWASP Agentic Skills Top 10 | Agent skill/plugin risks | Q1 2026 |
| MITRE ATLAS | Adversarial ML tactics | Ongoing |
| NIST AI RMF | Governance framework | 2023 |
| Tool | Best for |
|---|
| DeepTeam | 50+ vulnerabilities, OWASP/NIST/MITRE frameworks |
| promptfoo | CI/CD integration, OWASP plugin mapping |
| Garak | 100+ automated vulnerability probes |
| PyRIT | Microsoft's orchestration framework |
| agent-scan | MCP server + agent skill scanner |