awesome-MLSecOps: A curated list of MLSecOps tools and resources for securing machine learning and AI systems

by RiccardoBiosas · MCP Server · ★ 485

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 59/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

adversarial-machine-learningagentic-securityai-agentsai-governanceai-red-teamingai-securitydata-poisoninglarge-language-modelllm-securitymachine-learning-security

Quick Facts

Stars485
Forks128
LanguageAstro
CategoryMCP Server
LicenseMIT
Quality Score59/100
Open Issues27
Last Updated2026-11-03
Created2023-04-01
Platformsmcp
Est. Tokens~25k

About awesome-MLSecOps

Awesome MLSecOps: Machine Learning and AI Security Resources 🛡️🤖 What is MLSecOps? MLSecOps (Machine Learning Security Operations) is the practice of integrating security throughout the machine learning lifecycle—from data collection and model development to deployment, monitoring, and incident response.

Compatible Skills

These tools work well together with awesome-MLSecOps for enhanced workflows:

awesome-MLSecOps alternative? Top 6 similar tools

Looking for a awesome-MLSecOps alternative? If you're comparing awesome-MLSecOps with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • Adrian by secureagentics · ⭐ 587

    Open-source runtime AI agent security tool - monitors and controls AI agents, catching malicious tool use, pro

  • guardana by guardana · ⭐ 293

    Open-source AI security verification for model artifacts, live endpoints, MCP servers, and recorded agent trac

  • agent-opfor by KeyValueSoftwareSystems · ⭐ 584

    Open-source adversary emulation for AI agents and MCP servers.

  • www-project-agent-memory-guard by OWASP · ⭐ 195

    Runtime defense against memory poisoning in AI agents (OWASP ASI06). Drop-in for LangChain, OpenAI Agents, Aut

  • agent-security-scanner-mcp by sinewaveai · ⭐ 121

    Security scanner MCP server for AI coding agents. Prompt injection firewall, package hallucination detection (

  • vestige by samvallad33 · ⭐ 659

    Think before doing, prove before saving. Vestige is the local-first cognitive operating system and determinist

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Astro Agent Tools

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse MCP Server tools