skillscan-trace is an open-source behavioral execution engine designed for MCP-based AI agent skills. Below are 21 frameworks & sdks apps with similar functionality to skillscan-trace, matched by what each product actually does — not ranked or scored. Explore each to find the closest fit for your use case.
SkillScan is an open-source CLI tool for static security analysis of AI agent skill files. It detects malicious patterns, prompt injection, data exfiltration, and container escape techniques, supporting secure development and deployment workflows.
Evaluate agent skills via static analysis, trigger testing, and trace analysis. Run `sklab` after installing to scan your skills.
A minimal CLI for managing AI agent skills
skillstat is an open-source command-line tool for diagnosing, auditing, and optimizing the skill usage of AI agents. It provides analytics and reports to help developers understand and improve agent performance across various tools.
skill-blast is an open-source CLI tool that enables users to quickly install a curated set of 50 top AI agent skills, including Claude Code, OpenCode, and others. It is designed for AI developers and researchers seeking streamlined skill deployment.
skillwatch is an open-source CLI tool that monitors external URLs used by AI agent skills and MCP tools, detecting bait-and-switch content changes, homoglyph attacks, and other supply chain security risks for AI systems.
skill-auditor is an open-source command-line tool that scans AI Agent skills for security issues before installation. It acts as an install gate, helping developers and maintainers ensure that only safe and validated skills are added to their AI agents. Ideal for those building or managing AI agent frameworks.
skillboard is an open source command-line utility that helps developers manage and organize skills for AI coding agents. It provides a lightweight, terminal-based interface for skill management and is designed for integration with agent frameworks. Ideal for developers building or maintaining AI agents.
skillxray is a command-line tool for AI developers to scan agent skills for prompt injection, hidden Unicode, dangerous commands, and leaked secrets. It helps ensure the security and integrity of AI agent skills before deployment.
Skillgraph is an experimental open-source framework for building AI agents using modular skills instead of traditional tool-calling. It offers developers greater control, lower costs, and improved workflows for orchestrating complex agent behaviors. The framework is released under the Apache 2.0 license and is suitable for advanced AI development.
skillm is a command-line tool that acts as a universal skill registry, allowing users to register and reuse Python, Docker, CLI, and REST-based skills via the Model Context Protocol (MCP). It is aimed at automation developers and system integrators.
Analyze any codebase and auto-generate AI agent skill files for Claude Code, Cursor, and other AI tools
cisco-ai-skill-scanner is an open-source CLI tool for scanning Agent Skills packages to detect prompt injection, data exfiltration, and malicious code. It is designed for AI security engineers and developers working with LLM agents and skills.
AI-powered CLI tool that evaluates whether a learning resource is worth your time
agent-skill-scanner is an open-source CLI tool that scans agent skill files for security vulnerabilities, including prompt injection, capability escalation, and data exfiltration. It applies 22 security rules to help AI developers and security researchers identify and mitigate risks in LLM agent skills. The tool is MIT licensed and suitable for anyone building or auditing AI agent systems.
skill-guard is an open-source CLI tool designed for AI developers to validate, secure, detect conflicts, and test agent skills. It provides a quality gate for agent skills, ensuring robust and secure deployment throughout their lifecycle. The tool is suitable for teams building or maintaining AI agents and skills.
skillfed is an open-source CLI tool that enables developers to discover and install vetted agent skills for Claude Code environments. It provides a no-clone installer that integrates with Claude Code and supports the Model Context Protocol (MCP), making it easy to add new skills via the command line. Designed for AI agent developers seeking streamlined skill management.
Static analysis linter for Claude Code plugins, skills, and agents
skillsafe is an open-source CLI client for managing AI coding tool skills. It allows developers to scan, save, share, install, and verify skills securely via a command-line interface. Ideal for developers seeking to manage AI skills across tools with security and transparency.
skilltotal is an open-source CLI tool for static security analysis of AI components, focusing on prompt injection and supply chain risks. It is designed for AI developers and security engineers to ensure the safety of AI systems.
skill-eval-harness is an open-source CLI tool for evaluating agent skills using benchmarks, paired variants, and holdout splits. It supports repeated-run statistics, script assertions, Anthropic-compatible exports, and Jetty adapter integration, targeting AI researchers and developers.
