HoneyMCP logo
HoneyMCP
★ 28
vs
guardana logo
guardana
★ 251

HoneyMCP vs guardana

HoneyMCP: HoneyMCP is a defensive security tool that adds deception capabilities to Model Context Protocol (MCP) servers, protecting AI agents from attacks like data exfiltration and indirect prompt injection. It injects 'ghost tools' as honeypots, appearing legitimate to attackers while capturing attack telemetry for high-fidelity detection.; guardana: Guardana is an open-source tool for AI security verification, scanning model artifacts, probing live endpoints, and analyzing recorded agent traces. It produces reproducible evidence and a measured verdict, enabling comparison of releases against accepted baselines for continuous security assurance.

01

TL;DR

HoneyMCP logo
HoneyMCPSecurity & Safety · ★ 28

Detecting data exfiltration attempts by AI agents.

guardana logo
guardanaSecurity & Safety · ★ 251

Integrate into CI/CD pipelines as a security gate

02

Side-by-Side Comparison

Field
HoneyMCP logoHoneyMCP
guardana logoguardana
Category
Security & Safety
Security & Safety
Stars
★ 28
★ 251
License
NOASSERTION
Apache-2.0
Install Command
pip install honeymcp && honeymcp init
pip install guardana-cli
Updated
2mo ago
2d ago
Open Source
Yes
Yes
Tags
AI Security, Deception, Honeypot
AI Security, LLM Security, Software Supply Chain
03

Features

HoneyMCP logoHoneyMCP
01One-Line Integration: Seamlessly add `honeypot` middleware to any FastMCP server.
02Context-Aware Honeypots: LLM-generated, domain-specific deception tools that adapt to the server's context.
03Transparent Detection: Honeypots appear as legitimate tools to attackers, ensuring covert detection.
04Attack Telemetry: Captures comprehensive attack data including tool call sequences, arguments, and session metadata.
05Live Dashboard: Provides a real-time React dashboard for visualizing attack events.
guardana logoguardana
01Static and offline verification of model and code artifacts
02Active security checks against deployed AI systems and agents
03Analysis of recorded AI agent traces and OpenTelemetry spans
04Continuous monitoring and comparison of security baselines
05Extensible with custom security rules, evaluators, and targets
04

Use Cases

HoneyMCP logoHoneyMCP
↳Detecting data exfiltration attempts by AI agents.
↳Identifying indirect prompt injection attacks manipulating AI agents.
↳Protecting Model Context Protocol (MCP) servers from malicious tool invocations.
↳Gathering intelligence on sophisticated attackers through sustained deception (COGNITIVE mode).
↳Securing AI agent environments against automated scanners and bots.
guardana logoguardana
↳Integrate into CI/CD pipelines as a security gate
↳Generate SARIF reports for GitHub code scanning
↳Use as a pre-commit hook for local development
↳Embed security assertions directly into Python tests
↳Scheduled active probing for continuous production monitoring
FAQ

FAQ

What is the difference between HoneyMCP and guardana?
Both HoneyMCP and guardana are in the Security & Safety category. HoneyMCP has 28 stars, while guardana has 251 stars.
Which is better, HoneyMCP or guardana?
The best choice depends on your use case. Choose HoneyMCP if Detecting data exfiltration attempts by AI agents., and guardana if Integrate into CI/CD pipelines as a security gate.
Is HoneyMCP free or open source?
Yes, HoneyMCP is open source on GitHub (NOASSERTION).
Is guardana free or open source?
Yes, guardana is open source on GitHub (Apache-2.0).
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