AgentIndex icon
AgentIndex
HoneyMCP logo
HoneyMCP
★ 28
vs
www-project-agent-memory-guard logo
www-project-agent-memory-guard
★ 188

HoneyMCP vs www-project-agent-memory-guard

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.; www-project-agent-memory-guard: OWASP Agent Memory Guard is a runtime defense solution designed to prevent AI agents from being weaponized through their own memory by detecting and blocking memory poisoning attacks. It provides a robust security layer that intercepts malicious writes to agent memory, ensuring the integrity and safety of AI operations even after context resets.

01

TL;DR

HoneyMCP logo
HoneyMCPSecurity & Safety · ★ 28

Detecting data exfiltration attempts by AI agents.

Read HoneyMCP full review →
www-project-agent-memory-guard logo
www-project-agent-memory-guardSecurity & Safety · ★ 188

Reference implementation for OWASP ASI06: Memory Poisoning.

Read www-project-agent-memory-guard full review →
02

Side-by-Side Comparison

Field
HoneyMCP logoHoneyMCP
www-project-agent-memory-guard logowww-project-agent-memory-guard
Category
Security & Safety
Security & Safety
Stars
★ 28
★ 188
License
NOASSERTION
Apache-2.0
Install Command
pip install honeymcp && honeymcp init
pip install agent-memory-guard
Updated
2mo ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
AI Security, Deception, Honeypot
AI Security, Agent Defense, Memory Protection
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.
www-project-agent-memory-guard logowww-project-agent-memory-guard
01Integrity: SHA-256 baselines flag out-of-band tampering with immutable keys.
02Threat detection: Built-in detectors for prompt injection, sensitive data leakage, protected-key modifications, size anomalies, and self-reinforcement loops.
03Policy enforcement: YAML-defined rules map findings to actions like `allow`, `redact`, `quarantine`, or `block`.
04Forensics: Every decision emits a structured `SecurityEvent`, with point-in-time snapshots for rollback to a known-good state.
05Drop-in middleware: Ships with `GuardedChatMessageHistory` for LangChain and general framework-agnostic `MemoryStore` protocol.
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.
www-project-agent-memory-guard logowww-project-agent-memory-guard
↳Reference implementation for OWASP ASI06: Memory Poisoning.
↳AI security research, such as at Microsoft.
↳Securing multi-tenant agent deployments with compliance requirements in enterprise teams.
↳Protecting LangChain, OpenAI Agents SDK, AutoGen, mem0, and CrewAI based agents from memory-based attacks.
FAQ

FAQ

What is the difference between HoneyMCP and www-project-agent-memory-guard?
Both HoneyMCP and www-project-agent-memory-guard are in the Security & Safety category. HoneyMCP has 28 stars, while www-project-agent-memory-guard has 188 stars.
Which is better, HoneyMCP or www-project-agent-memory-guard?
The best choice depends on your use case. Choose HoneyMCP if Detecting data exfiltration attempts by AI agents., and www-project-agent-memory-guard if Reference implementation for OWASP ASI06: Memory Poisoning..
Is HoneyMCP free or open source?
Yes, HoneyMCP is open source on GitHub (NOASSERTION).
Is www-project-agent-memory-guard free or open source?
Yes, www-project-agent-memory-guard is open source on GitHub (Apache-2.0).
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Related

Alternatives to HoneyMCP →Alternatives to www-project-agent-memory-guard →HoneyMCP details →www-project-agent-memory-guard details →