GateMem: A benchmark and evaluation toolkit for memory governance in multi-principal shared-memory LLM agents

by rzhub · Agent Tool · ★ 139

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

Security audit verdict: SAFE · quality 70/100

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.

agent-memoryai-safetybenchmarkllm-agentnlp

Quick Facts

Stars139
Forks3
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score70/100
Open Issues3
Last Updated2026-10-12
Created2026-06-16
Platformspython
Est. Tokens~15k

About GateMem

GateMem -- Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents GateMem evaluates whether memory-augmented LLM agents can remain useful, enforce access control, and honor deletion requests in multi-principal shared-memory environments.

Compatible Skills

These tools work well together with GateMem for enhanced workflows:

  • ogham-mcp — semantic(0.32)+complementary+same_lang+similar_pop+shared_platform (61%)
  • caura-memclaw — semantic(0.30)+complementary+same_lang+similar_pop+shared_platform (60%)
  • LycheeMem — semantic(0.44)+complementary+same_lang+similar_pop+shared_platform (60%)
  • PawBench — semantic(0.29)+complementary+same_lang+similar_pop+shared_platform (60%)

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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:

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