memory_agent_hub: 2026 swarm Agent 年,swarm Agent 、Agent team、 ai coding、skill、memory、evolve、agentic RL 等 AI Agent集合

by 1850298154 · Agent Tool · ★ 66

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Security audit verdict: SAFE · quality 51/100

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.

ai-memoryelasticsearchgraphragknowledge-graphllm-agentmilvusneo4jrag-technology

Quick Facts

Stars66
Forks14
LanguagePython
CategoryAgent Tool
Quality Score51/100
Last Updated2026-08-22
Created2025-08-30
Platformspython
Est. Tokens~25k

About memory_agent_hub

2026 swarm Agent 年,swarm Agent 、Agent team、 ai coding、skill、memory、evolve、verify、agentic RL 等 AI Agent 12-Factor Agents不是普通收藏夹项目,狠在它把Agent从Demo到生产的坑拆成12条工程规矩。23.1k到23.2k星能对上,但真正该看的,是开发者返工成本和小团队流程怎么重算。 项目地址在这里:https://github.com/humanlayer/12-factor-agents 科研与推销 模仿董宇辉卖榴莲的话术:'卖的不是水果,是儿时乡愁和中年辛酸。他长在南国风雨中,用坚硬外壳守护柔软内心,像极了城市打拼的你。90块钱买不到回家车票,却能买一口藏在果肉里的故乡。'...

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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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