llm-knowledge-base: 參考自Andrej Kapathy的llm-wiki概念,把原始素材、LLM 編譯後的知識、 探索中的思考

by gatelynch · AI Tool · ★ 336

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Security audit verdict: SAFE · quality 56/100

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. Full audit →

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.

Quick Facts

Stars336
Forks90
LanguagePython
CategoryAI Tool
LicenseMIT
Quality Score56/100
Last Updated2026-04-06
Created2026-04-05
Platformspython
Est. Tokens~6k

About llm-knowledge-base

LLM 知識庫 以 LLM 編譯為核心的個人知識管理系統。靈感來自 Andrej Karpathy 的 LLM 知識庫工作流程及Andrej Karpathy 的 想法文件,把原始素材與編譯知識分開。 跟 Andrej Kapathy llm-wiki 概念文件的差別 Andrej Kapathy的llm-wiki是三層式的架構(raw-wiki-schema)他的架構是由低到高,由上層架構管理下層資料。我的四層架構是(raw-wiki-brainstorming-artifacts),偏向工作流式的架構,資訊在不同階段間流動。我同時是知識的生產者跟消費者,所以需要雙向編譯跟與AI討論的階段,但最終都會透過LLM編譯彙整到wiki。 問題所在 大多數個人知識系統最終都成了墓地。你收藏文章、做筆記、畫重點——然後再也不去看。收集 、理解與輸出之間的落差,就是埋葬知識的地方。 這個系統透過讓...

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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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