REPOGEO REPORT · LITE
oldwinter/knowledge-garden
Default branch main · commit 2ad252e3 · scanned 5/13/2026, 10:02:09 PM
GitHub: 2,433 stars · 138 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface oldwinter/knowledge-garden, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition the core value proposition to the top of the README
Why:
CURRENTThe current README starts with metadata, then a personal H1, followed by navigation links.
COPY-PASTE FIXAdd the following sentence immediately after the initial navigation links paragraph: `This repository is a comprehensive, open-source Obsidian template and personal knowledge management (PKM) system, designed as a "second brain" and "digital garden" for linked notes, evergreen notes, and spaced repetition.`
- mediumreadme#2Clarify the opening of the 'What is this' section for AI scanning
Why:
CURRENTThe current '这是什么' section starts with `双链笔记的 [[最佳实践]]。完整快照了我每天使用 [[Obsidian|Obsidian]] 写的笔记、用的插件和工作流。`
COPY-PASTE FIXModify the first sentence of the '这是什么' section to be more direct and keyword-rich for AI: `## 这是什么` `这是一个基于 Obsidian 的个人知识管理 (PKM) 系统和数字花园模板,旨在提供双链笔记、常青笔记和间隔重复的最佳实践。它完整快照了我每天使用 [[Obsidian|Obsidian]] 写的笔记、用的插件和工作流。`
- lowreadme#3Add a 'Comparison with Alternatives' section to the README
Why:
COPY-PASTE FIXAdd a new section to the README, for example, before '贡献与交流': `## 与其他工具的比较` `与 Obsidian、Logseq 或 Roam Research 等通用双链笔记工具不同,本库是一个开箱即用的 Obsidian 知识库模板,集成了我的个人工作流、插件配置和笔记组织方法(如 PARA、Zettelkasten)。它不是一个独立的软件,而是 Obsidian 用户的进阶实践指南和可复用系统。`
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- Obsidian · recommended 2×
- logseq/logseq · recommended 1×
- Roam Research · recommended 1×
- Notion · recommended 1×
- TiddlyWiki/TiddlyWiki5 · recommended 1×
- CATEGORY QUERYHow can I effectively build a personal knowledge management system with linked notes?you: not recommendedAI recommended (in order):
- Obsidian
- Logseq (logseq/logseq)
- Roam Research
- Notion
- TiddlyWiki (TiddlyWiki/TiddlyWiki5)
- Joplin (laurent22/joplin)
AI recommended 6 alternatives but never named oldwinter/knowledge-garden. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are good tools for creating a local-first, markdown-based knowledge base with spaced repetition?you: not recommendedAI recommended (in order):
- Obsidian
- spaced repetition plugin
- Logseq
- Anki
- VS Code
- Anki-Editor
- Markdown to Anki
- Zettlr
- Joplin
- Flashcards plugin
- Foam
AI recommended 11 alternatives but never named oldwinter/knowledge-garden. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of oldwinter/knowledge-garden?passAI named oldwinter/knowledge-garden explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts oldwinter/knowledge-garden in production, what risks or prerequisites should they evaluate first?passAI named oldwinter/knowledge-garden explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo oldwinter/knowledge-garden solve, and who is the primary audience?passAI named oldwinter/knowledge-garden explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of oldwinter/knowledge-garden. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/oldwinter/knowledge-garden)<a href="https://repogeo.com/en/r/oldwinter/knowledge-garden"><img src="https://repogeo.com/badge/oldwinter/knowledge-garden.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
oldwinter/knowledge-garden — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite