REPOGEO REPORT · LITE

dvorka-oss/mindforger

Default branch master · commit da178e54 · scanned 5/12/2026, 5:36:30 AM

GitHub: 2,699 stars · 173 forks

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

3 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

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 dvorka-oss/mindforger, 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.

OVERALL DIRECTION

highreadme#1

Reposition README opening to emphasize PKM and linking

Why:

CURRENT

# Thinking Notebook & Markdown Editor
...Are you drowning in information, but starving for knowledge? Where do you keep your private remarks like ideas, personal plans, gift tips, how-tos, dreams, business vision, finance strategy, auto coaching notes? Loads of documents, sketches and remarks spread around the file system, cloud, web and Post-it notes? Are you afraid of your knowledge privacy? Are you able to find them once you create them? Do you know how are they mutually related when you read or write them? No?

COPY-PASTE FIX

# MindForger: Your Private Personal Knowledge Management (PKM) System & Markdown IDE
MindForger is a powerful, privacy-focused desktop application designed to help you organize, link, and manage your personal research notes, ideas, and extensive documentation. Stop drowning in scattered information and start building a connected knowledge base where you can easily find and understand how your thoughts are mutually related.

mediumreadme#2

Clarify OpenAI integration in README

Why:

COPY-PASTE FIX

Add a sentence to the README explaining the specific role of OpenAI in MindForger, e.g., 'MindForger integrates OpenAI for [specific feature, e.g., intelligent content suggestions, advanced search, or text summarization].'

lowtopics#3

Add more specific PKM and linking topics

Why:

CURRENT

debian, ide, knowledge, knowledge-management, linux, macos, markdown, markdown-editor, markdown-ide, notebook, openai, outliner, qt, research, study, tarball, ubuntu, windows

COPY-PASTE FIX

debian, ide, knowledge, knowledge-management, linux, macos, markdown, markdown-editor, markdown-ide, notebook, openai, outliner, qt, research, study, tarball, ubuntu, windows, personal-knowledge-management, pkm, knowledge-graph, note-linking, zettelkasten

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.

Recall

0 / 2

0% of queries surface dvorka-oss/mindforger

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Obsidian

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Obsidian · recommended 2×
Logseq · recommended 2×
Joplin · recommended 2×
Roam Research · recommended 1×
DEVONthink · recommended 1×

CATEGORY QUERY
How can I effectively organize and link my personal research notes and ideas privately?
you: not recommended
AI recommended (in order):
1. Obsidian
2. Logseq
3. Roam Research
4. Joplin
5. DEVONthink
6. TiddlyWiki
AI recommended 6 alternatives but never named dvorka-oss/mindforger. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a powerful Markdown IDE to manage and connect extensive personal documentation.
you: not recommended
AI recommended (in order):
1. Obsidian
2. Logseq
3. Typora
4. VS Code
5. Markdown All in One
6. Markdown Preview Enhanced
7. Foam
8. Dendron
9. Joplin
10. Notion
11. Zettlr
AI recommended 11 alternatives but never named dvorka-oss/mindforger. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

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 dvorka-oss/mindforger?
pass
AI named dvorka-oss/mindforger explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts dvorka-oss/mindforger in production, what risks or prerequisites should they evaluate first?
pass
AI named dvorka-oss/mindforger 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 dvorka-oss/mindforger solve, and who is the primary audience?
pass
AI named dvorka-oss/mindforger 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 dvorka-oss/mindforger. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/dvorka-oss/mindforger.svg)](https://repogeo.com/en/r/dvorka-oss/mindforger)

HTML

<a href="https://repogeo.com/en/r/dvorka-oss/mindforger"><img src="https://repogeo.com/badge/dvorka-oss/mindforger.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite