RRepoGEO

REPOGEO REPORT · LITE

iwe-org/iwe

Default branch master · commit 8c28e2c8 · scanned 5/18/2026, 3:51:59 AM

GitHub: 1,030 stars · 45 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 iwe-org/iwe, 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
    Move the project definition to the very first sentence of the README

    Why:

    CURRENT
    A messy knowledge base provides messy context to an AI, and messy context yields poor results.
    COPY-PASTE FIX
    IWE is a knowledge graph that organizes your notes hierarchically and makes them accessible to AI agents. Write in **Markdown**, structure with links, give AI agents the **tools** to navigate your knowledge.
  • mediumabout#2
    Strengthen the repository description with more specific keywords

    Why:

    CURRENT
    Markdown memory system for you and your AI agent
    COPY-PASTE FIX
    A local-first, Markdown-based knowledge graph for personal knowledge management, designed for humans and AI agents.
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives
IWE stands out from tools like Obsidian, Logseq, and Dendron by focusing specifically on providing a structured, machine-readable knowledge graph for AI agents, while still offering a familiar Markdown-based experience for humans. Unlike general-purpose note-taking apps, IWE is built from the ground up to be an AI-navigable "second brain," offering tools and APIs for agents to read, search, and update your knowledge base directly.

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 iwe-org/iwe
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Obsidian
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Obsidian · recommended 2×
  2. Logseq · recommended 1×
  3. Dendron · recommended 1×
  4. MkDocs with Material for MkDocs · recommended 1×
  5. GitBook · recommended 1×
  • CATEGORY QUERY
    How can I build a structured knowledge base for my AI agents using markdown?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Logseq
    3. Dendron
    4. MkDocs with Material for MkDocs
    5. GitBook
    6. Plain Markdown Files in a Git Repository
    7. Joplin

    AI recommended 7 alternatives but never named iwe-org/iwe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good markdown-based personal knowledge management system for developers with editor integrations?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Logseq (logseq/logseq)
    3. Foam (foambubble/foam)
    4. Markdown Notes
    5. Dendron (dendrondev/dendron)
    6. Joplin (laurent22/joplin)
    7. Zettlr (Zettlr/Zettlr)
    8. Notable (notable/notable)

    AI recommended 8 alternatives but never named iwe-org/iwe. 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 iwe-org/iwe?
    pass
    AI named iwe-org/iwe explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts iwe-org/iwe in production, what risks or prerequisites should they evaluate first?
    pass
    AI named iwe-org/iwe 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 iwe-org/iwe solve, and who is the primary audience?
    pass
    AI named iwe-org/iwe explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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iwe-org/iwe — RepoGEO report