RRepoGEO

REPOGEO REPORT · LITE

yoheinakajima/instagraph

Default branch main · commit 65b179d9 · scanned 5/10/2026, 2:18:31 PM

GitHub: 3,550 stars · 283 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 yoheinakajima/instagraph, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's core value proposition and clarify scope

    Why:

    CURRENT
    Hello there, adventurous coder! Welcome to InstaGraph, your go-to application for converting text or URLs into insightful knowledge graphs.
    COPY-PASTE FIX
    InstaGraph is an AI-powered application that converts text or URLs into insightful knowledge graphs. **It is not related to Instagram or multi-agent AI workflows.**
  • mediumhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://instagraph.ai

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 yoheinakajima/instagraph
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
gephi/gephi
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. gephi/gephi · recommended 1×
  2. Neo4j Bloom · recommended 1×
  3. cytoscape/cytoscape · recommended 1×
  4. yEd Graph Editor · recommended 1×
  5. graphviz/graphviz · recommended 1×
  • CATEGORY QUERY
    How to visualize complex relationships between entities extracted from text documents?
    you: not recommended
    AI recommended (in order):
    1. Gephi (gephi/gephi)
    2. Neo4j Bloom
    3. Cytoscape (cytoscape/cytoscape)
    4. yEd Graph Editor
    5. Graphviz (graphviz/graphviz)
    6. Kibana (with Graph plugin) (elastic/kibana)

    AI recommended 6 alternatives but never named yoheinakajima/instagraph. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are tools for generating knowledge graphs from text using AI models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-3.5 / GPT-4
    2. SpaCy
    3. Stardog
    4. PyTorch Geometric
    5. DGL (Deep Graph Library)
    6. IBM Watson Discovery
    7. Google Cloud Natural Language API

    AI recommended 7 alternatives but never named yoheinakajima/instagraph. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 yoheinakajima/instagraph?
    pass
    AI named yoheinakajima/instagraph explicitly

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

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

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

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yoheinakajima/instagraph — 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