RRepoGEO

REPOGEO REPORT · LITE

anvaka/map-of-github

Default branch main · commit ac972a3b · scanned 5/26/2026, 5:23:14 AM

GitHub: 2,853 stars · 84 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 anvaka/map-of-github, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    github-map, data-visualization, network-visualization, open-source-projects, github-ecosystem, project-connections, interactive-map
  • highreadme#2
    Reposition the README's opening to clearly state the project's purpose and audience

    Why:

    CURRENT
    # Map of GitHub

This is a map of 690,000+ GitHub projects. Each dot is a project. Dots are close to each other if they have a lot of common stargazers.

<div align="center">

</div>
<div align="center">
  <i>Logo by Louise Kashcha, 9 years old. Thank you ❤️</i> 
</div>

## Map releases
    COPY-PASTE FIX
    # Map of GitHub

**Map of GitHub is an interactive data visualization that plots 690,000+ GitHub projects, revealing their connections and clusters based on shared stargazers.** Each dot represents a project, with proximity indicating strong community overlap. This tool is ideal for developers, researchers, and data enthusiasts exploring the vast open-source ecosystem.

<div align="center">

</div>
<div align="center">
  <i>Logo by Louise Kashcha, 9 years old. Thank you ❤️</i> 
</div>

## Map releases
  • highlicense#3
    Add a LICENSE file to clarify usage rights

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that reflects the intended usage rights for the project.

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 anvaka/map-of-github
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. cytoscape/cytoscape · recommended 1×
  3. neo4j/neo4j · recommended 1×
  4. Kumu · recommended 1×
  5. Graphistry · recommended 1×
  • CATEGORY QUERY
    Tool to visualize connections between open source projects based on shared interest?
    you: not recommended
    AI recommended (in order):
    1. Gephi (gephi/gephi)
    2. Cytoscape (cytoscape/cytoscape)
    3. Neo4j Bloom / Neo4j Browser (neo4j/neo4j)
    4. Kumu
    5. Graphistry
    6. Observable Plot / D3.js (d3/d3)

    AI recommended 6 alternatives but never named anvaka/map-of-github. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to explore project clusters and trends by analyzing common user engagement?
    you: not recommended
    AI recommended (in order):
    1. Tableau
    2. Power BI
    3. Mixpanel
    4. Google Analytics (GA4)
    5. Python
    6. Pandas
    7. Matplotlib
    8. Seaborn
    9. Scikit-learn
    10. Amplitude
    11. Looker

    AI recommended 11 alternatives but never named anvaka/map-of-github. 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 anvaka/map-of-github?
    pass
    AI named anvaka/map-of-github explicitly

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

  • If a team adopts anvaka/map-of-github in production, what risks or prerequisites should they evaluate first?
    pass
    AI named anvaka/map-of-github 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 anvaka/map-of-github solve, and who is the primary audience?
    pass
    AI named anvaka/map-of-github 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 anvaka/map-of-github. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/anvaka/map-of-github.svg)](https://repogeo.com/en/r/anvaka/map-of-github)
HTML
<a href="https://repogeo.com/en/r/anvaka/map-of-github"><img src="https://repogeo.com/badge/anvaka/map-of-github.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

anvaka/map-of-github — 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