RRepoGEO

REPOGEO REPORT · LITE

microsoft/Ontology-Playground

Default branch main · commit 5ee186f9 · scanned 6/13/2026, 1:11:49 AM

GitHub: 553 stars · 127 forks

AI VISIBILITY SCORE
28 /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
2 / 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 microsoft/Ontology-Playground, 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 the repository

    Why:

    COPY-PASTE FIX
    ontology, rdf, owl, knowledge-graph, semantic-web, data-modeling, web-app, visual-editor, microsoft-fabric-iq
  • highreadme#2
    Refine README opening to explicitly state core purpose and category

    Why:

    CURRENT
    A free, open-source web application for learning about ontologies and **Microsoft Fabric IQ**. Explore pre-built ontologies, design your own in a visual editor, export as RDF/XML, and share interactive diagrams — all from a fully static site with zero backend dependencies.
    COPY-PASTE FIX
    Ontology Playground is a free, open-source **web application for visually designing, exploring, and sharing data ontologies** (RDF/OWL) directly in your browser. It's ideal for learning about ontologies and **Microsoft Fabric IQ**, allowing you to explore pre-built ontologies, design your own in a visual editor, export as RDF/XML, and share interactive diagrams — all from a fully static site with zero backend dependencies.
  • mediumhomepage#3
    Add the live demo URL to the repository's homepage field

    Why:

    COPY-PASTE FIX
    https://microsoft.github.io/Ontology-Playground

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 microsoft/Ontology-Playground
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
protegeproject/webprotege
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. protegeproject/webprotege · recommended 1×
  2. Visual-Nuts/Grafo · recommended 1×
  3. ontodia/ontodia · recommended 1×
  4. yFiles for HTML · recommended 1×
  5. cytoscape/cytoscape.js · recommended 1×
  • CATEGORY QUERY
    How can I visually design and explore data ontologies in a web application?
    you: not recommended
    AI recommended (in order):
    1. WebProtégé (protegeproject/webprotege)
    2. Grafo (Visual-Nuts/Grafo)
    3. Ontodia (ontodia/ontodia)
    4. yFiles for HTML
    5. Cytoscape.js (cytoscape/cytoscape.js)
    6. D3.js (d3/d3)

    AI recommended 6 alternatives but never named microsoft/Ontology-Playground. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a static web tool to create and share RDF/XML ontology diagrams.
    you: not recommended
    AI recommended (in order):
    1. WebVOWL
    2. Graffoo
    3. Protégé
    4. Ontodia
    5. Graphviz
    6. yEd Graph Editor

    AI recommended 6 alternatives but never named microsoft/Ontology-Playground. 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 microsoft/Ontology-Playground?
    pass
    AI named microsoft/Ontology-Playground explicitly

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

  • If a team adopts microsoft/Ontology-Playground in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/Ontology-Playground 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 microsoft/Ontology-Playground solve, and who is the primary audience?
    pass
    AI did not name microsoft/Ontology-Playground — likely talking about a different project

    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 microsoft/Ontology-Playground. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
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