RRepoGEO

REPOGEO REPORT · LITE

totogo/awesome-knowledge-graph

Default branch master · commit 63253666 · scanned 5/19/2026, 11:07:55 PM

GitHub: 1,842 stars · 167 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
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 totogo/awesome-knowledge-graph, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) in the repository root.
  • highreadme#2
    Enhance the README's opening statement to clarify its role as a discovery portal

    Why:

    CURRENT
    > A curated list of Knowledge Graph related learning materials, databases, tools and other resources
    COPY-PASTE FIX
    > Your comprehensive guide and discovery portal for the Knowledge Graph ecosystem. This curated list provides essential learning materials, databases, tools, and other resources for anyone exploring or working with Knowledge Graphs.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Set the homepage URL in the repository settings to a relevant link, such as the GitHub Pages for the repo or a dedicated project website if one exists.

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 totogo/awesome-knowledge-graph
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Neo4j
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Neo4j · recommended 2×
  2. TypeDB · recommended 1×
  3. RDF · recommended 1×
  4. OWL · recommended 1×
  5. Apache Jena · recommended 1×
  • CATEGORY QUERY
    What resources are available for learning about and implementing knowledge graphs?
    you: not recommended
    AI recommended (in order):
    1. Neo4j
    2. TypeDB
    3. RDF
    4. OWL
    5. Apache Jena
    6. Stardog

    AI recommended 6 alternatives but never named totogo/awesome-knowledge-graph. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which graph databases and computing frameworks are suitable for large-scale data integration?
    you: not recommended
    AI recommended (in order):
    1. Neo4j
    2. Amazon Neptune
    3. ArangoDB
    4. TigerGraph
    5. Apache Spark GraphX
    6. Apache Flink (with Gelly)
    7. Apache TinkerPop (Gremlin)

    AI recommended 7 alternatives but never named totogo/awesome-knowledge-graph. 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 totogo/awesome-knowledge-graph?
    pass
    AI named totogo/awesome-knowledge-graph explicitly

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

  • If a team adopts totogo/awesome-knowledge-graph in production, what risks or prerequisites should they evaluate first?
    pass
    AI named totogo/awesome-knowledge-graph 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 totogo/awesome-knowledge-graph solve, and who is the primary audience?
    pass
    AI named totogo/awesome-knowledge-graph 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 totogo/awesome-knowledge-graph. 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/totogo/awesome-knowledge-graph.svg)](https://repogeo.com/en/r/totogo/awesome-knowledge-graph)
HTML
<a href="https://repogeo.com/en/r/totogo/awesome-knowledge-graph"><img src="https://repogeo.com/badge/totogo/awesome-knowledge-graph.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

totogo/awesome-knowledge-graph — 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