RRepoGEO

REPOGEO REPORT · LITE

mattpocock/dictionary-of-ai-coding

Default branch main · commit 2afee481 · scanned 5/8/2026, 4:42:21 AM

GitHub: 1,239 stars · 147 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 mattpocock/dictionary-of-ai-coding, 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
    ai, artificial-intelligence, machine-learning, glossary, dictionary, coding, programming, developer-tools, education, explainer
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the MIT License text.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://www.aihero.dev/ai-coding-dictionary

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 mattpocock/dictionary-of-ai-coding
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google's AI Glossary
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google's AI Glossary · recommended 1×
  2. IBM's AI Glossary · recommended 1×
  3. Towards Data Science · recommended 1×
  4. Machine Learning Mastery · recommended 1×
  5. Coursera/edX · recommended 1×
  • CATEGORY QUERY
    What resources explain confusing AI development jargon and concepts simply?
    you: not recommended
    AI recommended (in order):
    1. Google's AI Glossary
    2. IBM's AI Glossary
    3. Towards Data Science
    4. Machine Learning Mastery
    5. Coursera/edX
    6. Andrew Ng's "Machine Learning"
    7. "Deep Learning Specialization"
    8. "The Hundred-Page Machine Learning Book"
    9. Wikipedia

    AI recommended 9 alternatives but never named mattpocock/dictionary-of-ai-coding. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a comprehensive glossary of artificial intelligence programming terms?
    you: not recommended
    AI recommended (in order):
    1. Google AI Glossary
    2. IBM AI Glossary
    3. Microsoft Azure AI Glossary
    4. DeepLearning.AI Glossary
    5. Wikipedia (Category: Artificial intelligence terminology)
    6. Towards Data Science (Medium)

    AI recommended 6 alternatives but never named mattpocock/dictionary-of-ai-coding. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 mattpocock/dictionary-of-ai-coding?
    pass
    AI did not name mattpocock/dictionary-of-ai-coding — 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?

  • If a team adopts mattpocock/dictionary-of-ai-coding in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mattpocock/dictionary-of-ai-coding 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 mattpocock/dictionary-of-ai-coding solve, and who is the primary audience?
    pass
    AI did not name mattpocock/dictionary-of-ai-coding — 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?

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mattpocock/dictionary-of-ai-coding — 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