RRepoGEO

REPOGEO REPORT · LITE

dair-ai/dair-academy-plugins

Default branch main · commit 8b34e937 · scanned 6/26/2026, 12:13:21 PM

GitHub: 509 stars · 52 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 dair-ai/dair-academy-plugins, 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 specific topics for AI-powered educational tools

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-plugins, educational-tools, llm-applications, content-generation, learning-assistance, claude-code, research-tools
  • highlicense#2
    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 in the repository root, choosing a standard open-source license like MIT or Apache-2.0 to clarify usage rights.
  • highreadme#3
    Enhance the README's main heading and opening sentence for clarity

    Why:

    CURRENT
    # DAIR Academy Plugins

Open-source plugin marketplace for Claude Code by DAIR.AI Academy.
    COPY-PASTE FIX
    # DAIR Academy Plugins: AI-Powered Tools for Educational Content & Learning Assistance

An open-source plugin marketplace for Claude Code by DAIR.AI Academy, providing a suite of AI-powered tools for generating educational content, facilitating learning, and assisting with research and development.

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 dair-ai/dair-academy-plugins
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT / GPT-4 (OpenAI)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT / GPT-4 (OpenAI) · recommended 1×
  2. Curipod · recommended 1×
  3. Quizlet · recommended 1×
  4. Tome · recommended 1×
  5. Gamma · recommended 1×
  • CATEGORY QUERY
    What AI tools help create educational content like lessons, quizzes, and study guides?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT / GPT-4 (OpenAI)
    2. Curipod
    3. Quizlet
    4. Tome
    5. Gamma
    6. QuestionWell
    7. MagicSchool.ai

    AI recommended 7 alternatives but never named dair-ai/dair-academy-plugins. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an extensible platform for diverse AI-powered content generation and learning assistance.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Hugging Face Transformers (huggingface/transformers)
    3. Google Cloud AI Platform / Vertex AI
    4. Microsoft Azure AI Platform
    5. Anthropic Claude API
    6. LangChain (langchain-ai/langchain)
    7. LlamaIndex (run-llama/llama_index)

    AI recommended 7 alternatives but never named dair-ai/dair-academy-plugins. 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 dair-ai/dair-academy-plugins?
    pass
    AI did not name dair-ai/dair-academy-plugins — 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 dair-ai/dair-academy-plugins in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dair-ai/dair-academy-plugins 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 dair-ai/dair-academy-plugins solve, and who is the primary audience?
    pass
    AI did not name dair-ai/dair-academy-plugins — 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 dair-ai/dair-academy-plugins. 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/dair-ai/dair-academy-plugins.svg)](https://repogeo.com/en/r/dair-ai/dair-academy-plugins)
HTML
<a href="https://repogeo.com/en/r/dair-ai/dair-academy-plugins"><img src="https://repogeo.com/badge/dair-ai/dair-academy-plugins.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

dair-ai/dair-academy-plugins — 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
dair-ai/dair-academy-plugins — RepoGEO report