RRepoGEO

REPOGEO REPORT · LITE

alvinreal/awesome-opensource-ai

Default branch main · commit 4d37ebb0 · scanned 6/30/2026, 12:52:43 AM

GitHub: 3,974 stars · 468 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
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 alvinreal/awesome-opensource-ai, 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
  • highreadme#1
    Update README's initial description to match the repo's official description

    Why:

    CURRENT
    Curated open-source artificial intelligence models, libraries, infrastructure, and developer tools.
    COPY-PASTE FIX
    The definitive curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated.
  • mediumtopics#2
    Add more specific topics to reinforce "AI resource list" categorization

    Why:

    CURRENT
    agents, ai, artificial-intelligence, awesome, awesome-list, generative-ai, llm, machine-learning, mlops, open-source, open-source-ai, rag
    COPY-PASTE FIX
    agents, ai, artificial-intelligence, awesome, awesome-list, generative-ai, llm, machine-learning, mlops, open-source, open-source-ai, rag, ai-resources, ai-tools-list
  • mediumreadme#3
    Add a sentence to the "About this list" section clarifying its unique value proposition

    Why:

    CURRENT
    Awesome Open Source AI is a curated list of open-source projects for people building with AI. The goal is to help readers find useful models, libraries, tools, infrastructure, datasets, and
    COPY-PASTE FIX
    Awesome Open Source AI is the definitive curated list of truly open-source projects for people building with AI. Unlike platforms that host models or research papers, our goal is to help readers find and evaluate useful models, libraries, tools, infrastructure, and datasets that are genuinely open-source and ready for integration.

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 alvinreal/awesome-opensource-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Awesome Lists
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Awesome Lists · recommended 1×
  2. Papers With Code · recommended 1×
  3. Hugging Face Hub · recommended 1×
  4. Transformers library · recommended 1×
  5. Kaggle · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of open-source AI tools and frameworks for my projects?
    you: not recommended
    AI recommended (in order):
    1. GitHub Awesome Lists
    2. Papers With Code
    3. Hugging Face Hub
    4. Transformers library
    5. Kaggle
    6. Open Source AI Platform (OSAI)
    7. Towards Data Science (Medium Publication)

    AI recommended 7 alternatives but never named alvinreal/awesome-opensource-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source options for building LLM agents or RAG systems?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack (deepset/Haystack)
    4. AutoGen
    5. Rasa
    6. LiteLLM

    AI recommended 6 alternatives but never named alvinreal/awesome-opensource-ai. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 alvinreal/awesome-opensource-ai?
    pass
    AI did not name alvinreal/awesome-opensource-ai — 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 alvinreal/awesome-opensource-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alvinreal/awesome-opensource-ai 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 alvinreal/awesome-opensource-ai solve, and who is the primary audience?
    pass
    AI did not name alvinreal/awesome-opensource-ai — 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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alvinreal/awesome-opensource-ai — 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