RRepoGEO

REPOGEO REPORT · LITE

avinash201199/free-ai-agents-resources

Default branch main · commit a80de737 · scanned 6/13/2026, 7:37:56 PM

GitHub: 742 stars · 94 forks

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 avinash201199/free-ai-agents-resources, 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
    Reposition README opening to clarify repo's nature as a resource hub, not a library

    Why:

    CURRENT
    A curated collection of **free and open-source resources** for learning and building AI agents (autonomous agents, LLM-powered agents, multi-agent systems, and agentic AI frameworks). Perfect for beginners to advanced developers.
    COPY-PASTE FIX
    This repository is a **curated collection and learning hub** of **free and open-source resources** for learning and building AI agents (autonomous agents, LLM-powered agents, multi-agent systems, and agentic AI frameworks). It is **not a software library or framework to be installed**, but rather a comprehensive guide perfect for beginners to advanced developers seeking to navigate the AI agent ecosystem.
  • mediumtopics#2
    Add more specific topics to improve categorization as a resource hub

    Why:

    CURRENT
    ai, ai-agents, llms
    COPY-PASTE FIX
    ai, ai-agents, llms, learning-resources, curated-list, open-source-resources, ai-education, agentic-ai, free-resources
  • lowabout#3
    Refine the 'About' description for clearer identity

    Why:

    CURRENT
    Free AI Agents Resources – Your All-in-One 2026 Learning Hub
    COPY-PASTE FIX
    A curated, all-in-one learning hub for free and open-source AI agent resources, guides, and tools for 2026.

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 avinash201199/free-ai-agents-resources
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. DeepLearning.AI · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. openai/openai-cookbook · recommended 1×
  • CATEGORY QUERY
    Where can I find free, comprehensive learning resources for building LLM-powered autonomous agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. DeepLearning.AI
    4. Hugging Face Transformers Library (huggingface/transformers)
    5. OpenAI Cookbook (openai/openai-cookbook)
    6. Awesome-LLM-Agents (Paiteshi/Awesome-LLM-Agents)
    7. AI Coffee Break with Letitia
    8. AssemblyAI

    AI recommended 8 alternatives but never named avinash201199/free-ai-agents-resources. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source resources to learn and implement AI agent systems effectively?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. CrewAI
    5. Haystack
    6. Transformers Agents (Hugging Face)
    7. OpenAI's Function Calling (API)

    AI recommended 7 alternatives but never named avinash201199/free-ai-agents-resources. 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 avinash201199/free-ai-agents-resources?
    pass
    AI did not name avinash201199/free-ai-agents-resources — 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 avinash201199/free-ai-agents-resources in production, what risks or prerequisites should they evaluate first?
    pass
    AI named avinash201199/free-ai-agents-resources 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 avinash201199/free-ai-agents-resources solve, and who is the primary audience?
    pass
    AI did not name avinash201199/free-ai-agents-resources — 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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avinash201199/free-ai-agents-resources — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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