RRepoGEO

REPOGEO REPORT · LITE

VoltAgent/awesome-ai-agent-papers

Default branch main · commit d467d641 · scanned 6/2/2026, 11:27:48 AM

GitHub: 1,197 stars · 148 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 VoltAgent/awesome-ai-agent-papers, 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
  • highhomepage#1
    Correct the Homepage URL to reflect this repository

    Why:

    CURRENT
    https://github.com/VoltAgent/voltagent
    COPY-PASTE FIX
    (none)
  • highreadme#2
    Reposition README's opening to differentiate from general archives and software projects

    Why:

    CURRENT
    Hand-picked research papers on the AI agent ecosystem, published in 2026.
    COPY-PASTE FIX
    A meticulously hand-picked and categorized collection of the most impactful AI agent research papers published in 2026, offering a focused alternative to general academic search engines and a guide for building robust LLM agent systems.
  • mediumtopics#3
    Expand topics to reinforce 'curated paper list' identity

    Why:

    CURRENT
    ai-agents, awesome, awesome-list, llm, llm-agents, memory, rag, research-paper
    COPY-PASTE FIX
    ai-agents, awesome, awesome-list, llm, llm-agents, memory, rag, research-paper, curated-list, academic-papers, literature-review

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 VoltAgent/awesome-ai-agent-papers
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
arXiv.org
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. arXiv.org · recommended 1×
  2. Google Scholar · recommended 1×
  3. ACL Anthology · recommended 1×
  4. NeurIPS Proceedings · recommended 1×
  5. ICML Proceedings · recommended 1×
  • CATEGORY QUERY
    Where can I find recent academic papers on AI agent architectures and memory systems?
    you: not recommended
    AI recommended (in order):
    1. arXiv.org
    2. Google Scholar
    3. ACL Anthology
    4. NeurIPS Proceedings
    5. ICML Proceedings
    6. AAAI Proceedings
    7. Journal of Artificial Intelligence Research (JAIR)

    AI recommended 7 alternatives but never named VoltAgent/awesome-ai-agent-papers. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the latest research findings on building robust and autonomous LLM agent systems?
    you: not recommended
    AI recommended (in order):
    1. MetaGPT
    2. AutoGen
    3. ChatDev
    4. Tree of Thoughts (ToT)
    5. Graph of Thoughts (GoT)
    6. Self-Refine
    7. Retrieval-Augmented Generation (RAG)
    8. Memory Streams
    9. Knowledge Graphs
    10. ToolFormer
    11. ACT (Autonomous Complex Task-solving Agent)
    12. Gorilla
    13. Constitutional AI
    14. Red Teaming
    15. Adversarial Training
    16. Activation Atlases
    17. Causal Tracing

    AI recommended 17 alternatives but never named VoltAgent/awesome-ai-agent-papers. 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 VoltAgent/awesome-ai-agent-papers?
    pass
    AI did not name VoltAgent/awesome-ai-agent-papers — 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 VoltAgent/awesome-ai-agent-papers in production, what risks or prerequisites should they evaluate first?
    pass
    AI named VoltAgent/awesome-ai-agent-papers 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 VoltAgent/awesome-ai-agent-papers solve, and who is the primary audience?
    pass
    AI did not name VoltAgent/awesome-ai-agent-papers — 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

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