RRepoGEO

REPOGEO REPORT · LITE

WooooDyy/LLM-Agent-Paper-List

Default branch main · commit b26a57a4 · scanned 5/30/2026, 9:38:43 AM

GitHub: 8,135 stars · 491 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 WooooDyy/LLM-Agent-Paper-List, 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 the README's opening to explicitly state it's a curated list of papers

    Why:

    CURRENT
    # The Rise and Potential of Large Language Model Based Agents: A Survey

🔥 **Must-read papers for LLM-based agents.**
    COPY-PASTE FIX
    # The Rise and Potential of Large Language Model Based Agents: A Survey

This repository provides a curated, must-read list of papers for LLM-based agents, directly accompanying the comprehensive survey paper "The Rise and Potential of Large Language Model Based Agents: A Survey" by Zhiheng Xi et al.
  • highlicense#2
    Add a LICENSE file to the repository root

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of the Creative Commons Attribution 4.0 International License (CC-BY-4.0), which is suitable for content-based repositories like paper lists.
  • mediumreadme#3
    Restructure the "News" section to separate paper list updates from related project news

    Why:

    CURRENT
    The "News" section immediately follows the initial description and contains updates primarily about AgentGym.
    COPY-PASTE FIX
    Rename the current "News" section to "Updates from AgentGym and Related Projects" or move it to a new section titled "Related Projects by the Authors". Add a new, dedicated "News" section at the top for updates *specific to this paper list repository*.

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 WooooDyy/LLM-Agent-Paper-List
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ReAct
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ReAct · recommended 1×
  2. Generative Agents · recommended 1×
  3. AutoGPT · recommended 1×
  4. Reflexion · recommended 1×
  5. Voyager · recommended 1×
  • CATEGORY QUERY
    What are the essential papers to understand the current state of LLM agent development?
    you: not recommended
    AI recommended (in order):
    1. ReAct
    2. Generative Agents
    3. AutoGPT
    4. Reflexion
    5. Voyager
    6. Tree of Thoughts
    7. MetaGPT

    AI recommended 7 alternatives but never named WooooDyy/LLM-Agent-Paper-List. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks assist in developing and training large language model based agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. CrewAI
    6. Transformers Agents
    7. OpenAI Assistants API

    AI recommended 7 alternatives but never named WooooDyy/LLM-Agent-Paper-List. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 WooooDyy/LLM-Agent-Paper-List?
    pass
    AI did not name WooooDyy/LLM-Agent-Paper-List — 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 WooooDyy/LLM-Agent-Paper-List in production, what risks or prerequisites should they evaluate first?
    pass
    AI named WooooDyy/LLM-Agent-Paper-List 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 WooooDyy/LLM-Agent-Paper-List solve, and who is the primary audience?
    pass
    AI did not name WooooDyy/LLM-Agent-Paper-List — 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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WooooDyy/LLM-Agent-Paper-List — 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