RRepoGEO

REPOGEO REPORT · LITE

jmiao24/Paper2Agent

Default branch main · commit e573687e · scanned 6/18/2026, 8:58:12 AM

GitHub: 2,239 stars · 341 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
35 /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
3 / 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 jmiao24/Paper2Agent, 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 clarify unique value

    Why:

    CURRENT
    `Paper2Agent` is a multi-agent AI system that automatically transforms research papers into interactive AI agents with minimal human input.
    COPY-PASTE FIX
    `Paper2Agent` is a multi-agent AI system that automatically transforms research papers into interactive AI agents with minimal human input. Unlike generic LLM frameworks or static paper summarizers, Paper2Agent focuses on generating autonomous, task-performing agents capable of actionable reasoning and tool use directly from research content.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    multi-agent-systems, llm-agents, research-papers, ai-automation, code-execution, reproducible-ai, generative-ai, paper-to-agent
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    [URL of project homepage/demo]

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 jmiao24/Paper2Agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. Accelerate · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I convert academic research papers into interactive, executable AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Hugging Face Transformers
    4. Accelerate
    5. OpenAI API
    6. Anthropic API
    7. Google Gemini API
    8. FastAPI
    9. Flask
    10. Jupyter Notebooks
    11. Google Colab
    12. Docker

    AI recommended 12 alternatives but never named jmiao24/Paper2Agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to automate running code and tutorials from scientific research papers?
    you: not recommended
    AI recommended (in order):
    1. Renku
    2. Code Ocean
    3. Binder
    4. Evergreen
    5. Snakemake
    6. Nextflow

    AI recommended 6 alternatives but never named jmiao24/Paper2Agent. 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 jmiao24/Paper2Agent?
    pass
    AI named jmiao24/Paper2Agent explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts jmiao24/Paper2Agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jmiao24/Paper2Agent 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 jmiao24/Paper2Agent solve, and who is the primary audience?
    pass
    AI named jmiao24/Paper2Agent explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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jmiao24/Paper2Agent — 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
jmiao24/Paper2Agent — RepoGEO report