RRepoGEO

REPOGEO REPORT · LITE

PaperDebugger/paperdebugger

Default branch main · commit 968a7ca1 · scanned 5/13/2026, 2:16:26 AM

GitHub: 1,456 stars · 70 forks

AI VISIBILITY SCORE
40 /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
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 PaperDebugger/paperdebugger, 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 paragraph to highlight multi-agent system and scientific debugging

    Why:

    CURRENT
    PaperDebugger is an AI-powered academic writing assistant that helps researchers debug and improve their research papers with intelligent suggestions and seamless Overleaf integration, without leaving the editor. It is powered by our [custom MCP-based orchestration engine] that simulates the full academic workflow **Research → Critique → Revision**. This enables multi-step reasoning, reviewer-style critique, and structured revision passes beyond standard chat-based assistance.
    COPY-PASTE FIX
    PaperDebugger is a plugin-based **multi-agent AI system** designed for in-editor academic writing, review, and editing. It helps researchers **debug the scientific content, methodology, and experimental setup** of their papers with intelligent suggestions and seamless Overleaf integration, powered by a custom MCP-based orchestration engine that simulates the full academic workflow: Research → Critique → Revision. This enables multi-step reasoning, reviewer-style critique, and structured revision passes beyond standard chat-based assistance.
  • mediumreadme#2
    Add a 'Comparison' section to the README to differentiate from generic tools

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., '## Comparison to Other AI Writing Tools' with content like: 'Unlike general-purpose grammar and style checkers (e.g., Grammarly, QuillBot, Paperpal) or basic chat assistants, PaperDebugger focuses on debugging the *scientific content, methodology, and experimental setup* of research papers. Our multi-agent system performs multi-step reasoning and reviewer-style critique to identify inconsistencies, potential errors, or weaknesses, going beyond surface-level linguistic improvements.'
  • lowtopics#3
    Add more specific topics related to scientific content debugging

    Why:

    CURRENT
    agent, agentic-ai, ai-agent, ai-agents-framework, chatgpt, latex, latex-copilot, mcp, mcp-client, mcp-server, openai, overleaf, overleaf-copilot, paperdebugger
    COPY-PASTE FIX
    agent, agentic-ai, ai-agent, ai-agents-framework, chatgpt, latex, latex-copilot, mcp, mcp-client, mcp-server, openai, overleaf, overleaf-copilot, paperdebugger, research-paper-debugging, scientific-writing-ai

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 PaperDebugger/paperdebugger
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Trinka AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Trinka AI · recommended 2×
  2. QuillBot · recommended 2×
  3. Paperpal · recommended 2×
  4. DeepL Write · recommended 2×
  5. Grammarly Business/Premium · recommended 1×
  • CATEGORY QUERY
    AI tool to help researchers improve and debug academic papers in-editor?
    you: not recommended
    AI recommended (in order):
    1. Grammarly Business/Premium
    2. Trinka AI
    3. QuillBot
    4. Paperpal
    5. Writefull
    6. DeepL Write

    AI recommended 6 alternatives but never named PaperDebugger/paperdebugger. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI system for multi-step academic paper critique and structured revision workflow.
    you: not recommended
    AI recommended (in order):
    1. Paperpal
    2. Trinka AI
    3. QuillBot
    4. DeepL Write
    5. ChatGPT
    6. Grammarly

    AI recommended 6 alternatives but never named PaperDebugger/paperdebugger. 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 PaperDebugger/paperdebugger?
    pass
    AI named PaperDebugger/paperdebugger explicitly

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

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

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

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