RRepoGEO

REPOGEO REPORT · LITE

PaperDebugger/paperdebugger

Default branch main · commit 968a7ca1 · scanned 6/23/2026, 11:02:11 AM

GitHub: 1,500 stars · 71 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
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
    Clarify 'debugger' in the README's opening sentence to avoid miscategorization as a code debugger

    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.
    COPY-PASTE FIX
    PaperDebugger is an AI-powered academic writing assistant that helps researchers **debug and refine their research papers** (not code) with intelligent suggestions and seamless Overleaf integration, without leaving the editor.
  • mediumreadme#2
    Emphasize 'multi-agent system' and 'multi-step reasoning' more explicitly in the README

    Why:

    CURRENT
    It is powered by our [custom MCP-based orchestration engine](demo/xtramcp/readme.md) 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
    It is powered by our [custom MCP-based orchestration engine](demo/xtramcp/readme.md), a **plugin-based multi-agent system**, that simulates the full academic workflow **Research → Critique → Revision**. This enables **advanced multi-step reasoning**, reviewer-style critique, and structured revision passes beyond standard chat-based assistance.
  • lowcomparison#3
    Add a 'Comparison to Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Unlike general writing assistants (e.g., Paperpal, Trinka AI, Grammarly) or research discovery tools (e.g., Elicit, Scite.ai), PaperDebugger focuses specifically on **in-editor, multi-agent driven critique and revision of academic papers**, integrating directly with Overleaf. It is not a code debugger for LLMs, but rather an intelligent assistant for the academic writing workflow.

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
Paperpal
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Paperpal · recommended 2×
  2. ChatGPT · recommended 2×
  3. Elicit · recommended 1×
  4. Scite.ai · recommended 1×
  5. Trinka AI · recommended 1×
  • CATEGORY QUERY
    What AI tools provide multi-step reasoning for academic paper critique and structured revision?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. Paperpal
    4. Trinka AI
    5. ChatGPT
    6. Claude

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for an in-editor AI assistant using a multi-agent system for academic paper improvement.
    you: not recommended
    AI recommended (in order):
    1. Trinka.ai
    2. Paperpal
    3. DeepL Write Pro
    4. LanguageTool Premium
    5. QuillBot Premium
    6. ChatGPT

    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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PaperDebugger/paperdebugger — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite