RRepoGEO

REPOGEO REPORT · LITE

pgosar/ChatGDB

Default branch main · commit 0baa6834 · scanned 6/5/2026, 8:42:00 PM

GitHub: 936 stars · 32 forks

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 pgosar/ChatGDB, 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 emphasize 'AI-powered plugin' and 'in-debugger' experience

    Why:

    CURRENT
    Harness the power of ChatGPT inside the GDB/LLDB debugger! ChatGDB is a tool designed to superpower your debugging experience with GDB or LLDB, debuggers for compiled languages.
    COPY-PASTE FIX
    Harness the power of ChatGPT directly *within* your GDB/LLDB debugger sessions! ChatGDB is an AI-powered *plugin* designed to superpower your debugging experience, allowing you to leverage ChatGPT's intelligence without leaving your GDB or LLDB environment.
  • hightopics#2
    Add more specific topics to clarify its role as a debugger integration tool

    Why:

    CURRENT
    chatgpt, debugging-tool, gdb, gpt-3, lldb
    COPY-PASTE FIX
    chatgpt, debugging-tool, gdb, gpt-3, lldb, debugger-plugin, ai-assistant, developer-tools, c-cpp-development
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/pgosar/ChatGDB

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 pgosar/ChatGDB
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Chat
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Chat · recommended 2×
  2. Cursor · recommended 1×
  3. Tabnine Chat · recommended 1×
  4. JetBrains AI Assistant · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    How can I use AI to understand and execute debugger commands more efficiently?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. Cursor
    3. Tabnine Chat
    4. JetBrains AI Assistant
    5. ChatGPT
    6. Google Gemini
    7. GDB
    8. LLDB
    9. PDB
    10. IPython Debugger
    11. Visual Studio IntelliTrace
    12. Time Travel Debugging

    AI recommended 12 alternatives but never named pgosar/ChatGDB. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools integrate large language models directly into my C/C++ debugging sessions?
    you: not recommended
    AI recommended (in order):
    1. GDB (GNU Debugger)
    2. OpenAI's GPT-4
    3. Google's Gemini
    4. Anthropic's Claude
    5. LLDB (LLVM Debugger)
    6. VS Code
    7. C/C++ Extension (Microsoft)
    8. GitHub Copilot Chat
    9. Visual Studio (Microsoft)
    10. Panda (Reverse Engineering Framework)

    AI recommended 10 alternatives but never named pgosar/ChatGDB. 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 pgosar/ChatGDB?
    pass
    AI named pgosar/ChatGDB explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of pgosar/ChatGDB. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite