RRepoGEO

REPOGEO REPORT · LITE

e-johnstonn/BriefGPT

Default branch master · commit 6bd265ed · scanned 6/16/2026, 3:37:46 AM

GitHub: 798 stars · 122 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 e-johnstonn/BriefGPT, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    local-llm, rag, document-summarization, pdf-chat, streamlit, python, gui, privacy, offline-llm, local-ai
  • highreadme#2
    Reposition the README's opening to emphasize its local GUI and privacy

    Why:

    CURRENT
    # BriefGPT

BriefGPT is a powerful, locally-run tool for document summarization and querying using OpenAI's models. You retain control over your documents and API keys, ensuring privacy and security.
    COPY-PASTE FIX
    # BriefGPT

BriefGPT is an easy-to-use, locally-run GUI tool for secure document summarization and querying with LLMs. It prioritizes privacy by keeping your documents and API keys (or local models) entirely on your machine.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Insert URL to a live demo, project website, or a dedicated landing page here]

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 e-johnstonn/BriefGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. PrivateGPT · recommended 2×
  3. Ollama · recommended 1×
  4. LlamaIndex · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How to securely query and summarize local documents using an open-source LLM on my computer?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. PrivateGPT
    4. LlamaIndex
    5. LangChain
    6. transformers library

    AI recommended 6 alternatives but never named e-johnstonn/BriefGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are easy-to-use GUI tools for chatting with PDFs and text files locally?
    you: not recommended
    AI recommended (in order):
    1. Chat with RTX
    2. LM Studio
    3. PrivateGPT
    4. LocalGPT
    5. AnythingLLM

    AI recommended 5 alternatives but never named e-johnstonn/BriefGPT. 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 e-johnstonn/BriefGPT?
    pass
    AI named e-johnstonn/BriefGPT explicitly

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

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

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

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e-johnstonn/BriefGPT — 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