RRepoGEO

REPOGEO REPORT · LITE

mmz-001/knowledge_gpt

Default branch main · commit 6002862f · scanned 6/27/2026, 5:16:49 PM

GitHub: 1,638 stars · 788 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 mmz-001/knowledge_gpt, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clarify application type

    Why:

    CURRENT
    Accurate answers and instant citations for your documents.
    COPY-PASTE FIX
    KnowledgeGPT is an open-source Streamlit application that provides accurate answers and instant citations for your documents, enabling AI-powered Q&A over your personal knowledge base.
  • mediumreadme#2
    Expand README's problem/solution statement to clarify audience and use cases

    Why:

    CURRENT
    Upload your documents and get answers to your questions, with citations from the text.
    COPY-PASTE FIX
    Upload your documents (PDFs, text files, etc.) and get answers to your questions, with citations from the text. Designed for students, researchers, and professionals, KnowledgeGPT helps you quickly extract insights and verify information from your personal knowledge base.

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 mmz-001/knowledge_gpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mem
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Mem · recommended 1×
  2. Obsidian · recommended 1×
  3. blacksmithgu/obsidian-dataview · recommended 1×
  4. nhaouari/obsidian-text-generator · recommended 1×
  5. brianpetro/obsidian-smart-connections · recommended 1×
  • CATEGORY QUERY
    Looking for a way to get accurate, cited answers from my personal knowledge base.
    you: not recommended
    AI recommended (in order):
    1. Mem
    2. Obsidian
    3. Dataview (blacksmithgu/obsidian-dataview)
    4. Text Generator Plugin (nhaouari/obsidian-text-generator)
    5. Smart Connections (brianpetro/obsidian-smart-connections)
    6. Logseq (logseq/logseq)
    7. SmartBlocks (logseq/logseq-smartblocks)
    8. Notion
    9. Notion AI
    10. TiddlyWiki (TiddlyWiki/TiddlyWiki5)
    11. Scrivener

    AI recommended 11 alternatives but never named mmz-001/knowledge_gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source tools for AI-powered Q&A over custom documents with citations?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. Haystack
    3. LangChain
    4. RAGatouille
    5. SetFit
    6. OpenSearch
    7. Weaviate

    AI recommended 7 alternatives but never named mmz-001/knowledge_gpt. 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 mmz-001/knowledge_gpt?
    pass
    AI named mmz-001/knowledge_gpt explicitly

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

  • If a team adopts mmz-001/knowledge_gpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mmz-001/knowledge_gpt 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 mmz-001/knowledge_gpt solve, and who is the primary audience?
    pass
    AI named mmz-001/knowledge_gpt explicitly

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

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mmz-001/knowledge_gpt — 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