RRepoGEO

REPOGEO REPORT · LITE

marella/chatdocs

Default branch main · commit 89e2a4e3 · scanned 6/8/2026, 2:31:58 PM

GitHub: 739 stars · 106 forks

AI VISIBILITY SCORE
28 /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
2 / 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 marella/chatdocs, 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
    Strengthen README's opening to highlight differentiation

    Why:

    CURRENT
    Chat with your documents offline using AI. No data leaves your system. Internet connection is only required to install the tool and download the AI models. It is based on PrivateGPT but has more features.
    COPY-PASTE FIX
    ChatDocs is an open-source tool for offline AI chat with your documents, building on PrivateGPT with enhanced features like a web UI, broader model support (GGML/GGUF, 🤗 Transformers, GPTQ), and extensive document type compatibility. It ensures complete privacy as no data leaves your system, running entirely locally.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/marella/chatdocs
  • lowtopics#3
    Expand repository topics with relevant keywords

    Why:

    CURRENT
    ai, chatdocs, chroma, ctransformers, langchain, llm, transformers
    COPY-PASTE FIX
    ai, chatdocs, chroma, ctransformers, langchain, llm, transformers, rag, private-ai, local-llm, document-qa, offline-ai, privacy

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 marella/chatdocs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. PrivateGPT · recommended 2×
  3. LocalGPT · recommended 2×
  4. LM Studio · recommended 1×
  5. Jan AI · recommended 1×
  • CATEGORY QUERY
    What are the best tools for offline AI chat with personal documents locally?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. PrivateGPT
    4. LocalGPT
    5. Jan AI
    6. AnythingLLM
    7. Quivr

    AI recommended 7 alternatives but never named marella/chatdocs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a private, open-source solution to query various document types with a local LLM.
    you: not recommended
    AI recommended (in order):
    1. LocalGPT
    2. PrivateGPT
    3. LlamaIndex
    4. LangChain
    5. Haystack
    6. Ollama
    7. RAGatouille

    AI recommended 7 alternatives but never named marella/chatdocs. 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 marella/chatdocs?
    pass
    AI did not name marella/chatdocs — likely talking about a different project

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

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

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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