RRepoGEO

REPOGEO REPORT · LITE

fdarkaou/open-deep-research

Default branch main · commit ce15e955 · scanned 6/6/2026, 1:32:27 PM

GitHub: 880 stars · 110 forks

AI VISIBILITY SCORE
22 /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
1 / 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 fdarkaou/open-deep-research, 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 highlight its 'AI research assistant' and 'alternative' nature

    Why:

    CURRENT
    # Open Deep Research Web UI

A modern, interactive web interface built on top of the original Deep Research CLI project. This web app transforms the command-line research assistant into an intuitive, visually appealing experience using Next.js and shadcn/ui.
    COPY-PASTE FIX
    # Open Deep Research Web UI: An AI-Powered Research Assistant

An open-source, self-hostable web application that serves as a powerful alternative to OpenAI and Gemini's deep research tools. Built with Next.js and shadcn/ui, this modern interface transforms the original Deep Research CLI project into an intuitive, visually appealing AI-powered research assistant.
  • mediumabout#2
    Refine the 'About' description for clarity on its application type

    Why:

    CURRENT
    An open-source alternative to OpenAI and Gemini's deep research.
    COPY-PASTE FIX
    An open-source, self-hostable AI-powered research assistant application, offering an alternative to OpenAI and Gemini's deep research tools.

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 fdarkaou/open-deep-research
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 1×
  2. Haystack · recommended 1×
  3. LangChain · recommended 1×
  4. AutoGPT · recommended 1×
  5. BabyAGI · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI assistant to perform deep research and create detailed reports.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. Haystack
    3. LangChain
    4. AutoGPT
    5. BabyAGI
    6. OpenWebUI
    7. Llama 3
    8. Ollama
    9. MemGPT

    AI recommended 9 alternatives but never named fdarkaou/open-deep-research. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What self-hostable AI research tools offer a modern web UI built with Next.js?
    you: not recommended
    AI recommended (in order):
    1. Label Studio
    2. OpenBB Terminal (Community Edition)
    3. DocArray
    4. Hugging Face Transformers
    5. Gradio
    6. Weights & Biases

    AI recommended 6 alternatives but never named fdarkaou/open-deep-research. 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 fdarkaou/open-deep-research?
    pass
    AI did not name fdarkaou/open-deep-research — 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 fdarkaou/open-deep-research in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fdarkaou/open-deep-research 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 fdarkaou/open-deep-research solve, and who is the primary audience?
    pass
    AI did not name fdarkaou/open-deep-research — 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?

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  • Brand-free category queries5 vs 2 in Lite
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