RRepoGEO

REPOGEO REPORT · LITE

u14app/deep-research

Default branch main · commit 4a211edd · scanned 6/19/2026, 8:51:46 AM

GitHub: 4,615 stars · 1,052 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
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 u14app/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

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

OVERALL DIRECTION
  • highreadme#1
    Clarify the project's purpose and active status at the very start of the README

    Why:

    CURRENT
    The README starts with a `div align="center"` block containing many badges and links, followed by 'Lightning-Fast Deep Research Report'.
    COPY-PASTE FIX
    # Deep Research: Lightning-Fast AI-Powered Research Report Generation
    
    Deep Research is an active, open-source application that leverages various powerful AI models (including Gemini, OpenAI, Anthropic, Deepseek, Grok, and more) to generate comprehensive, privacy-focused research reports rapidly. It supports multi-platform deployment and processes all data locally in your browser, ensuring your privacy is paramount.
    
    <div align="center">
    
    [](https://opensource.org/licenses/MIT)
    
    [](https://ai.google.dev/)
    [](https://nextjs.org/)
    [](https://tailwindcss.com/)
    [](https://ui.shadcn.com/)
    
    [](https://vercel.com/new/clone?repository-url=https%3A%2F%2Fgithub.com%2Fu14app%2Fdeep-research&project-name=deep-research&repository-name=deep-research)
    [](./docs/How-to-deploy-to-Cloudflare-Pages.md)
    [](https://research.u14.app/)
    
    [](https://deepwiki.com/u14app/deep-research)
    
    </div>
    
    **Lightning-Fast Deep Research Report**
    
    Deep Research uses a variety of powerful AI models to generate in-depth research reports in just a few minutes. It leverages advanced "Thinking" and "Task" models, combined with an internet connection, to provide fast and insightful analysis on a variety of topics. **Your privacy is paramount - all data is processed and stored locally.**
    
    ## ✨ Features
    
    Rapid Deep Research:** Generates comprehensive research reports in about 2 minutes, significantly accelerating your research process.
    Multi-platform Support:** Supports rapid deployment to Vercel, Cloudflare and other platforms.
    Powered by AI:** Utilizes the advanced AI models for accurate and insightful analysis.
    Privacy-Focused:** Your data remains private and secure, as all data is stored locally on your browser.
    Support for Multi-LLM:** Supports a variety of mainstream large language models, including Gemini, OpenAI, Anthropic, Deepseek, Atlas Cloud, Grok, Mistral, Azure OpenAI, any OpenAI Compatible LLMs, Op
  • mediumabout#2
    Ensure the repository description accurately reflects its current function and active status

    Why:

    CURRENT
    Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP server.
    COPY-PASTE FIX
    Generate comprehensive, privacy-focused deep research reports rapidly using various LLMs (Gemini, OpenAI, Anthropic, Deepseek, Grok, etc.) with local data processing. Supports SSE API and MCP server for multi-platform deployment.
  • mediumtopics#3
    Add broader, user-centric topics to improve category visibility

    Why:

    CURRENT
    anthropic, deep-research, deep-research-api, deepresearch, deepseek, gemini, grok, mcp-server, ollama, openai
    COPY-PASTE FIX
    anthropic, deep-research, deep-research-api, deepresearch, deepseek, gemini, grok, mcp-server, ollama, openai, ai-research-tool, report-generation, llm-agent, privacy-focused, local-llm, research-assistant, knowledge-synthesis

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 u14app/deep-research
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Elicit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Elicit · recommended 1×
  2. ChatGPT · recommended 1×
  3. Scite.ai · recommended 1×
  4. Notion AI · recommended 1×
  5. Perplexity AI · recommended 1×
  • CATEGORY QUERY
    How to quickly generate comprehensive research reports using various AI models?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. ChatGPT
    3. Scite.ai
    4. Notion AI
    5. Perplexity AI
    6. Jasper AI
    7. Humata AI

    AI recommended 7 alternatives but never named u14app/deep-research. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow deep research using multiple LLMs with local data processing?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. OpenWebUI
    5. PrivateGPT
    6. Hugging Face Transformers
    7. LiteLLM

    AI recommended 7 alternatives but never named u14app/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
    pass

  • 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 u14app/deep-research?
    pass
    AI did not name u14app/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 u14app/deep-research in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name u14app/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?

  • In one sentence, what problem does the repo u14app/deep-research solve, and who is the primary audience?
    pass
    AI named u14app/deep-research explicitly

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

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u14app/deep-research — 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