RRepoGEO

REPOGEO REPORT · LITE

mshumer/OpenDeepResearcher

Default branch main · commit 6bbb9451 · scanned 5/24/2026, 10:03:04 AM

GitHub: 2,768 stars · 361 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 mshumer/OpenDeepResearcher, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    An autonomous AI researcher agent that iteratively searches the web, evaluates information, and generates comprehensive reports using LLMs (Claude 3.5 Haiku), SERPAPI, and Jina.
  • mediumreadme#2
    Refine the README's opening sentence for clearer positioning

    Why:

    CURRENT
    This notebook implements an **AI researcher** that continuously searches for information based on a user query until the system is confident that it has gathered all the necessary details.
    COPY-PASTE FIX
    OpenDeepResearcher is an **autonomous AI researcher agent** that continuously searches for information based on a user query, synthesizes findings, and generates comprehensive reports until it's confident all necessary details are gathered.

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 mshumer/OpenDeepResearcher
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Scrapy · recommended 2×
  4. OpenAI GPT-4 · recommended 1×
  5. GPT-3.5 Turbo · recommended 1×
  • CATEGORY QUERY
    How to build an AI agent that performs iterative web research and generates reports?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI GPT-4
    3. GPT-3.5 Turbo
    4. Serper API
    5. Google Custom Search API
    6. requests
    7. Beautiful Soup
    8. Playwright
    9. Selenium
    10. LlamaIndex
    11. CrewAI
    12. Autogen
    13. Puppeteer
    14. Scrapy

    AI recommended 14 alternatives but never named mshumer/OpenDeepResearcher. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to automate web information gathering, evaluation, and summarization using LLMs.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. Scrapy
    5. OpenAI API
    6. Anthropic API
    7. Cohere API
    8. BeautifulSoup
    9. Requests
    10. SerpApi
    11. Google Search API

    AI recommended 11 alternatives but never named mshumer/OpenDeepResearcher. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 mshumer/OpenDeepResearcher?
    pass
    AI named mshumer/OpenDeepResearcher explicitly

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

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