RRepoGEO

REPOGEO REPORT · LITE

TheBlewish/Automated-AI-Web-Researcher-Ollama

Default branch main · commit 2f96502c · scanned 5/22/2026, 3:02:52 PM

GitHub: 2,970 stars · 272 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
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 TheBlewish/Automated-AI-Web-Researcher-Ollama, 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
  • hightopics#1
    Add specific topics to categorize the repo correctly

    Why:

    COPY-PASTE FIX
    llm, ollama, ai-agent, web-research, automation, python, research-assistant, content-scraping, summarization
  • highreadme#2
    Clarify the README's first sentence to emphasize 'autonomous AI agent'

    Why:

    CURRENT
    Automated-AI-Web-Researcher is an innovative research assistant that leverages locally run large language models through Ollama to conduct thorough, automated online research on any given topic or question.
    COPY-PASTE FIX
    Automated-AI-Web-Researcher is an autonomous AI agent that leverages locally run large language models through Ollama to conduct thorough, automated online research on any given topic or question.
  • mediumabout#3
    Update the GitHub 'About' description for clarity and keywords

    Why:

    CURRENT
    A python program that turns an LLM, running on Ollama, into an automated researcher, which will with a single query determine focus areas to investigate, do websearches and scrape content from various relevant websites and do research for you all on its own! And more, not limited to but including saving the findings for you!
    COPY-PASTE FIX
    An autonomous AI agent that uses local LLMs via Ollama to conduct in-depth web research, scrape content, and summarize findings automatically. Perfect for developers and researchers needing local, AI-driven insights.

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 TheBlewish/Automated-AI-Web-Researcher-Ollama
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Beautiful Soup 4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Beautiful Soup 4 · recommended 1×
  2. Requests · recommended 1×
  3. Scrapy · recommended 1×
  4. Playwright · recommended 1×
  5. Selenium · recommended 1×
  • CATEGORY QUERY
    How can I automate web content scraping and summarization using a local large language model?
    you: not recommended
    AI recommended (in order):
    1. Beautiful Soup 4
    2. Requests
    3. Scrapy
    4. Playwright
    5. Selenium
    6. lxml
    7. readability-lxml
    8. Hugging Face Transformers
    9. llama.cpp
    10. ollama
    11. GPT4All
    12. PrivateGPT

    AI recommended 12 alternatives but never named TheBlewish/Automated-AI-Web-Researcher-Ollama. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tool helps conduct thorough online research, gather information, and save findings automatically?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Raindrop.io
    3. DEVONthink
    4. Notion
    5. Zotero (zotero/zotero)

    AI recommended 5 alternatives but never named TheBlewish/Automated-AI-Web-Researcher-Ollama. 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 TheBlewish/Automated-AI-Web-Researcher-Ollama?
    pass
    AI did not name TheBlewish/Automated-AI-Web-Researcher-Ollama — 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 TheBlewish/Automated-AI-Web-Researcher-Ollama in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TheBlewish/Automated-AI-Web-Researcher-Ollama 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 TheBlewish/Automated-AI-Web-Researcher-Ollama solve, and who is the primary audience?
    pass
    AI did not name TheBlewish/Automated-AI-Web-Researcher-Ollama — 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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TheBlewish/Automated-AI-Web-Researcher-Ollama — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite