REPOGEO REPORT · LITE
bhancockio/deepseek-ai-web-crawler
Default branch main · commit 9838b6fb · scanned 6/2/2026, 6:28:02 AM
GitHub: 524 stars · 312 forks
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 bhancockio/deepseek-ai-web-crawler, 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.
- highlicense#1Add a LICENSE file to the repository
Why:
COPY-PASTE FIXCreate a `LICENSE` file in the root directory of the repository containing the text for a standard open-source license, such as the MIT License.
- mediumreadme#2Strengthen README's opening to highlight LLM-powered structured extraction
Why:
CURRENT# Deep Seek Crawler This project is a web crawler built with Python that extracts venue data (wedding reception venues) from a website using asynchronous programming with Crawl4AI. It utilizes a language model-based extraction strategy and saves the collected data to a CSV file.
COPY-PASTE FIX# Deep Seek Crawler: LLM-Powered Structured Data Extraction This project is a specialized Python web crawler designed for **accurate, language model (LLM)-based extraction of structured data** from websites, such as detailed venue information (e.g., wedding reception venues). Leveraging asynchronous programming with Crawl4AI, it efficiently processes web pages and exports the collected data directly to a CSV file, making it ideal for AI developers and data analysts needing precise, categorized information.
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.
- Beautiful Soup · recommended 2×
- Scrapy · recommended 2×
- Playwright · recommended 2×
- spaCy · recommended 1×
- NLTK · recommended 1×
- CATEGORY QUERYHow to extract structured venue data from websites using a language model?you: not recommendedAI recommended (in order):
- Beautiful Soup
- spaCy
- NLTK
- Scrapy
- Playwright
- Selenium
- Hugging Face Transformers
- Google Cloud Natural Language API
- AWS Comprehend
- OpenAI GPT-3.5
- OpenAI GPT-4
AI recommended 11 alternatives but never named bhancockio/deepseek-ai-web-crawler. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are good Python asynchronous web scraping tools for exporting to CSV?you: not recommendedAI recommended (in order):
- Scrapy
- Playwright
- Beautiful Soup
- httpx
- aiohttp
- Requests-HTML
- MechanicalSoup
AI recommended 7 alternatives but never named bhancockio/deepseek-ai-web-crawler. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
Suggestion:
- README presencepass
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 bhancockio/deepseek-ai-web-crawler?passAI named bhancockio/deepseek-ai-web-crawler explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts bhancockio/deepseek-ai-web-crawler in production, what risks or prerequisites should they evaluate first?passAI named bhancockio/deepseek-ai-web-crawler 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 bhancockio/deepseek-ai-web-crawler solve, and who is the primary audience?passAI did not name bhancockio/deepseek-ai-web-crawler — 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?
Embed your GEO score
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bhancockio/deepseek-ai-web-crawler — 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