I improved my X / Twitter likes scaper.

https://github.com/norandom/x_likes_scraper/tree/main

1. added MCP support
2. X algorithm inspired ranking with a vector store
3. OpenAI embeddings
4. LLM fencing against prompt injection
5. sanitization
6. command line search
7. improved code base health
8. readability now human friendly
9. ruff and mypy precommit hooks
10. easier config
11. moved to uv
12. ...

Robots at work.

#scraping #twitter #likes #mcp #search

Likes Instagram Portugal para aumentar a interação

Aumenta a interação das tuas publicações com Likes Instagram Portugal e dá mais destaque ao teu conteúdo com uma entrega gradual e natural.

https://socialup.pt/produto/instagram/likes-instagram-portugal/

#likes #instagram #socialmedia

roadtrip east coast 5

https://langnertimonfotos.wordpress.com/2026/05/02/roadtrip-east-coast-5/

road trip east coast 4