Building a Custom MCP Server From Scratch
Learn how to structure tools and resources to build web-data servers that work with any AI client.
Learn how to structure tools and resources to build web-data servers that work with any AI client.
Visual sitemaps reveal orphaned pages and structural problems that spreadsheets hide from auditors.
Four tiers of action gates keep research agents fast while catching mistakes before they spread.
Deep research agents iterate through retrieval and reasoning loops to synthesize answers.
Extracted data needs semantic structure, not just text, to work with AI systems.
Machines need structured data to reason reliably on web text without silent failures.
Discover which scraping technique works for each JavaScript rendering pattern.
Define your fields before you scrape, or spend months untangling the mess later.
Detect which pages need browser rendering before you pay the cost of running them.
Web data breaks traditional ETL; here's how to rebuild it.
LLM extraction survives redesigns where selectors fail, but needs careful pipeline design to work.
LLM extractors handle messy, variable documents that break rule-based parsers.