AI Search & GEO
Robots.txt and AI Crawler Access Control
Treat AI training crawlers differently from search crawlers in your robots.txt configuration.
Everett Nadkarni
· 9 min read
Scrape Info
The Latest
AI Search & GEO
Llms.txt and Machine-Readable Site Signals
Developers can now guide AI agents through a new machine-readable file structure.
Maya Okafor
AI Search & GEO
Structured Data Markup for AI Search Visibility
Schema markup helps AI systems confidently identify and cite your content.
Soren Marlowe
AI Search & GEO
GEO vs SEO Trade-Offs for Content Strategy
Unlinked brand mentions matter more than backlinks for getting cited by AI systems.
Maya Okafor
Agent Web Tooling
MCP vs RAG for Real-Time Web Data Retrieval
MCP retrieves live data; RAG searches static indexes built in advance.
Everett Nadkarni
Agent Web Tooling
Building an MCP Server for Web Data Access
Design your MCP server to handle retrieval and representation separately.
Soren Marlowe
Agent Web Tooling
MCP Tool Design Best Practices
Reshape tool APIs for agents, not humans, to reduce failures.
Everett Nadkarni
Agent Web Tooling
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.
Soren Marlowe
Crawling & Sitemaps
Visual Site Mapping for Content Audits
Visual sitemaps reveal orphaned pages and structural problems that spreadsheets hide from auditors.
Sana Ibrahim
Research Agents
Human-in-the-Loop Checkpoints for Research Agents
Four tiers of action gates keep research agents fast while catching mistakes before they spread.
Everett Nadkarni
Research Agents
Structured Retrieval and Grounding Layers in Deep Research Agent Frameworks
Deep research agents iterate through retrieval and reasoning loops to synthesize answers.
Maya Okafor
Data Extraction
Table and List Extraction From Web Pages
Extracted data needs semantic structure, not just text, to work with AI systems.
Sana Ibrahim