Open Source

Tools

Open-source tools and projects built to help marketers and developers navigate AI-driven search.

All tools

Webapp

Search Budget Calculator

Compare the cost of buying clicks against building rankings, using measured cost per click and AI Overview data for eight verticals. Free, private, no signup.

Github repo

Serpent

A free, open-source desktop SEO crawler with a built-in MCP server. Serpent crawls unlimited URLs locally, keeps everything in SQLite, and lets Claude Desktop or…

Webapp

AI Crawler Checker

Check any site's robots.txt to see which AI crawlers are allowed or blocked, from GPTBot and ClaudeBot to PerplexityBot and Google-Extended.

Webapp

AEO Content Grader

Paste a URL and get an answer-readiness score for AI search, with the exact fixes to get cited by ChatGPT, Perplexity and Google AI Overviews.

Webapp

Content Pipeline Studio

An agency-grade content engine that turns a keyword and a brand config into a fully-researched, on-brand, internally-linked article, grounded in real web data.

Mcp server

Yahoo Finance MCP

A Model Context Protocol server that gives your AI assistant real-time stock quotes, charts, financials, analyst ratings and multi-stock comparisons, from plain language.

Github repo

Grounding Citation Analysis

A reproducible study that decodes Google AI Mode's #:~:text= citation fragments to reveal the exact sentences AI engines quote, across 42,971 citations and 6 platforms.

Questions about any of this?

Happy to talk through the method, the data, or applying it to your own prompts.

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