Public tools & resources
Practical tools for finding opportunities, directing AI-assisted work and checking what ships. Start with a problem, try an example, then inspect the code.
Each resource works independently. Start with the example that fits your work.
Turn search-performance exports into a prioritized list of opportunities.
For search, content and growth teams deciding what to work on next.
Start with the included sample; no account or API key needed.
Give an AI-assisted task a clear target, permission boundary and definition of done.
For people directing coding agents and reviewing their work.
An operating skill with a receipt helper, not a deployment service.
Check website evidence against explicit publishing rules.
For builders maintaining websites with AI-assisted workflows.
Use the clone-and-virtual-environment instructions for the published source release.
Describe a system event once so different interfaces can present it.
For developers connecting agent events to visual or audio interfaces.
Defines the event format; the receiving interface renders the supplied state.
From practice to a reusable resource
The code is one part of the work. Field notes explain the problem, the decisions and how to use the result in another setting.
Open Demand OS explores search opportunities. Evidence Harness structures the work. Constitutional CMS checks publishing evidence. Signal Contract defines how system events are described for visual or audio interfaces. These are distinct responsibilities, not one required software stack.
How I structure AI-assisted workRead the field note →The public account also includes a legacy experiment and forks of other projects. These sit outside the original tools above.
natural_language_gsc currently contains a Streamlit chatbot template. It is not presented here as a working Search Console integration.
Original authors retain credit. These repositories are not original portfolio products or required dependencies of this library.
Repository availability reviewed 2 October 2026. Each project’s linked source documents its own requirements and license.