Skip to content

Genisoft WP SEO HarnessAutonomous WordPress Technical SEO for AI Coding Agents

The complete curriculum, governance framework, and verification engine for Claude Code, Codex, Antigravity, and Cursor.

What is Genisoft WP SEO Harness? ​

The model is smart. The harness makes it reliable.

When large language models such as Claude, GPT/Codex or Gemini work on WordPress codebases, they run into three recurring problems:

  1. Procedural Amnesia: Without persistent external state, agents lose context between sessions, re-do work, or overwrite existing optimizations.
  2. Hook Collisions: WordPress filters (wp_robots, get_canonical_url, template_redirect) interact globally. An agent altering one filter without verification can de-index an entire website overnight.
  3. Premature Victory: Unharnessed agents declare "Done!" without running automated proof.

Genisoft WP SEO Harness provides the instructions, state persistence, verification gates, scope boundaries, and runtime guards needed to make autonomous coding agents' WordPress SEO work verifiable before it reaches production.

Released under the MIT License.