Builds topical authority maps with pillar pages, prioritized cluster articles, content types, internal link maps, and content gap analysis for SEO/AEO strategies.
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Designs and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Enables AI agents to execute x402 payments with per-task budgets, spending controls, and non-custodial wallets via MCP tools. Use when agents pay for APIs, services, or other agents.
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
Maps out a complete topical authority structure around a pillar keyword. Produces a pillar page definition, 8–15 cluster articles sorted into Priority 1/2/3 tiers, a content type for each, an internal link map, and a content gap analysis identifying AEO opportunities competitors are missing.
Part of the SEO-AEO Engine.
Set the primary keyword, target audience, and word count target (2500–4000 words) for the pillar page that anchors the cluster.
Produce 8–15 subtopics sorted into three priority tiers:
Assign each article a unique keyword, content type, search intent, and link map.
Every cluster article must link back to the pillar page. No orphan articles. Show the full tree of relationships.
Identify angles that competitors likely miss — especially question-based AEO opportunities that AI engines commonly surface.
Pillar: The Complete Guide to Automated Budgeting Priority 1:
How to Build a Budget That Actually Works | how-to guide Best Budgeting Apps Compared | comparison What Is Zero-Based Budgeting? | explainer ← AEO priority
Priority 2: 4. How to Automate Your Savings in 3 Steps | how-to guide 5. Budgeting for Millennials: What Nobody Tells You | opinion Link Map: Pillar ← Article 1, 2, 3, 4, 5 Article 1 ↔ Article 4 Article 2 → Article 3 AEO Priority: ★ Article 3 — "What Is" format has highest AI extraction probability ★ Article 2 — comparison table will be lifted for product queries
Problem: Cluster articles all target similar keywords and cannibalise each other Solution: Run a uniqueness check — every article needs a distinct keyword with no semantic overlap.
Problem: No AEO content in the cluster Solution: At least 2 articles must be structured as direct-answer pages (FAQ or "What Is" explainer).
@seo-aeo-keyword-research — provides the keyword foundation for the cluster@seo-aeo-blog-writer — writes the Priority 1 cluster articles@seo-aeo-internal-linking — builds the detailed link map from cluster output