Raptor SEO Toolkit exhibits significant definition quality gaps. While 9 tools are registered with names and descriptions, most descriptions are minimal (10-50 chars), and critical parameter documentation is sparse. The 'crawl' tool has a comprehensive schema with 20+ parameters, but 'link', 'fossil', and 'screenshot' accept only generic 'args' arrays with no type information. Tool names lack action verbs (e.g., 'entity', 'link', 'fossil' are nouns, not verb_noun patterns). Error handling is absent, no recovery guidance, no categorization of retryable vs fatal errors. Output schemas are undocumented. The 'setup' tool is marked WRITE but has no confirmation or dry-run pattern. Overall, this reads as a CLI wrapper rather than an agent-optimized tool interface.

• Rename tools to verb_noun pattern: 'analyze_entities', 'visualize_links', 'track_rankings', 'show_version', 'take_screenshot', 'audit_page', 'extract_data'.
• Expand 'link' and 'fossil' schemas from generic 'args' array to explicit parameters with types, descriptions, and enums (e.g., link_format: enum[svg, json, html], fossil_mode: enum[snapshots, rankings]).
• Document output schemas for all tools. Specify returned fields, types, and pagination (e.g., crawl returns {pages: [{url, status, title, meta_tags}], total_pages, next_cursor}).
• Add error handling: categorize errors as retryable (timeout, rate_limit) vs user-fixable (invalid_url, missing_credentials) vs fatal. Include recovery hints (e.g., 'URL invalid. Ensure it starts with http:// or https://').
• Add confirmation step to 'setup' tool: return {action: 'confirm_setup', integration: 'cloudflare', message: 'This will install Cloudflare integration. Proceed?'} and require explicit confirmation before executing.