7 tools with highly specialized, domain-specific purposes (brand validation, pixel art, plain English checks). All have descriptions (10-200 chars, within baseline), but schemas are incomplete: most parameters lack type definitions beyond basic strings. Tool names are descriptive but not verb-first (e.g., 'integrity', 'anchors', 'pagegate' are nouns). Parameters documented but sparse, many lack descriptions or constraints. No output schemas visible. Error handling minimal. Composition is reasonable (each tool does one thing), but parameter naming inconsistent (e.g., 'file' vs 'input' vs 'root'). Security: tools are read-only or write-only with clear file I/O, but no permission gates or audit logging visible.

• Rename all tools to verb-first: validate_integrity, check_anchors, validate_pagegate, remove_background, quantize_image, check_swaps, check_skill_compat. This enables LLMs to infer intent from the name alone.
• Add full JSON Schema to all input parameters: define minLength/maxLength for strings, min/max for integers, enum for constrained choices. Document 'anchors' object structure explicitly (e.g., properties: {A: {type: string, pattern: '^#[0-9a-fA-F]{6}$'}}). Add output schemas for all tools.
• Expand parameter descriptions to 50-100 chars each. For 'quantize', add: 'grid: Target grid size in pixels (default 192, range 8-512)'; 'palette: Number of colors (default 32, range 2-256)'; 'ramp: Fixed palette as comma-separated hex codes (e.g., #FF0000,#00FF00,#0000FF)'.
• Add error handling guidance. For 'pagegate', document: 'Returns exit code 2 if playwright/pypdf unavailable. Install with: pip install playwright pypdf'. For all tools, return structured errors: {error: string, code: string, recovery: string}.
• Standardize file path parameter naming: use 'file_path' or 'input_path' consistently. Add descriptions: 'file_path: Path to HTML template file (relative or absolute; must exist and be readable)'.