Critical failures across all dimensions. Tool definitions are inferred from a React component file (tool-call-group.tsx), not from explicit MCP server registration code. No input schemas visible in provided source. Descriptions are trivial (10-50 chars), providing minimal LLM guidance. No parameter documentation, output schemas, or error handling patterns evident. This appears to be a frontend UI component listing tools, not an MCP server implementation with proper tool definitions.

• Create explicit MCP server tool registration with full JSON Schema input definitions for all 14 tools. Include type, required fields, and constraints for every parameter.
• Expand tool descriptions to 50-200 characters. Example: 'search_online' → 'Search the internet for current information on a topic. Returns ranked results with titles, URLs, and snippets. Use when you need real-time data or recent news.'
• Add parameter documentation for all tools. Example for 'scrape_page': add 'url' (string, required, format: uri), 'include_metadata' (boolean, optional, default: false), 'timeout_seconds' (integer, 1-60, default: 30).
• Document output schemas for each tool. Example: 'search_online' returns {results: [{title, url, snippet, rank}], total_count, search_time_ms}.
• Add error handling guidance. Example: 'scrape_page' → 'Returns error if URL is invalid, unreachable, or blocks scraping. Suggest alternative sources or use search_online instead.'