This server has three clearly named, verb-led tools with reasonably comprehensive docstrings and good parameter documentation. All tools are READ_ONLY, which is appropriate for a web search and content extraction service. Naming is clear and action-oriented (search_web, read_website, get_youtube_transcript). Parameter descriptions are present and mostly well-specified with format guidance (e.g., 'must start with http:// or https://', '11-char video ID'). However, there are notable gaps in schema documentation, output field specification, and error handling guidance. Input schemas are well-formed with types and defaults where appropriate, but return value schemas are not formally documented in code, they are only described in prose. Error handling returns error strings instead of structured responses, and recovery guidance is minimal. The server lacks tool annotations (readOnlyHint, etc.) and does not document pagination or result limits formally in the schema. Overall, this is solid mid-tier work with good naming and description clarity but incomplete schema and output documentation.

• Add formal JSON Schema definitions for return types in the tool registration. For search_web, return schema should define { type: 'array', items: { type: 'object', properties: { title: string, href: string, body: string } } }. For read_website and get_youtube_transcript, return schema should document { type: 'string' } or { type: 'object', properties: { text: string, truncated: boolean } } if you want to signal truncation separately.
• Implement structured error responses. Instead of plain error strings, return { status: 'error', code: 'NOT_FOUND' | 'FETCH_FAILED' | 'PARSE_FAILED', message: '<human-readable message>', suggestion: '<actionable next step, e.g., try search_web first>' }. This lets LLMs handle errors programmatically.
• Add readOnlyHint: true to all three tool definitions to declare them as safe to retry and non-destructive. Use fastmcp's tool decorator or update the schema directly.
• Add offset/limit pagination to search_web. Accept optional parameters offset: int (default 0) and limit: int (default 5, max 10). Return { results: [...], total: number, has_more: boolean, next_offset: number | null } to let agents iterate if needed.
• Add explicit validation and error messages. For read_website, validate URLs and return 'Invalid URL format. Must start with http:// or https://' if malformed. For get_youtube_transcript, pre-validate video IDs and return 'Invalid video ID or URL format. Expected 11-char ID or standard YouTube URL.' before calling the API.
• Document max_results behavior explicitly in search_web schema as a constraint: { type: 'integer', minimum: 1, maximum: 10, default: 5 }. This tells LLMs the hard cap programmatically.

Inferred effective spec: <=2025-11-25.

• Relies on Logging (deprecated) - log to stderr or use OpenTelemetry