14 tools with complete schemas and descriptions, but significant gaps in parameter documentation and error handling. Tool names follow verb_noun convention well (get_*, search_*, send_*, create_*). Descriptions average ~120 chars, meeting baseline. However, 6 tools lack parameter descriptions for optional fields (e.g., search_people's 'location', 'current_company'; search_jobs' 'experience_level'). No output schemas documented. Error handling is minimal, no recovery guidance, no categorization of retryable vs fatal errors. Write tools (send_connection_request, create_post) mention dry_run and quota enforcement but lack explicit confirmation patterns. Missing: per-tool error examples, field-level output documentation, and dependency hints between tools.

• Add descriptions to all optional parameters. Example: 'location' in search_people: 'Optional geographic filter, e.g. "San Francisco" or "United States". Narrows results to members in this location.'
• Document output schemas for all tools. Example for get_person_profile: 'Returns {public_id: string, name: string, headline: string, summary: string, current_position: {title: string, company: string}, profile_url: string}'.
• Add error handling examples to write tools. Example for send_connection_request: 'On QuotaExceededError: "Daily limit (20) reached. Try again tomorrow." On CaptchaDetectedError: "LinkedIn detected suspicious activity. Pause and retry in 1 hour."'
• Clarify get_conversation parameter requirements. Either mark one of public_id/thread_urn as required, or document: 'Pass either public_id (vanity name) OR thread_urn (full URN). If both provided, thread_urn takes precedence.'
• Add dependency hints between tools. Example in search_people description: 'Returns public_id values that can be passed to get_person_profile() for full profile details.'

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

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