This is an educational repository, not a production MCP server. Tool definitions are minimal and scattered across multiple capstone projects. Only 5 tools are identifiable; most lack proper schemas, descriptions are generic or missing, and there is no unified MCP server implementation. The tools shown (read_file, run_shell, incidents_*) have basic descriptions but incomplete parameter documentation. No error handling guidance, no output schemas documented, and no evidence of security considerations like input validation or secret injection patterns.

• Document output schemas for all tools. Specify field names, types, and whether results are paginated. Example: incidents_list should return {incidents: [{id, severity, title, created_at}], total_count, next_cursor}.
• Add input validation and error handling to run_shell. Reject commands containing dangerous patterns (|, >, <, &, ;, $). Return actionable errors: 'Command contains pipe operator, not allowed. Use separate tool calls instead.'
• Expand parameter descriptions to 50-100 chars. For incidents_list severity param, add: 'Filter by incident priority level. Must be one of: p0 (critical), p1 (high), p2 (medium). Omit to return all severities.'
• Add permission declarations to incidents_ack. Document required scope (e.g., 'Requires write:incidents scope') and what happens if caller lacks permission.
• Implement and document path validation for read_file. Return clear errors: 'Path traversal detected: ../../../etc/passwd not allowed. Paths must be relative to sandbox root and contain no .. segments.'