Critical failures across all dimensions. 38 tools are defined only in Dockerfiles and wrapper containers with NO visible source code showing actual tool registration, schemas, or parameter definitions. Tool definitions are inferred from brief descriptions in the provided metadata, not from actual MCP server implementations. No input schemas are visible in the source. Descriptions are minimal (10-50 chars) and lack actionable context. No error handling, no output schema documentation, no parameter validation guidance. This is a Docker orchestration layer, not a functional MCP server implementation.

• Provide actual MCP server source code showing tool registration with FastMCP. The current submission is a Docker Compose orchestration layer, not a functional MCP implementation. Show the Python code that calls @server.tool() or equivalent to register each tool with full schemas.
• Add complete JSON Schema input definitions for all 38 tools. Each tool must declare parameter types (string, integer, boolean, array, object), required fields, enums for constrained values, and min/max for numeric ranges. Example: {"type": "object", "properties": {"file_path": {"type": "string", "description": "Path to file (must be under /project)"}, "instruction": {"type": "string", "description": "Edit instruction (max 1000 chars)"}}, "required": ["file_path", "instruction"]}
• Expand tool descriptions to 100-200 characters. Include WHAT the tool does, WHEN to use it, and any prerequisites. Example: 'Transcribe audio files to text. Supports MP3, WAV, OGG. Returns text and confidence scores. Use this to convert voice recordings to searchable text before analysis.'
• Document output schemas for all tools. Specify return type (object, array, string), field names, types, and meanings. Example for git_log: {"type": "array", "items": {"type": "object", "properties": {"commit_hash": {"type": "string"}, "author": {"type": "string"}, "message": {"type": "string"}, "timestamp": {"type": "string", "format": "iso8601"}}}}
• Add error handling guidance to tool descriptions. For destructive tools (filesystem_delete, kubernetes_exec, mysql_query), document what errors can occur and how to recover. Example: 'If file not found, returns error code 404 with available files in the directory. If permission denied, returns 403, check file ownership.'