Critical failure across all dimensions. Tool definitions are inferred from a JSON config file (.bob/mcp.json) with NO visible schema, parameter descriptions, or implementation code. All 16 tools list 'Input: {}', indicating zero parameter documentation. No tool descriptions are visible in the provided source. The server appears to be a wrapper around LucidLink's file system API, but without access to the actual Python implementation or explicit schema definitions, tool quality cannot be verified. This is a STDIO-only server with no remote accessibility.

• Provide complete JSON Schema for every tool's input parameters, including type, description, required fields, and constraints (enums, min/max, patterns).
• Write 50 - 200 character descriptions for each tool explaining WHAT it does, WHEN to use it, and any prerequisites. Example: 'List all available LucidLink filespaces. Call this first to discover which filespaces you can access before switching contexts.'
• Document output schemas for each tool. Specify field names, types, and whether results are paginated. Include IDs and references needed for chaining (e.g., if list_filespaces returns filespace_id, link_filespace must accept filespace_id).
• Add parameter descriptions for all inputs. For example, if find_files accepts a 'pattern' parameter, describe its format: 'Glob pattern (e.g., *.txt, src/**/*.py). Supports * and ? wildcards.'
• Implement error handling that returns actionable guidance. Instead of raw errors, return: 'Filespace not found. Available filespaces: [list]. Did you mean one of these?' This enables agents to self-correct.