Critical failures across all dimensions. The single tool 'generateAgensightConfig' has a trivial description ('Create an echo prompt') that does not match its actual behavior (generating a config file with agent analysis instructions). The tool returns a plain string containing a multi-line instruction prompt rather than structured output. No parameter descriptions, no output schema documentation, no error handling, no validation. The tool name does not start with a verb reflecting the action (should be 'generate_agensight_config' or similar). This server demonstrates fundamental misunderstanding of tool design patterns.

• Add a proper input schema with at least 'directory_path' (string, required) parameter describing the target directory to scan. Include min/max length constraints and format validation.
• Rewrite description to 50-200 chars explaining the actual behavior: 'Scan a directory recursively to extract AI agent definitions, prompts, tools, and connections, returning structured JSON configuration.'
• Change return type from plain string to structured JSON object with fields: agents (array of {name, prompt, variables}), connections (array of {from, to}), errors (array of validation issues).
• Implement error handling that returns actionable messages: 'Directory not found at /path/to/dir' or 'No agents detected in scanned files. Ensure files contain LLM calls or agent class definitions.'
• Rename tool to 'generate_agent_config' or 'extract_agent_definitions' following verb_noun convention and snake_case.