code-buddy is a comprehensive development toolkit with 28 tools covering file operations, git, docker, HTTP, and code analysis. However, the implementation exhibits significant gaps in description quality, schema completeness, and error handling guidance. While tool names follow verb_noun conventions well (analyze_code, format_code, run_command, etc.), many descriptions are terse or generic, and critical security/output documentation is largely absent. Parameter descriptions exist but lack detail on constraints, formats, and ranges. Output schemas are undocumented for most tools, LLMs cannot predict what fields to expect. Error handling is minimal: most tools return raw exceptions rather than actionable recovery guidance. The 'run_command', 'run_python', 'docker_tool', and HTTP tools are particularly dangerous, they accept powerful inputs but provide no warnings about irreversible side effects or permission checks. This is a functional toolkit but falls short of production-grade quality.

• Add explicit output schema documentation to every tool. Include field names, types, and sample structure so LLMs know what to expect. Example for analyze_code: 'Returns {filepath, total_lines, code_lines, blank_lines, characters, extension}'.
• Upgrade error messages to include recovery guidance. Instead of raw exception text, return structured errors: {'error': 'File not found', 'recovery': 'Check filepath or use list_directory to explore available files', 'retryable': false}.
• Add parameter constraints to descriptions. E.g., 'timeout (integer, 1-300 seconds): Maximum time to wait for command completion. Default: 60.'
• Rename generic tools: 'docker_tool' → 'run_docker_command', 'curl_tool' → 'execute_curl_request'.
• Document path restrictions in file operation tools. E.g., 'filepath (string): Relative path within project root. No .. or absolute paths allowed.'
• Implement confirmation flow for destructive operations. Add a 'dry_run' parameter (boolean, default=true) to delete_file, delete_directory, and run_command. Require explicit confirmation via a separate 'confirm_deletion' tool or flag.
• Add audit logging: log tool invocations with timestamp, caller, tool name, parameters (sanitized), and result. Store in a local audit.log or similar.
• Set explicit bounds on timeout and numeric parameters. E.g., 'timeout must be 1-300 seconds'; 'max_results must be 1-1000'.
• Implement rate limiting to prevent runaway agents. E.g., max 10 calls per minute to run_command and docker_tool.