Critical gaps across all dimensions. Tool names lack action verbs (sc_build, sc_deploy use prefixes but lack clarity). Descriptions are generic and under 100 chars on average, providing minimal LLM guidance. Input schemas present but severely underdeveloped: 'args' parameter is a free-form string accepting arbitrary command-line flags with no validation, enum constraints, or format guidance. The 'evidence' object is poorly specified with no required fields or type constraints. Output schemas are completely absent, LLMs cannot predict what these tools return. No error handling guidance, no pagination support, no idempotency markers. Tools like sc_deploy and sc_migrate (IRREVERSIBLE risk) lack confirmation patterns or dry-run support. Persona enum is repeated identically across 15+ tools, suggesting copy-paste rather than thoughtful design. No security considerations visible (credentials, permissions, audit trails). Overall, this reads as a proof-of-concept rather than production-grade tooling.

• Replace free-form 'args' with explicit, typed parameters. For sc_build, define separate params: project_type (enum: 'web', 'api', 'cli', 'library'), template (enum: 'react', 'vue', 'express', etc.), enable_tdd (boolean), enable_monitoring (boolean). This eliminates hallucination and makes the tool self-documenting.
• Document output schemas for all tools. E.g., sc_build should return {project_id: string, project_path: string, created_at: ISO8601, status: 'success'|'partial'|'failed', warnings: string[]}. This enables LLMs to chain tools and extract relevant data.
• Add confirmation patterns to irreversible operations. sc_deploy and sc_migrate should support a 'dry_run' parameter (boolean, default false) and return a preview of changes before execution. For production deployments, require explicit confirmation via a separate 'confirm_deploy' tool.
• Rename tools to action-verb-first convention: sc_build → create_project, sc_deploy → deploy_to_environment, sc_migrate → execute_migration, sc_scan → run_security_scan. This aligns with LLM expectations and improves discoverability.
• Expand descriptions to 100-200 chars with explicit WHEN guidance. E.g., 'Run comprehensive security analysis to identify vulnerabilities, misconfigurations, and compliance gaps. Call this before deployment or when security concerns arise. Returns risk scores and remediation steps.' This helps LLMs select the right tool.