Critical gaps across all dimensions. Tool descriptions are present but generic (10-50 chars), failing the 20-char minimum for non-zero scores. No parameter descriptions, type definitions, or output schemas documented. Tools lack verb-noun naming clarity (e.g., 'ingest_repo' vs 'analyze_repo', 'flag_known_bug' is ambiguous). No evidence of error handling, validation, or recovery guidance. Security concerns: no indication of permission gates or audit trails for WRITE operations (flag_known_bug, resolve_case, generate_spec). Composition issues: tools appear to operate on a shared case/queue state without clear chaining via IDs.

• Add explicit JSON Schema for all 6 tools. Each parameter must have type (string|number|boolean|array|object), description (50-100 chars), and constraints (enum, pattern, min/max). Example: { 'repo_path': { 'type': 'string', 'description': 'Absolute or relative path to the repository root. Must be a valid directory.', 'pattern': '^[a-zA-Z0-9/_.-]+$' } }
• Expand tool descriptions to 100-200 characters. Include WHAT (action), WHEN (use case), and WHAT IT RETURNS (output structure). Example: 'Analyzes a repository to extract API routes and behavioral signals. Call this first to understand the app structure before crawling. Returns: { routes: Route[], signals: Signal[], analysis_time_ms: number }'
• Add output schemas for all tools. Document the structure of responses (e.g., get_case_queue returns { cases: [{ id, title, status, priority }], total_count, next_cursor }). This enables LLMs to chain tools correctly.
• Implement permission gates and audit logging for WRITE operations. Before flag_known_bug or resolve_case executes, verify caller has 'write:cases' scope. Log: { timestamp, caller_id, tool, params, result, status }.
• Add error handling with recovery guidance. Return structured errors: { error_code, message, retryable, suggestion }. Example: { error_code: 'CASE_NOT_FOUND', message: 'Case ID abc123 not found', retryable: false, suggestion: 'Call get_case_queue() to list available cases' }

Inferred effective spec: <=2025-11-25.

• Relies on Logging (deprecated) - log to stderr or use OpenTelemetry