Video Editor MCP has 11 tools but suffers from critical gaps in definition quality. Only 2 tools have visible input schemas (create-video-bar-chart-from-two-axis-data and create-video-line-chart-from-two-axis-data), while the remaining 9 tools have NO visible schema definitions in the source code provided. No tool descriptions are visible in the source excerpt. Naming is reasonable (verb-noun format: add-video, search-local-videos, etc.) but without schemas and descriptions, the tools are not suitable for production LLM consumption. The code shows tool registration as a list of strings, not as explicit tool definitions with descriptions and input schemas.

• Add descriptions to all 11 tools. Each should be 50-200 characters, starting with WHAT the tool does and WHEN to use it vs similar tools. Example: 'Search for local video files by keyword, returning matching paths and metadata. Use this before add-video to find existing clips.'
• Define complete input schemas for all 9 tools lacking them. Example for add-video: {type: 'object', properties: {file_path: {type: 'string', description: 'Path to video file (supports .mp4, .mov, .webm)' }, project_id: {type: 'string', description: 'Target project ID from create-videojungle-project'} }, required: ['file_path']}
• Document output schemas for all tools. Example: create-video-bar-chart-from-two-axis-data returns {chart_id: string, file_path: string, preview_url: string}
• Add parameter descriptions with type and format info. Example: y_values param should state: 'Array of numeric values for the vertical axis. Each value must be a number >= 0. Example: [10, 25, 30]'
• Implement per-tool error recovery guidance. Catch API errors and return actionable messages: 'Video file not found at /path/to/video.mp4. Check the file exists and path is correct. Available formats: .mp4, .mov, .webm'
• Add dry-run or confirmation pattern for all destructive tools (generate-edit-from-videos, create-videojungle-project, update-video-edit). Suggest returning {preview: {...}, confirmation_required: true} to require explicit approval before applying changes.
• Split compound tool names: create-video-bar-chart-from-two-axis-data → create_bar_chart (takes x_values, y_values) and prepare_chart_data separately if data preparation is a distinct concern.

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

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