- Self-contained HTML dashboard with MS Office 365 design - pytest plugin captures inputs, outputs, and errors per test - Unified orchestrator runs pytest + torture tests together - Test files persisted in reports/test_files/ with relative links - GitHub Actions workflow with PR comments and job summaries - Makefile with convenient commands (test, view-dashboard, etc.) - Works offline with embedded JSON data (no CORS issues)
8.3 KiB
8.3 KiB
Advanced MCP Office Tools Enhancement Plan
Current Status
- ✅ Basic text extraction
- ✅ Image extraction
- ✅ Metadata extraction
- ✅ Format detection
- ✅ Document health analysis
- ✅ Word-to-Markdown conversion
Missing Advanced Features by Library
📊 Excel Tools (openpyxl + pandas + xlsxwriter)
Data Analysis & Manipulation
analyze_excel_data- Statistical analysis, data types, missing valuescreate_pivot_table- Generate pivot tables with aggregationsexcel_data_validation- Set dropdown lists, number ranges, date constraintsexcel_conditional_formatting- Apply color scales, data bars, icon setsexcel_formula_analysis- Extract, validate, and analyze formulasexcel_chart_creation- Create charts (bar, line, pie, scatter, etc.)excel_worksheet_operations- Add/delete/rename sheets, copy dataexcel_merge_spreadsheets- Combine multiple Excel files intelligently
Advanced Excel Features
excel_named_ranges- Create and manage named rangesexcel_data_filtering- Apply AutoFilter and advanced filtersexcel_cell_styling- Font, borders, alignment, number formatsexcel_protection- Password protect sheets/workbooksexcel_hyperlinks- Add/extract hyperlinks from cellsexcel_comments_notes- Add/extract cell comments and notes
📝 Word Tools (python-docx + mammoth)
Document Structure & Layout
word_extract_tables- Extract tables with styling and structureword_extract_headers_footers- Get headers/footers from all sectionsword_extract_toc- Extract table of contents with page numbersword_document_structure- Analyze heading hierarchy and outlineword_page_layout_analysis- Margins, orientation, columns, page breaksword_section_analysis- Different sections with different formatting
Content Management
word_find_replace_advanced- Pattern-based find/replace with formattingword_extract_comments- Get all comments with author and timestampsword_extract_tracked_changes- Get revision history and changesword_extract_hyperlinks- Extract all hyperlinks with contextword_extract_footnotes_endnotes- Get footnotes and endnotesword_style_analysis- Analyze and extract custom styles
Document Generation
word_create_document- Create new Word documents from templatesword_merge_documents- Combine multiple Word documentsword_insert_content- Add text, tables, images at specific locationsword_apply_formatting- Apply consistent formatting across content
🎯 PowerPoint Tools (python-pptx)
Presentation Analysis
ppt_extract_slide_content- Get text, images, shapes from each slideppt_extract_speaker_notes- Get presenter notes for all slidesppt_slide_layout_analysis- Analyze slide layouts and master slidesppt_extract_animations- Get animation sequences and timingppt_presentation_structure- Outline view with slide hierarchy
Content Management
ppt_slide_operations- Add/delete/reorder slidesppt_master_slide_analysis- Extract master slide templatesppt_shape_analysis- Analyze text boxes, shapes, SmartArtppt_media_extraction- Extract embedded videos and audioppt_hyperlink_analysis- Extract slide transitions and hyperlinks
Presentation Generation
ppt_create_presentation- Create new presentations from datappt_slide_generation- Generate slides from templates and contentppt_chart_integration- Add charts and graphs to slides
🔄 Cross-Format Tools
Document Conversion
convert_excel_to_word_table- Convert spreadsheet data to Word tablesconvert_word_table_to_excel- Extract Word tables to Excel formatextract_presentation_data_to_excel- Convert slide content to spreadsheetcreate_report_from_data- Generate Word reports from Excel data
Advanced Analysis
cross_document_comparison- Compare content across different formatsdocument_summarization- AI-powered document summariesextract_key_metrics- Find numbers, dates, important data across docsdocument_relationship_analysis- Find references between documents
🎨 Advanced Image & Media Tools
Image Processing (Pillow integration)
advanced_image_extraction- Extract with OCR, face detection, object recognitionimage_format_conversion- Convert between formats with optimizationimage_metadata_analysis- EXIF data, creation dates, camera infoimage_quality_analysis- Resolution, compression, clarity metrics
Media Analysis
extract_embedded_objects- Get all embedded files (PDFs, other Office docs)analyze_document_media- Comprehensive media inventoryoptimize_document_media- Reduce file sizes by optimizing images
📈 Data Science Integration
Analytics Tools (pandas + numpy integration)
statistical_analysis- Mean, median, correlations, distributionstime_series_analysis- Trend analysis on date-based datadata_cleaning_suggestions- Identify data quality issuesexport_for_analysis- Export to JSON, CSV, Parquet for data science
Visualization Preparation
prepare_chart_data- Format data for visualization librariesgenerate_chart_configs- Create chart.js, plotly, matplotlib configsdata_validation_rules- Suggest data validation based on content analysis
🔐 Security & Compliance Tools
Document Security
analyze_document_security- Check for sensitive informationredact_sensitive_content- Remove/mask PII, financial datadocument_audit_trail- Track document creation, modification historycompliance_checking- Check against various compliance standards
Access Control
extract_permissions- Get document protection and sharing settingspassword_analysis- Check password protection strengthdigital_signature_verification- Verify document signatures
🔧 Automation & Workflow Tools
Batch Operations
batch_document_processing- Process multiple documents with same operationstemplate_application- Apply templates to multiple documentsbulk_format_conversion- Convert multiple files between formatsautomated_report_generation- Generate reports from data templates
Integration Tools
export_to_cms- Export content to various CMS formatsapi_integration_prep- Prepare data for API consumptiondatabase_export- Export structured data to database formatsemail_template_generation- Create email templates from documents
Implementation Priority
Phase 1: High-Impact Excel Tools 🔥
analyze_excel_data- Immediate value for data analysiscreate_pivot_table- High-demand business featureexcel_chart_creation- Visual data representationexcel_conditional_formatting- Professional spreadsheet styling
Phase 2: Advanced Word Processing 📄
word_extract_tables- Critical for data extractionword_document_structure- Essential for navigationword_find_replace_advanced- Powerful content managementword_create_document- Document generation capability
Phase 3: PowerPoint & Cross-Format 🎯
ppt_extract_slide_content- Complete presentation analysisconvert_excel_to_word_table- Cross-format workflowsppt_create_presentation- Automated presentation generation
Phase 4: Advanced Analytics & Security 🚀
statistical_analysis- Data science integrationanalyze_document_security- Compliance and securitybatch_document_processing- Automation workflows
Technical Implementation Notes
Library Extensions Needed
- openpyxl: Chart creation, conditional formatting, data validation
- python-docx: Advanced styling, document manipulation
- python-pptx: Slide generation, animation analysis
- pandas: Statistical functions, data analysis tools
- Pillow: Advanced image processing features
New Dependencies to Consider
- matplotlib/plotly: Chart generation
- numpy: Statistical calculations
- python-dateutil: Advanced date parsing
- regex: Advanced pattern matching
- cryptography: Document security analysis
Architecture Considerations
- Maintain mixin pattern for clean organization
- Add result caching for expensive operations
- Implement progress tracking for batch operations
- Add streaming support for large data processing
- Maintain backward compatibility with existing tools