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GNN MCP Tool Quick Reference

All 131 real tools registered by the GNN MCP server (v1.6.0 Engine; reference refreshed 2026-04-20).
Sorted alphabetically by domain. For full per-domain documentation see ../modules/21_mcp.md.

Full Tool Table

Domain Tool Description
analysis compute_complexity_metrics Compute complexity scores for a GNN model
analysis get_analysis_results Retrieve cached analysis results
analysis list_analysis_tools List available analysis capabilities
analysis process_analysis Run statistical analysis on GNN files
audio analyze_audio_characteristics Analyse characteristics of a GNN model for sonification
audio check_audio_backends Check which audio backends are available (SAPF, Pedalboard, soundfile)
audio get_audio_generation_options List configurable audio generation options
audio get_audio_module_info Return audio module version and capabilities
audio process_audio Run GNN audio processing pipeline
audio validate_audio_content Validate audio content from GNN specs
advanced_visualization check_visualization_capabilities Check which advanced visualization libraries are available
advanced_visualization get_advanced_visualization_module_info Return module info and capabilities
advanced_visualization list_d2_visualization_types List supported D2 diagram types
advanced_visualization process_advanced_visualization Process advanced visualization (D2, dashboards)
execute check_execute_dependencies Check execution framework dependency availability
execute execute_gnn_model Execute a single GNN model file and capture results
execute execute_pymdp_simulation Run a PyMDP simulation from a rendered Python script
execute get_execute_module_info Return execute module version and capabilities
execute process_execute Run GNN execution pipeline across all frameworks
export list_export_formats List all supported export formats
export process_export Run multi-format export pipeline
export validate_export_format Validate an export format specifier
gnn get_gnn_module_info Return GNN module version and capabilities
gnn parse_gnn_content Parse a GNN specification string
gnn validate_gnn_content Validate a GNN specification string
gui get_gui_module_info Return GUI module version and feature flags
gui list_available_guis List available GUI types
gui process_gui Process GNN files for GUI generation
integration check_integration_dependencies Check integration dependency availability
integration list_supported_integrations List all supported integration targets
integration process_integration Run system integration pipeline
intelligent_analysis get_analysis_capabilities List intelligent analysis capabilities
intelligent_analysis get_intelligent_analysis_module_info Return module version and capabilities
intelligent_analysis process_intelligent_analysis Run intelligent analysis on pipeline results
llm analyze_gnn_with_llm Analyse a single GNN file with the configured LLM provider
llm generate_llm_documentation Generate LLM-powered documentation for a GNN model
llm get_llm_module_info Return LLM module version and capabilities
llm get_llm_providers List available LLM providers and their status
llm process_llm Run LLM analysis pipeline for all GNN files
ml_integration check_ml_frameworks Check which ML frameworks are available
ml_integration get_ml_module_info Return ML integration module version and capabilities
ml_integration list_ml_integration_targets List ML integration targets
ml_integration process_ml_integration Process ML integration for GNN files
ontology extract_ontology_annotations Extract ontology annotations from a GNN file
ontology list_standard_ontology_terms List all standard Active Inference ontology terms
ontology process_ontology Run Active Inference ontology processing
ontology validate_ontology_terms Validate ontology annotation terms
pipeline get_pipeline_status Get current pipeline execution status
pipeline get_pipeline_steps List all 25 pipeline steps (0-24) with metadata
render get_render_module_info Return render module version and capabilities
render list_render_frameworks List supported rendering frameworks
render process_render Run code generation for all GNN files
render render_gnn_to_format Render a GNN file to a specific framework format
report generate_report Generate a comprehensive pipeline report
report get_report_module_info Return report module version and capabilities
report list_report_formats List available report formats
report read_report Read a previously generated report
research list_research_topics List active research topics and experimental features
research process_research Run research tools pipeline
sapf get_sapf_module_info Return SAPF module version and capabilities
sapf list_audio_artifacts List generated audio artifacts
sapf process_sapf Run SAPF audio pipeline
security list_security_checks List all security checks performed
security process_security Run security validation pipeline
security scan_gnn_file Scan a GNN file for security issues
utils get_utils_info Return utils module version and available utilities
validation check_schema_compliance Check schema compliance for a GNN file
validation get_validation_report Get the latest validation report
validation process_validation Run GNN validation pipeline
validation validate_gnn_file Validate a single GNN file
visualization get_visualization_options List configurable visualization options
visualization list_visualization_artifacts List generated visualization artifacts
visualization process_visualization Run graph and matrix visualization pipeline
website build_website_from_pipeline_output Build website from pipeline artifacts
website get_website_module_info Return website module version and capabilities
website get_website_status Get current website generation status
website list_generated_website_pages List all generated website pages
website process_website Generate static HTML website from pipeline output

Total: 131 tools across 38+ domains
Verified by src/tests/test_mcp_audit.py as part of the full src/tests/ suite (current pass/skip counts: repository README.md).