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subhatta123 avatar

Twilize

subhatta123/twilize
55 toolsauthSTDIO, HTTPregistry active
Summary

You'd reach for this when you need to programmatically generate Tableau workbooks without opening Tableau Desktop. It exposes 47 tools that let you build charts, assemble dashboards, define calculation rules, and process CSV data into .twb or .twbx files. Think of it as a headless Tableau generator: you describe what you want through the MCP interface and get back a complete workbook file. Useful for automating report generation, templating dashboards from data pipelines, or creating Tableau artifacts as part of a larger workflow. Supports both local stdio and remote HTTP transport, so you can run it alongside Claude or call it from a web service.

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Tools

Public tool metadata for what this MCP can expose to an agent.

55 tools
generate_layout_jsonGenerate and save a dashboard layout JSON file.3 params

Generate and save a dashboard layout JSON file.

Parameters* required
ascii_previewstring
layout_treeobject
output_pathstring
inspect_target_schemaInspect the first-sheet schema of a target Excel datasource.1 params

Inspect the first-sheet schema of a target Excel datasource.

Parameters* required
target_sourcestring
profile_twb_for_migrationProfile workbook datasources and worksheet scope before migration.3 params

Profile workbook datasources and worksheet scope before migration.

Parameters* required
file_pathstring
scopestring
default: workbook
target_sourcestring
default:
propose_field_mappingScan source and target schema and propose a field mapping.4 params

Scan source and target schema and propose a field mapping.

Parameters* required
file_pathstring
mapping_overridesvalue
scopestring
default: workbook
target_sourcestring
preview_twb_migrationPreview a workbook migration onto a target datasource.4 params

Preview a workbook migration onto a target datasource.

Parameters* required
file_pathstring
mapping_overridesvalue
scopestring
default: workbook
target_sourcestring
apply_twb_migrationApply a workbook migration and write a migrated TWB plus reports.5 params

Apply a workbook migration and write a migrated TWB plus reports.

Parameters* required
file_pathstring
mapping_overridesvalue
output_pathstring
scopestring
default: workbook
target_sourcestring
migrate_twb_guidedRun the built-in migration workflow and pause for warning confirmation when needed.6 params

Run the built-in migration workflow and pause for warning confirmation when needed.

Parameters* required
apply_if_no_blockersboolean
default: true
file_pathstring
mapping_overridesvalue
output_pathstring
default:
scopestring
default: workbook
target_sourcestring
list_capabilitiesList twilize's declared capability boundary.

List twilize's declared capability boundary.

No parameter schema in public metadata yet.

describe_capabilityDescribe one declared capability and its support tier.2 params

Describe one declared capability and its support tier.

Parameters* required
kindstring
namestring
analyze_twbAnalyze a TWB file against twilize's declared capabilities.1 params

Analyze a TWB file against twilize's declared capabilities.

Parameters* required
file_pathstring
diff_template_gapSummarize the non-core capability gap of a TWB template.1 params

Summarize the non-core capability gap of a TWB template.

Parameters* required
file_pathstring
validate_workbookRun an informational XSD schema check on a workbook (2026.1 schema). This is a non-blocking, advisory check only. Tableau Desktop is the true validator — it routinely produces workbooks that deviate from the published XSD schema, so deviations reported here do NOT indicate the...1 params

Run an informational XSD schema check on a workbook (2026.1 schema). This is a non-blocking, advisory check only. Tableau Desktop is the true validator — it routinely produces workbooks that deviate from the published XSD schema, so deviations reported here do NOT indicate the...

Parameters* required
file_pathvalue
create_workbookCreate a new workbook from a TWB or TWBX template file.2 params

Create a new workbook from a TWB or TWBX template file.

Parameters* required
template_pathstring
default:
workbook_namestring
default:
open_workbookOpen an existing workbook (.twb or .twbx) for in-place worksheet editing.1 params

Open an existing workbook (.twb or .twbx) for in-place worksheet editing.

Parameters* required
file_pathstring
list_fieldsList all available fields in the current workbook datasource.

List all available fields in the current workbook datasource.

No parameter schema in public metadata yet.

list_worksheetsList worksheet names in the current workbook.

List worksheet names in the current workbook.

No parameter schema in public metadata yet.

list_dashboardsList dashboards and their worksheet zones in the current workbook.

List dashboards and their worksheet zones in the current workbook.

No parameter schema in public metadata yet.

undo_last_changeUndo the last mutating operation, restoring the previous workbook state.

Undo the last mutating operation, restoring the previous workbook state.

No parameter schema in public metadata yet.

add_calculated_fieldAdd a calculated field to the datasource.6 params

Add a calculated field to the datasource.

Parameters* required
datatypestring
default: real
default_formatstring
default:
field_namestring
field_typestring
default:
formulastring
rolestring
default:
remove_calculated_fieldRemove a previously added calculated field.1 params

Remove a previously added calculated field.

Parameters* required
field_namestring
add_parameterAdd a parameter to the workbook.9 params

Add a parameter to the workbook.

Parameters* required
allowed_valuesvalue
datatypestring
default: real
default_formatstring
default:
default_valuestring
default: 0
domain_typestring
default: range
granularitystring
default:
max_valuestring
default:
min_valuestring
default:
namestring
add_worksheetAdd a new blank worksheet to the workbook.1 params

Add a new blank worksheet to the workbook.

Parameters* required
worksheet_namestring
configure_chartConfigure chart type and field mappings for a worksheet.23 params

Configure chart type and field mappings for a worksheet.

Parameters* required
axis_fixed_rangevalue
colorvalue
color_mapvalue
columnsvalue
customized_labelvalue
detailvalue
filtersvalue
geographic_fieldvalue
labelvalue
label_paramvalue
label_runsvalue
map_fieldsvalue
map_layersvalue
mark_sizing_offboolean
default: false
mark_typestring
default: Automatic
measure_valuesvalue
rowsvalue
sizevalue
sort_descendingvalue
text_formatvalue

+3 more parameters. See the server's own documentation for the full schema.

configure_dual_axisConfigure a dual-axis chart composition.29 params

Configure a dual-axis chart composition.

Parameters* required
color_1value
color_2value
color_map_1value
columnsvalue
detail_1value
detail_2value
dual_axis_shelfstring
default: rows
filtersvalue
hide_axesboolean
default: false
hide_zerolineboolean
default: false
label_1value
label_2value
mark_color_1value
mark_color_2value
mark_sizing_offboolean
default: false
mark_type_1string
default: Bar
mark_type_2string
default: Line
reverse_axis_1boolean
default: false
rowsvalue
show_labelsboolean
default: true

+9 more parameters. See the server's own documentation for the full schema.

configure_worksheet_styleApply worksheet-level styling: background color, axis/grid/border visibility.21 params

Apply worksheet-level styling: background color, axis/grid/border visibility.

Parameters* required
axis_stylevalue
background_colorvalue
cell_formatsvalue
disable_tooltipboolean
default: false
header_formatsvalue
hide_axesboolean
default: false
hide_band_colorboolean
default: false
hide_bordersboolean
default: false
hide_col_field_labelsboolean
default: false
hide_droplinesboolean
default: false
hide_gridlinesboolean
default: false
hide_reflinesboolean
default: false
hide_row_field_labelsboolean
default: false
hide_table_dividersboolean
default: false
hide_zerolineboolean
default: false
label_formatsvalue
pane_cell_stylevalue
pane_datalabel_stylevalue
pane_mark_stylevalue
pane_trendline_hiddenboolean
default: false

+1 more parameters. See the server's own documentation for the full schema.

configure_chart_recipeConfigure a showcase recipe chart through the shared recipe registry.4 params

Configure a showcase recipe chart through the shared recipe registry.

Parameters* required
auto_ensure_prerequisitesboolean
default: true
recipe_argsvalue
recipe_namestring
worksheet_namestring
set_mysql_connectionConfigure the workbook datasource to use a local MySQL connection.5 params

Configure the workbook datasource to use a local MySQL connection.

Parameters* required
dbnamestring
portstring
default: 3306
serverstring
table_namestring
usernamestring
set_tableauserver_connectionConfigure the workbook datasource to use a Tableau Server connection.6 params

Configure the workbook datasource to use a Tableau Server connection.

Parameters* required
dbnamestring
directorystring
default: /dataserver
portstring
default: 82
serverstring
table_namestring
usernamestring
set_hyper_connectionConfigure the workbook datasource to use a local Hyper extract connection.3 params

Configure the workbook datasource to use a local Hyper extract connection.

Parameters* required
filepathstring
table_namestring
default: Extract
tablesvalue
set_mssql_connectionConfigure the workbook datasource to use a Microsoft SQL Server connection.5 params

Configure the workbook datasource to use a Microsoft SQL Server connection.

Parameters* required
dbnamestring
portstring
default: 1433
server_hoststring
table_namestring
usernamestring
add_dashboardCreate a dashboard combining multiple worksheets.5 params

Create a dashboard combining multiple worksheets.

Parameters* required
dashboard_namestring
heightinteger
default: 800
layoutvalue
default: vertical
widthinteger
default: 1200
worksheet_namesarray
add_dashboard_actionAdd an interaction action to a dashboard.7 params

Add an interaction action to a dashboard.

Parameters* required
action_typestring
captionstring
default:
dashboard_namestring
event_typestring
default: on-select
fieldsarray
source_sheetstring
target_sheetstring
add_reference_lineAdd a reference line to a worksheet (constant, average, median, etc.).8 params

Add a reference line to a worksheet (constant, average, median, etc.).

Parameters* required
axis_fieldstring
formulastring
default: constant
labelstring
default:
label_typestring
default: automatic
line_colorstring
default:
scopestring
default: per-pane
valuestring
default:
worksheet_namestring
add_reference_bandAdd a reference band (shaded region) to a worksheet.8 params

Add a reference band (shaded region) to a worksheet.

Parameters* required
axis_fieldstring
fill_colorstring
default: #E0E0E0
from_formulastring
default: constant
from_valuestring
default:
scopestring
default: per-pane
to_formulastring
default: constant
to_valuestring
default:
worksheet_namestring
add_trend_lineAdd a trend line to a worksheet (linear, polynomial, log, exp, power).5 params

Add a trend line to a worksheet (linear, polynomial, log, exp, power).

Parameters* required
degreeinteger
default: 2
exclude_colorboolean
default: false
fitstring
default: linear
show_confidence_bandsboolean
default: false
worksheet_namestring
apply_color_paletteSet a custom color palette. Built-in: tableau10, tableau20, blue-red, green-gold.3 params

Set a custom color palette. Built-in: tableau10, tableau20, blue-red, green-gold.

Parameters* required
colorsvalue
custom_namestring
default: twilize-palette
palette_namestring
default:
apply_dashboard_themeApply uniform styling (background, font) to all zones in a dashboard.4 params

Apply uniform styling (background, font) to all zones in a dashboard.

Parameters* required
background_colorstring
default:
dashboard_namestring
font_familystring
default:
title_font_sizestring
default:
save_workbookSave the workbook as a TWB file. Use a .twbx extension to produce a packaged workbook (ZIP) that bundles the XML with any data extracts and images carried over from the source .twbx.1 params

Save the workbook as a TWB file. Use a .twbx extension to produce a packaged workbook (ZIP) that bundles the XML with any data extracts and images carried over from the source .twbx.

Parameters* required
output_pathstring
inspect_csvInspect a CSV file and return its inferred schema with column classification. Reads the CSV, infers column types (integer, float, date, boolean, string), classifies columns as dimensions or measures with semantic types (categorical, temporal, geographic, numeric), and returns...3 params

Inspect a CSV file and return its inferred schema with column classification. Reads the CSV, infers column types (integer, float, date, boolean, string), classifies columns as dimensions or measures with semantic types (categorical, temporal, geographic, numeric), and returns...

Parameters* required
csv_pathstring
encodingstring
default: utf-8
sample_rowsinteger
default: 1000
suggest_charts_for_csvSuggest chart types and configurations for a CSV file. Analyzes the data shape (dimensions, measures, temporal fields, etc.) and returns prioritized chart suggestions with shelf assignments. Args: csv_path: Path to the CSV file. max_charts: Maximum number of charts to suggest...4 params

Suggest chart types and configurations for a CSV file. Analyzes the data shape (dimensions, measures, temporal fields, etc.) and returns prioritized chart suggestions with shelf assignments. Args: csv_path: Path to the CSV file. max_charts: Maximum number of charts to suggest...

Parameters* required
csv_pathstring
max_chartsinteger
default: 0
rules_yamlstring
default:
sample_rowsinteger
default: 1000
csv_to_hyperConvert a CSV file to a Tableau Hyper extract. Infers column types and creates a .hyper file that can be used as a data source in Tableau workbooks. Requires tableauhyperapi (pip install tableauhyperapi). Args: csv_path: Path to the source CSV file. hyper_path: Output path for...4 params

Convert a CSV file to a Tableau Hyper extract. Infers column types and creates a .hyper file that can be used as a data source in Tableau workbooks. Requires tableauhyperapi (pip install tableauhyperapi). Args: csv_path: Path to the source CSV file. hyper_path: Output path for...

Parameters* required
csv_pathstring
hyper_pathstring
sample_rowsinteger
default: 1000
table_namestring
default: Extract
csv_to_dashboardBuild a complete Tableau dashboard from a CSV file (end-to-end). Pipeline: CSV → schema inference → chart suggestion → Hyper extract → workbook creation → chart configuration → dashboard layout → .twbx output. Args: csv_path: Path to the source CSV file. output_path: Output .t...7 params

Build a complete Tableau dashboard from a CSV file (end-to-end). Pipeline: CSV → schema inference → chart suggestion → Hyper extract → workbook creation → chart configuration → dashboard layout → .twbx output. Args: csv_path: Path to the source CSV file. output_path: Output .t...

Parameters* required
csv_pathstring
dashboard_titlestring
default:
max_chartsinteger
default: 0
output_pathstring
default:
rules_yamlstring
default:
template_pathstring
default:
themestring
default:
inspect_hyperInspect a Hyper extract file and return its schema with column classification. Reads the Hyper file, maps column types, classifies columns as dimensions or measures, and returns a summary. Requires tableauhyperapi (pip install tableauhyperapi). Args: hyper_path: Path to the .h...2 params

Inspect a Hyper extract file and return its schema with column classification. Reads the Hyper file, maps column types, classifies columns as dimensions or measures, and returns a summary. Requires tableauhyperapi (pip install tableauhyperapi). Args: hyper_path: Path to the .h...

Parameters* required
hyper_pathstring
table_namestring
default:
hyper_to_dashboardBuild a complete Tableau dashboard from a Hyper extract file (end-to-end). Pipeline: Hyper → schema inference → chart suggestion → workbook creation → chart configuration → dashboard layout → .twbx output. Args: hyper_path: Path to the .hyper file. output_path: Output .twbx pa...8 params

Build a complete Tableau dashboard from a Hyper extract file (end-to-end). Pipeline: Hyper → schema inference → chart suggestion → workbook creation → chart configuration → dashboard layout → .twbx output. Args: hyper_path: Path to the .hyper file. output_path: Output .twbx pa...

Parameters* required
dashboard_titlestring
default:
hyper_pathstring
max_chartsinteger
default: 0
output_pathstring
default:
rules_yamlstring
default:
table_namestring
default:
template_pathstring
default:
themestring
default:
mysql_to_dashboardBuild a Tableau dashboard from a MySQL table (end-to-end). Pipeline: MySQL → schema inference → chart suggestion → workbook creation → live MySQL connection → .twb output. Requires mysql-connector-python for schema inference. Args: server_host: MySQL server hostname. dbname: D...12 params

Build a Tableau dashboard from a MySQL table (end-to-end). Pipeline: MySQL → schema inference → chart suggestion → workbook creation → live MySQL connection → .twb output. Requires mysql-connector-python for schema inference. Args: server_host: MySQL server hostname. dbname: D...

Parameters* required
dashboard_titlestring
default:
dbnamestring
max_chartsinteger
default: 0
output_pathstring
default:
passwordstring
default:
portinteger
default: 3306
rules_yamlstring
default:
server_hoststring
table_namestring
template_pathstring
default:
themestring
default:
usernamestring
mssql_to_dashboardBuild a Tableau dashboard from a Microsoft SQL Server table (end-to-end). Pipeline: MSSQL → schema inference → chart suggestion → workbook creation → live MSSQL connection → .twb output. Requires pyodbc for schema inference and ODBC Driver 17 for SQL Server. Args: server_host:...13 params

Build a Tableau dashboard from a Microsoft SQL Server table (end-to-end). Pipeline: MSSQL → schema inference → chart suggestion → workbook creation → live MSSQL connection → .twb output. Requires pyodbc for schema inference and ODBC Driver 17 for SQL Server. Args: server_host:...

Parameters* required
dashboard_titlestring
default:
dbnamestring
max_chartsinteger
default: 0
output_pathstring
default:
passwordstring
default:
portinteger
default: 1433
rules_yamlstring
default:
server_hoststring
table_namestring
template_pathstring
default:
themestring
default:
trusted_connectionboolean
default: false
usernamestring
default:
get_active_rulesReturn the active dashboard creation rules. Call this at the start of a session to understand what constraints are enforced. The rules engine validates every configure_chart and add_dashboard call — violations are returned as errors or warnings. Returns: Human-readable summary...

Return the active dashboard creation rules. Call this at the start of a session to understand what constraints are enforced. The rules engine validates every configure_chart and add_dashboard call — violations are returned as errors or warnings. Returns: Human-readable summary...

No parameter schema in public metadata yet.

set_ruleSet a specific rule value in the active dashboard rules. This allows admins to modify rules at runtime without editing YAML files. Changes persist for the current session and can be exported with export_rules(). Args: section: Rule section name. Options: "kpi" — KPI formatting...3 params

Set a specific rule value in the active dashboard rules. This allows admins to modify rules at runtime without editing YAML files. Changes persist for the current session and can be exported with export_rules(). Args: section: Rule section name. Options: "kpi" — KPI formatting...

Parameters* required
keystring
sectionstring
valuestring
reset_rulesReset all rules to the built-in defaults. Discards any runtime changes made via set_rule() and reloads the default rules from the package YAML file. Returns: Confirmation message.

Reset all rules to the built-in defaults. Discards any runtime changes made via set_rule() and reloads the default rules from the package YAML file. Returns: Confirmation message.

No parameter schema in public metadata yet.

export_rulesExport the current active rules to a YAML file. Saves the complete rules (including any runtime changes from set_rule()) to a YAML file that can be placed next to data files or in the working directory for future sessions. Args: output_path: Path to save the YAML file. Default...1 params

Export the current active rules to a YAML file. Saves the complete rules (including any runtime changes from set_rule()) to a YAML file that can be placed next to data files or in the working directory for future sessions. Args: output_path: Path to save the YAML file. Default...

Parameters* required
output_pathstring
default:
profile_data_sourceProfile the currently connected data source. Works for ANY connection type: CSV extract, Hyper, MySQL, Tableau Server, Excel — anything that has fields in the workbook. The profile includes dimension/measure classification, semantic types, domain hints, and boolean signals tha...1 params

Profile the currently connected data source. Works for ANY connection type: CSV extract, Hyper, MySQL, Tableau Server, Excel — anything that has fields in the workbook. The profile includes dimension/measure classification, semantic types, domain hints, and boolean signals tha...

Parameters* required
source_typestring
default: auto
profile_csvProfile a CSV file before connecting it. Unlike profile_data_source (which needs an active workbook), this tool profiles a raw CSV file directly. Args: csv_path: Path to the CSV file. sample_rows: Number of rows to sample for type inference. Returns: Human-readable DataProfile.2 params

Profile a CSV file before connecting it. Unlike profile_data_source (which needs an active workbook), this tool profiles a raw CSV file directly. Args: csv_path: Path to the CSV file. sample_rows: Number of rows to sample for type inference. Returns: Human-readable DataProfile.

Parameters* required
csv_pathstring
sample_rowsinteger
default: 1000
recommend_templateScore all gallery templates and recommend the best fit. Call this AFTER profiling the data source and deciding on chart types, but BEFORE creating the dashboard layout. The decider evaluates every template in the gallery against the data profile and chart mix, returning a rank...2 params

Score all gallery templates and recommend the best fit. Call this AFTER profiling the data source and deciding on chart types, but BEFORE creating the dashboard layout. The decider evaluates every template in the gallery against the data profile and chart mix, returning a rank...

Parameters* required
chart_typesvalue
kpi_countvalue
recommend_template_for_csvRecommend templates for a CSV file (no active workbook needed). Args: csv_path: Path to the CSV file. chart_types: Comma-separated chart types (optional). sample_rows: Rows to sample for inference. Returns: Ranked template recommendations.3 params

Recommend templates for a CSV file (no active workbook needed). Args: csv_path: Path to the CSV file. chart_types: Comma-separated chart types (optional). sample_rows: Rows to sample for inference. Returns: Ranked template recommendations.

Parameters* required
chart_typesvalue
csv_pathstring
sample_rowsinteger
default: 1000
list_gallery_templatesList all templates in the gallery with suitability rules. Templates are user-editable YAML files in ``templates/gallery/``. Each template defines layout zones, suitability criteria, recommended themes, and auto-wired interaction actions. Returns: Formatted listing of all galle...

List all templates in the gallery with suitability rules. Templates are user-editable YAML files in ``templates/gallery/``. Each template defines layout zones, suitability criteria, recommended themes, and auto-wired interaction actions. Returns: Formatted listing of all galle...

No parameter schema in public metadata yet.

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Configuration

PYTHONUNBUFFEREDdefault: 1

Force unbuffered stdout so MCP stdio framing is never delayed by Python buffering.

PYTHONIOENCODINGdefault: utf-8

Force UTF-8 stdio so non-ASCII content in workbooks survives the round trip.

MCP_LOG_LEVELdefault: info

Server log level. One of: debug, info, warning, error, critical.

OPENAI_API_KEYsecret

Optional. Enables AI-assisted chart suggestions and reference-image styling.

Categories
Data & Analytics
Registryactive
Packagetwilize
TransportSTDIO, HTTP
AuthRequired
UpdatedMay 2, 2026
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AI Answer Copier

xjtlumedia/x23

AI Answer Copier is a Model Context Protocol (MCP) server that solves the "Final Mile" friction in educational content creation. It enables AI models to move beyond just writing questions to actually generating the files required for teaching and assessment. By functioning as a native MCP server, this tool allows Claude or any MCP-enabled IDE to directly pipe its output into specialized educational formats. No more manually fixing bullet points in Word or wrestling with CSV headers for your LMS. Key Capabilities:Zero-Friction Pipeline: Your AI can now "see" your local export tools. Ask it to: "Generate 10 biology questions and send them directly to my Quizizz CSV." Multi-Format Exporting: Seamlessly convert AI responses into upload-ready files for Kahoot, Quizizz, Canvas (JSON), Moodle (XML), and professionally formatted PDFs. Intelligent Smart-Parse: Automatically identifies question stems, multiple-choice distractors, and correct answer keys from raw AI text. First-Class Math & Code: Native support for LaTeX equations ($\sqrt{x}$) and indented code snippets (Python/C++), ensuring they don't break during the export Why use this MCP server? Generating questions takes seconds, but formatting them takes hours. This server reclaims those 5 hours of your week by removing the technical barrier between AI intelligence and classroom delivery.
xjtlumedia avatar
AI Answer Copier

xjtlumedia/x23-9eb4cb5d

AI Answer Copier is a Model Context Protocol (MCP) server that solves the "Final Mile" friction in educational content creation. It enables AI models to move beyond just writing questions to actually generating the files required for teaching and assessment. By functioning as a native MCP server, this tool allows Claude or any MCP-enabled IDE to directly pipe its output into specialized educational formats. No more manually fixing bullet points in Word or wrestling with CSV headers for your LMS. Key Capabilities:Zero-Friction Pipeline: Your AI can now "see" your local export tools. Ask it to: "Generate 10 biology questions and send them directly to my Quizizz CSV." Multi-Format Exporting: Seamlessly convert AI responses into upload-ready files for Kahoot, Quizizz, Canvas (JSON), Moodle (XML), and professionally formatted PDFs. Intelligent Smart-Parse: Automatically identifies question stems, multiple-choice distractors, and correct answer keys from raw AI text. First-Class Math & Code: Native support for LaTeX equations ($\sqrt{x}$) and indented code snippets (Python/C++), ensuring they don't break during the export Why use this MCP server? Generating questions takes seconds, but formatting them takes hours. This server reclaims those 5 hours of your week by removing the technical barrier between AI intelligence and classroom delivery.
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