mcp_servers

Guide for creating OpenHEXA data pipelines. Use when users ask to create a pipeline, build a data pipeline, automate data processing, or schedule data workflows.

Work with DHIS2 health information systems - extract data, query metadata, run validations, manage users, or check system info. Use this skill for ANY DHIS2-related request. It routes to specialized sub-skills and provides centralized client setup and API patterns.

Query aggregated analytics data from DHIS2. Use for calculated/aggregated values, indicator values, or cross-dimensional analysis. ALWAYS use with dhis2-query-optimization skill. Routed via dhis2 skill for general DHIS2 requests.

Extract data elements and data element groups from DHIS2. Use for data element metadata, groups, or category option combos. Routed via dhis2 skill for general DHIS2 requests.

Extract raw data values from DHIS2 using the dataValueSets API. Use for actual submitted data values, not aggregated analytics. ALWAYS use with dhis2-query-optimization skill. Routed via dhis2 skill for general DHIS2 requests.

Extract datasets metadata from DHIS2. Use for dataset definitions, data entry forms, or reporting frequencies. Routed via dhis2 skill for general DHIS2 requests.

Extract indicators and indicator groups from DHIS2. Use for indicator definitions, formulas, or indicator groups. Routed via dhis2 skill for general DHIS2 requests.

Extract organisation units and groups from DHIS2. Use for org unit hierarchy, metadata, levels, or groups. Routed via dhis2 skill for general DHIS2 requests.

ALWAYS use this skill when querying DHIS2 analytics or data values. Provides MAX_* tuning for batch sizes, children=True expansion, and server error handling. Prevents URL length limits, server timeouts, and memory issues.

Discover DHIS2 API endpoints and schemas dynamically. Use when other DHIS2 skills don't cover the needed endpoint or you need to explore available fields for custom queries. Helps build correct field selections for any DHIS2 resource.

Extract individual-level/case-based data from DHIS2 Tracker. Use for tracked entities, enrollments, events, or relationships. Routed via dhis2 skill for general DHIS2 requests.

Run data quality checks and validation rules in DHIS2. Use for validation rules, violations, or data quality analysis. Routed via dhis2 skill for general DHIS2 requests.

Create Jupyter notebooks with correct JSON format.

Get DHIS2 system information including version, database details, and server configuration. Use for version checks or server capabilities. Routed via dhis2 skill for general DHIS2 requests.

Get DHIS2 user information including current user details, user lists, and user groups. Use for permissions, org unit access, or user administration. Routed via dhis2 skill for general DHIS2 requests.

Extract DHIS2 visualizations (favorites) metadata and data. Use for chart/table configurations, visualization data, or dashboard items. Routed via dhis2 skill for general DHIS2 requests.

Orchestrator for creating interactive HTML dashboards in OpenHexa. Use when users ask to create a dashboard, build a dashboard, make a visualization dashboard, display data in charts, or create visual reports. This skill coordinates the technical stack, data querying, maps, and branding skills to produce complete, professional dashboards.

Guide for creating map visualizations in dashboards. Covers geographic data detection, shape-based maps (polygons/GeoJSON), point-based maps (lat/lon coordinates), and world map backgrounds. Referenced by dashboard-builder skill. Do not use directly - use dashboard-builder instead.

Data fetching strategy for dashboards - API endpoint testing, dynamic vs static data, authentication handling. Referenced by dashboard-builder skill. Do not use directly - use dashboard-builder instead.

Technical implementation guide for dashboard components including GridStack (drag/resize), ECharts (charts), and Tailwind CSS (styling). Referenced by dashboard-builder skill. Do not use directly - use dashboard-builder instead.

Read and write SQL tables from Python code (pipelines or notebooks). Use when needing to query database tables, write DataFrames to database, or manage table schemas. Provides best practices for SQLAlchemy, type mapping, and safe table operations.

Brand guidelines for OpenHexa and Bluesquare visual identity. Use when creating dashboards, reports, HTML pages, charts, or any visual output that should follow OpenHexa/Bluesquare brand colors and styling. Provides a consistent 5-color palette (pink, blue, white, light pink, dark blue), logo assets, and styling guidelines for ECharts, Tailwind, and general web development.

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.