3. Data, Science & AI

Provides CLI tools for creating, managing, and deploying AI agent teams with environment configuration and task execution capabilities.

Generates production-ready AI prompts for any role, industry, and task using intelligent flow and 69 domain-specific presets.

Optimizes parallel task execution and agent collaboration in OpenCode swarm workflows through structured coordination patterns.

Provides utilities for common MongoDB database operations including querying, listing collections, and checking indexes.

Generates BubbleChart components for visualizing three-variable relationships in scatter plots, with size encoding for data points.

Builds dual-axis chart components combining bar and line charts to visualize relationships between two different metrics in a single plot.

Creates geographical data visualizations including choropleth maps and location-based charts using TopoJSONMap and DottedMap libraries.

Generates DonutChart components for visualizing part-to-whole data relationships and percentage distributions in data-driven applications.

Builds bar chart components for categorical data comparison, supporting grouped and stacked bar layouts.

Builds Sankey chart components for visualizing data flows, conversions, and resource distribution in analytical applications.

Comprehensive guide for building Agentic RAG systems using Microsoft Agent Framework in C#, including semantic search, document indexing, and multi-agent orchestration.

Decomposes tasks into parallel sub-agents for multi-step operations and batch processing.

Provides PostgreSQL extensions for the H3 hexagonal grid system, enabling spatial indexing, geometry integration, and raster analysis on geospatial data.

Manages AI model context, instructions, and state across multi-turn conversations and multi-agent collaborations using external documents and session notes.

Enables multi-agent coordination in OpenCode workflows, optimizing parallel task execution and agent collaboration for complex problem-solving.

Coordinates multiple AI agents for complex task decomposition and parallel execution in OpenCode workflows, optimizing multi-agent collaboration.

Coordinates multiple AI agents for complex tasks, enabling parallel execution and task decomposition in swarm-based workflows.

Manages implicit feedback, confidence decay, and anti-pattern detection to debug and optimize pattern promotion/deprecation in the opencode-swarm-plugin's learning loops.

Performs precise arithmetic calculations with arbitrary precision to avoid floating-point errors, supporting addition, subtraction, multiplication, division, and exponents.

Manages knowledge base operations including creation, synchronization, audit, and context acquisition, triggered on ~init or missing knowledge base.

Provides comprehensive rules for knowledge base management including creation, synchronization, auditing, and context retrieval, activated during initialization or missing knowledge base state.

Executes SQL queries on WordPress databases for data inspection, debugging, and issue resolution.

Configures event mappings for analytics platforms including GA4 and Meta, with pre-defined transformation patterns for data integration.

Configures data mappings, loops, conditions, and value extraction for event transformation across source-to-destination flows.