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plugins/data-science/README.md

71lines · modecode

1<!-- markdownlint-disable-file -->
2# Data Science
3
4Data specification generation, Jupyter notebooks, and Streamlit dashboards
5
6## Install
7
8```bash
9copilot plugin install data-science@hve-core
10```
11
12## Agents
13
14| Agent | Description |
15|--------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
16| gen-data-spec | Generate comprehensive data dictionaries, machine-readable data profiles, and objective summaries for downstream analysis (EDA notebooks, dashboards) through guided discovery |
17| gen-jupyter-notebook | Create structured exploratory data analysis Jupyter notebooks from available data sources and generated data dictionaries |
18| gen-streamlit-dashboard | Develop a multi-page Streamlit dashboard |
19| test-streamlit-dashboard | Automated testing for Streamlit dashboards using Playwright with issue tracking and reporting |
20| rpi-agent | Autonomous RPI orchestrator running specialized subagents through Research → Plan → Implement → Review → Discover phases - Brought to you by microsoft/hve-core |
21| task-researcher | Task research specialist for comprehensive project analysis - Brought to you by microsoft/hve-core |
22| task-planner | Implementation planner for creating actionable implementation plans - Brought to you by microsoft/hve-core |
23| task-implementor | Executes implementation plans from .copilot-tracking/plans with progressive tracking and change records - Brought to you by microsoft/hve-core |
24| task-reviewer | Reviews completed implementation work for accuracy, completeness, and convention compliance - Brought to you by microsoft/hve-core |
25| memory | Conversation memory persistence for session continuity - Brought to you by microsoft/hve-core |
26| pr-review | Comprehensive Pull Request review assistant ensuring code quality, security, and convention compliance - Brought to you by microsoft/hve-core |
27| prompt-builder | Prompt engineering assistant with phase-based workflow for creating and validating prompts, agents, and instructions files - Brought to you by microsoft/hve-core |
28| rpi-validator | Validates a Changes Log against the Implementation Plan, Planning Log, and Research Documents for a specific plan phase - Brought to you by microsoft/hve-core |
29| implementation-validator | Validates implementation quality against architectural requirements, design principles, and code standards with severity-graded findings - Brought to you by microsoft/hve-core |
30| plan-validator | Validates implementation plans against research documents, updating the Planning Log Discrepancy Log section with severity-graded findings - Brought to you by microsoft/hve-core |
31| researcher-subagent | Research subagent using search tools, read tools, fetch web page, github repo, and mcp tools |
32| phase-implementor | Executes a single implementation phase from a plan with full codebase access and change tracking - Brought to you by microsoft/hve-core |
33| prompt-evaluator | Evaluates prompt execution results against Prompt Quality Criteria with severity-graded findings and categorized remediation guidance |
34| prompt-tester | Tests prompt files by following them literally in a sandbox environment when creating or improving prompts, instructions, agents, or skills without improving or interpreting beyond face value |
35| prompt-updater | Modifies or creates prompts, instructions or rules, agents, skills following prompt engineering conventions and standards based on prompt evaluation and research |
36
37## Commands
38
39| Command | Description |
40|--------------------|------------------------------------------------------------------------------------------------------------------------------|
41| rpi | Autonomous Research-Plan-Implement-Review-Discover workflow for completing tasks - Brought to you by microsoft/hve-core |
42| task-research | Initiates research for implementation planning based on user requirements - Brought to you by microsoft/hve-core |
43| task-plan | Initiates implementation planning based on user context or research documents - Brought to you by microsoft/hve-core |
44| task-implement | Locates and executes implementation plans using task-implementor - Brought to you by microsoft/hve-core |
45| task-review | Initiates implementation review based on user context or automatic artifact discovery - Brought to you by microsoft/hve-core |
46| checkpoint | Save or restore conversation context using memory files - Brought to you by microsoft/hve-core |
47| git-commit-message | Generates a commit message following the commit-message.instructions.md rules based on all changes in the branch |
48| git-commit | Stages all changes, generates a conventional commit message, shows it to the user, and commits using only git add/commit |
49| git-merge | Coordinate Git merge, rebase, and rebase --onto workflows with consistent conflict handling. |
50| git-setup | Interactive, verification-first Git configuration assistant (non-destructive) |
51| pull-request | Provides prompt instructions for pull request (PR) generation - Brought to you by microsoft/edge-ai |
52| prompt-analyze | Evaluates prompt engineering artifacts against quality criteria and reports findings - Brought to you by microsoft/hve-core |
53| prompt-build | Build or improve prompt engineering artifacts following quality criteria - Brought to you by microsoft/hve-core |
54| prompt-refactor | Refactors and cleans up prompt engineering artifacts through iterative improvement - Brought to you by microsoft/hve-core |
55
56## Instructions
57
58| Instruction | Description |
59|----------------|----------------------------------------------------------------------------------------------------------------|
60| writing-style | Required writing style conventions for voice, tone, and language in all markdown content |
61| markdown | Required instructions for creating or editing any Markdown (.md) files |
62| commit-message | Required instructions for creating all commit messages - Brought to you by microsoft/hve-core |
63| prompt-builder | Authoring standards for prompt engineering artifacts including prompts, agents, instructions, and skills |
64| git-merge | Required protocol for Git merge, rebase, and rebase --onto workflows with conflict handling and stop controls. |
65| python-script | Instructions for Python scripting implementation - Brought to you by microsoft/hve-core |
66| uv-projects | Create and manage Python virtual environments using uv commands |
67
68---
69
70> Source: [microsoft/hve-core](https://github.com/microsoft/hve-core)
71
72