atpm-discover

Orchestrate product management discovery with signal validation and PM-state documentation.

Updated Mar 26, 2026

Search Tags:#product management #Jira #project discovery #Confluence #Glean #PM initiative

Ready to run

npx skills add https://github.com/arjunrattan-lab-ai/AICopilot-Projects --skill atpm-discover

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: atpm-discover
Source: https://github.com/arjunrattan-lab-ai/AICopilot-Projects/tree/main/00%20Workstreams/backup/skills/atpm-discover
Command: npx skills add https://github.com/arjunrattan-lab-ai/AICopilot-Projects --skill atpm-discover

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires glean, snowflake, confluence, jira, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

The Skill Unit streamlines the process of discovering new PM initiatives, automating steps such as signal capture, validation, and the creation of project documentation.

Core Features & Use Cases

Signal Capture: Automates the collection and analysis of customer escalations, data anomalies, or strategic moves to determine problem areas.
Validation: Validates signals through structured research and ensures PM-STATE documentation is up-to-date.
Project Setup: Initializes the project environment by creating required files and integrating tools like Confluence and Jira.
Use Case: A Product Manager wants to address a new customer complaint. The Skill helps validate the issue, determine its impact, and initiate the required project documentation.

Quick Start

Run the 'atpm-discover' skill to begin the discovery loop for your new initiative.

Frequently Asked Questions about atpm-discover

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate product management initiative discovery with Jira and Confluence?▼

Product management initiative discovery automation captures and validates signals, then generates PM-state documentation. It orchestrates research via Glean, creates Confluence documents, and initializes Jira project tracking to streamline the entire setup process.

What is the best way to validate customer escalations for a new PM initiative?▼

Validating customer escalations for a PM initiative requires structured research to determine impact and problem areas. The system uses Glean to analyze signals and ensures Confluence documentation is updated to reflect the validated problem definition.

Do I need Glean and Snowflake configured to run the project discovery process?▼

Yes, proper setup of Glean MCP is required for research, and Snowflake is needed for optional data analysis during signal validation. Atlassian services for Confluence and Jira are also required dependencies to generate documentation and initialize project tracking.

Can I use this skill to set up Jira tracking and Confluence files for new projects?▼

Yes, you can use this to set up Jira tracking and Confluence files for new projects. It initializes the project environment by creating required documentation files and integrating Atlassian tools for project management tracking.

What limitations exist when using Snowflake for data analysis in PM signal validation?▼

Snowflake integration for data analysis in PM signal validation is optional. The core validation process relies on Glean for research and Confluence for documentation, meaning Snowflake is only utilized when deeper data anomaly analysis is explicitly required.