project-context

name	project-context
description	Conduct a structured interview to elicit project knowledge and produce a complete PROJECT-CONTEXT.md. Use when starting a new project or when PROJECT-CONTEXT.md needs to be created or refined.
argument-hint	[optional: 'refine' to update existing, or a brief project description to seed the interview]
allowed-tools	Read, Write, Grep, Glob, AskUserQuestion

Guide the user through a structured elicitation interview to produce a complete, high-quality PROJECT-CONTEXT.md at the repository root.

Prerequisites

Check if PROJECT-CONTEXT.md already exists and contains user content (not just template placeholders). If it contains real content and $ARGUMENTS does not include "refine", ask the user whether they want to:

• Refine: Keep existing content and fill gaps
• Replace: Start fresh with a new interview

Interview Protocol

Conduct the interview in phases. Each phase targets one section of PROJECT-CONTEXT.md. Use AskUserQuestion for structured choices and direct conversation for open-ended elicitation.

Ground rules for the interview:

• Ask one phase at a time; do not dump all questions at once
• After each answer, probe for specifics: numbers, names, dates, dollar amounts
• If the user gives a vague answer, rephrase and ask for quantification
• Accept "TBD" or "unknown" gracefully — note it and move on
• Reflect back what you heard before moving to the next phase

Phase 1: Problem Statement

Elicit the core problem. Ask:

• "What problem are you trying to solve?"
• Probe for quantified impact: "How does this problem manifest today? Can you put numbers to it — frequency, cost, hours lost, error rates?"
• Probe for scope: "Who is affected? How many users/teams/systems?"

Goal: A 2-4 sentence problem statement with at least one quantified metric.

Phase 2: Domain / Industry

Use AskUserQuestion to offer common domain categories, then refine:

Suggested options:

• Technology / SaaS
• Healthcare / Life Sciences
• Financial Services / FinTech
• Manufacturing / Supply Chain
• Government / Public Sector
• Education
• Retail / E-Commerce
• Other (free text)

After selection, probe for sub-domain specificity (e.g., "SaaS Operations — Site Reliability Engineering" not just "Technology").

Phase 3: Stakeholders

Elicit the organizational structure:

• "Who is sponsoring this project? What's their title?"
• "Who will do the hands-on work? How is the team structured?"
• "Who needs to approve deliverables or funding?"
• "Are there external stakeholders — vendors, regulators, customers?"

Goal: A named list of 3-8 roles with their relationship to the project.

Phase 4: Constraints

Walk through each constraint category explicitly:

1. Budget: "Is there an allocated budget? Even a rough range helps calibrate the ROI analysis."
2. Timeline: "Is there a hard deadline or target duration? What drives it — a contract, a quarter boundary, a regulatory date?"
3. Team size: "How many people are available? Full-time or shared?"
4. Compliance: "Are there regulatory requirements — HIPAA, SOX, PCI DSS, GDPR, FedRAMP, SOC 2?"
5. Technology: "What platforms, languages, or tools are already in use or mandated?"

Accept "TBD" for any of these but note that more specificity produces better artifacts.

Phase 5: Available Data

Ask:

• "Do you have existing analysis, reports, metrics, or datasets related to this problem?"
• "Any prior attempts to solve it? What happened?"
• Probe for data format and access: "Can you share exports, dashboards, or documentation?"

Phase 6: Desired Outcomes

Ask:

• "What does success look like when this project is done?"
• Probe for quantification: "Can you express that as measurable targets? e.g., reduce X from Y to Z, achieve N% improvement"
• "What's the minimum viable outcome vs. the ideal outcome?"

Goal: 3-5 measurable success criteria with baseline and target values.

Phase 7: Additional Context

Open-ended wrap-up:

• "Is there anything else I should know — organizational culture, politics, technical debt, dependencies on other projects, lessons from past failures?"
• "Any specific risks or concerns you're already aware of?"

Synthesis

After all phases, assemble the complete PROJECT-CONTEXT.md:

1. Draft the document using the user's exact words where possible
2. Present a summary back to the user: "Here's what I captured — does this accurately reflect your project?"
3. Allow the user to correct or add detail
4. Write the final PROJECT-CONTEXT.md

Output

Write PROJECT-CONTEXT.md at the repository root with these sections populated:

# Project Context

## Problem Statement
[Synthesized from Phase 1]

## Domain / Industry
[From Phase 2]

## Stakeholders
[From Phase 3 — bulleted list with roles and responsibilities]

## Constraints
- **Budget**: [From Phase 4]
- **Timeline**: [From Phase 4]
- **Team size**: [From Phase 4]
- **Compliance**: [From Phase 4]
- **Technology**: [From Phase 4]

## Available Data
[From Phase 5]

## Desired Outcomes
[From Phase 6 — bulleted list with quantified targets]

## Additional Context
[From Phase 7]

Quality Criteria

• Problem statement includes at least one quantified metric (or explicit "TBD")
• Domain is specific to sub-domain level, not just top-level industry
• 3+ stakeholder roles identified
• All 5 constraint categories addressed (even if "TBD")
• Desired outcomes include measurable targets
• User confirmed accuracy before final write