deep-context

name	deep-context
description	Cross-channel research on any topic. Searches all connected MCP tools in parallel, then synthesizes into a comprehensive briefing with timeline, status, stakeholders, and sources. Triggers on: "deep context", "tell me everything about", "research X", "full context on".
origin	pm-pilot
version	1.0.0

Deep Context

Comprehensive cross-channel research on any topic. Searches every connected tool in parallel, then synthesizes findings into a structured briefing. Use this when you need the full picture on a project, feature, incident, or initiative.

When to Activate

• User says "deep context on X", "tell me everything about X"
• User says "research X", "full context on X", "what do we know about X"
• User needs to get up to speed on an unfamiliar topic quickly

Input

Required:

• Topic: The subject to research (project name, feature, incident, concept, person)

Optional:

• Time range: How far back to search (default: 90 days)
• Depth: "quick" (summary only) or "deep" (full timeline + all sources, default)

Execution

Context Check

Before searching, read all four context files (context/company.md, context/product.md, context/competitors.md, context/personas.md) if they exist. Existing context informs search terms and avoids redundant research. After synthesis, offer to update context files with new knowledge discovered.

Step 1: Expand Search Terms

Before searching, generate 3-5 related search terms. Topics often have aliases, abbreviations, or related concepts.

Example: "authentication redesign" expands to: "auth redesign", "login", "SSO", "identity", "auth v2"

Step 2: Parallel Data Gathering (Fan-Out)

Search ALL connected MCP sources in parallel using each search term.

Source	Method	What to Extract
Jira	JQL text search	Epics, stories, bugs, comments mentioning topic
Confluence	CQL text search	Specs, RFCs, design docs, meeting notes
Slack	Message search across channels	Discussions, decisions, announcements
GitHub	Code search, issue search, PR search	Implementation details, technical decisions
Gmail	Thread search	Stakeholder communications
Google Calendar	Event search	Meetings related to topic

Step 3: Build Timeline

Order all findings chronologically. Identify:

• Origin: When did this topic first appear?
• Key milestones: Major decisions, launches, pivots
• Current state: Where things stand today
• Stakeholders: Who is involved and what role they play

Step 4: Synthesize

Merge findings into a coherent narrative. Resolve contradictions by preferring more recent sources.

Output Format

Output directly in conversation (do NOT create a file unless asked):

# Deep Context: {Topic}
**Generated:** {date} | **Sources searched:** {count} | **Time range:** {range}

## Summary
{3-5 sentence executive summary of the topic: what it is, current status, key stakeholders}

## Timeline
| Date | Event | Source |
|:-----|:------|:-------|
| {date} | {First mention or kickoff} | {source} |
| {date} | {Key decision or milestone} | {source} |
| {date} | {Most recent activity} | {source} |

## Current Status
- **State:** {active/stalled/completed/planned}
- **Owner:** {person or team}
- **Next milestone:** {what's coming}
- **Blockers:** {if any}

## Stakeholders
| Person | Role | Last Activity |
|:-------|:-----|:-------------|
| {name} | {role in this topic} | {what they last did} |

## Key Documents
- {Document title} ({source + link}): {1-line description}

## Open Questions
- {Unresolved question found in discussions}
- {Decision that appears pending}

## Sources
{List every source consulted, whether it returned results or not}

Rules

• Exhaustive search: Check every connected source. Do not skip any.
• Cite everything: Every claim links back to a specific source.
• Chronological timeline: Events ordered by date, not by source.
• Surface contradictions: If sources disagree, note it explicitly.
• No speculation: If something is unclear, list it under Open Questions.
• Respect scope: Stay focused on the topic. Related tangents go under a brief "Related Topics" note at the end.

Fallback

If MCP tools are unavailable:

1. Note which sources were unreachable.
2. Use web search as a supplement for public topics.
3. Produce the briefing with whatever was found, clearly marking gaps.