---

name: explore description: Deep codebase exploration with parallel specialized agents. Use when exploring a repo, finding files, or discovering architecture with the explore agent. context: fork version: 1.0.0 author: OrchestKit tags: [exploration, code-search, architecture, codebase] user-invocable: true

Codebase Exploration

Multi-angle codebase exploration using 3-5 parallel agents.

Quick Start

Copy/explore authentication

Workflow

Phase 1: Initial Search

Copy# PARALLEL - Quick searches
Grep(pattern="$ARGUMENTS", output_mode="files_with_matches")
Glob(pattern="**/*$ARGUMENTS*")

Phase 2: Memory Check

Copymcp__memory__search_nodes(query="$ARGUMENTS")
mcp__memory__search_nodes(query="architecture")

Phase 3: Parallel Deep Exploration

Launch 4 specialized explorers in ONE message:

1. Code Structure Explorer - Files, classes, functions
2. Data Flow Explorer - Entry points, processing, storage
3. Backend Architect - Patterns, integration, dependencies
4. Frontend Developer - Components, state, routes

Phase 4: AI System Exploration (If Applicable)

For AI/ML topics, add exploration of:

• LangGraph workflows
• Prompt templates
• RAG pipeline
• Caching strategies

Phase 5: Generate Report

Copy# Exploration Report: $ARGUMENTS

## Quick Answer
[1-2 sentence summary]

## File Locations
| File | Purpose |
|------|---------|
| `path/to/file.py` | [description] |

## Architecture Overview
[ASCII diagram]

## Data Flow
1. [Entry] → 2. [Processing] → 3. [Storage]

## How to Modify
1. [Step 1]
2. [Step 2]

Common Exploration Queries

• "How does authentication work?"
• "Where are API endpoints defined?"
• "Find all usages of EventBroadcaster"
• "What's the workflow for content analysis?"

Related Skills

• implement: Implement after exploration

Key Project Directories

• backend/app/workflows/ - LangGraph agent workflows
• backend/app/api/ - FastAPI endpoints
• backend/app/services/ - Business logic
• backend/app/db/ - Database models
• frontend/src/features/ - React feature modules