walkthrough

Build a navigable property graph and guide codebase exploration.

Updated Mar 12, 2026
One-click install
npx skills add https://github.com/loren-arthur/flow-state --skill walkthrough-loren-arthur
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: walkthrough
Source: https://github.com/loren-arthur/flow-state/tree/main/.claude/skills/walkthrough
Command: npx skills add https://github.com/loren-arthur/flow-state --skill walkthrough-loren-arthur

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires mcp__temper-graph__graph_query, mcp__temper-graph__load_node, mcp__temper-graph__load_subgraph, mcp__temper-graph__get_adjacent, mcp__temper-graph__get_parent, mcp__temper-graph__get_provenance, mcp__temper-graph__get_ioa_spec, mcp__temper-graph__get_verification_flows, mcp__temper-graph__write_node, mcp__temper-graph__write_edge, mcp__temper-graph__write_spec_update, mcp__temper-graph__create_proposal, mcp__temper-graph__end_proposal, mcp__temper-graph__discard_proposal, mcp__temper-graph__list_proposals, mcp__temper-graph__get_proposal, mcp__temper-graph__graph_status, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps users understand and navigate through complex codebases by providing a guided exploration experience, making it easier to follow system behavior and state transitions.

Core Features & Use Cases

  • Guided System Explorer: Walks users through any codebase using actor flows and system context, with navigation options for following flows, going deeper into components, stepping back, and exploring branches.
  • Automated Graph Building: Automatically builds a navigable property graph on first run if none exists.
  • Use Case: For a developer unfamiliar with a new codebase, this Skill can provide a high-level overview of the system, allowing them to quickly understand the system's architecture and state machines.

Quick Start

Start the walkthrough skill by typing '/walkthrough' in Claude Code.

Frequently Asked Questions about walkthrough

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

FAQPage Schema
How do I navigate a complex codebase to understand system behavior and state transitions?

Guided codebase exploration provides a navigable property graph that walks you through system behavior and state transitions. It builds the graph automatically on first run, offering navigation options to follow flows, go deeper into components, step back, and explore branches.

What is the best way to understand a new codebase's architecture quickly?

Using a guided system explorer is an effective way to understand a new codebase's architecture. It provides a high-level overview by mapping actor flows and system context, allowing you to navigate the codebase's structure and state machines interactively.

Do I need an MCP server to explore codebase graphs?

Yes, codebase exploration requires access to the codebase's MCP server for graph queries and updates. The Skill uses MCP graph tools to load nodes, query subgraphs, and write updates to build and navigate the property graph.

Can I follow specific actor flows when navigating a codebase?

Yes, you can follow specific actor flows during codebase navigation. The Skill offers guided exploration options that let you follow flows, go deeper into components, step back, and explore branches to understand system behavior.

How does automated graph building work for codebase exploration?

Automated graph building constructs a navigable property graph on first run if none exists. It queries the codebase's MCP server to map nodes, edges, and system context, creating a visual and navigable structure for guided exploration.

What are the limitations of using a state machine graph for codebase understanding?

Codebase understanding via state machine graphs requires an active MCP server connection for graph queries and updates. If the codebase lacks a compatible MCP server, the Skill cannot build or navigate the property graph.