Workflow Graph Tool
MCP local-first CLI tool that converts PRD text files into persistent execution graphs (SQLite) for structured agentic workflows
What is Workflow Graph Tool?
Workflow Graph Tool is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to mcp local-first cli tool that converts prd text files into persistent execution graphs (sqlite) for structured agentic workflows
MCP local-first CLI tool that converts PRD text files into persistent execution graphs (SQLite) for structured agentic workflows
This server falls under the Developer Tools category on MCPgee, the world's largest MCP server directory with 33,000+ servers.
Features
- MCP local-first CLI tool that converts PRD text files into p
Use Cases
Maintainer
Works with
Installation
NPM
npx -y @mcp-graph-workflow/mcp-graphManual Installation
npx -y @mcp-graph-workflow/mcp-graphConfiguration
Configuration Details
claude_desktop_config.json
Performance
Response Metrics
Resource Usage
How to Set Up and Use Workflow Graph Tool
MCP Graph Workflow is a local-first CLI tool and MCP server that converts Product Requirements Document (PRD) text files into persistent execution graphs stored in SQLite, enabling structured agentic workflows. Rather than treating tasks as a flat list, it models them as a directed graph so dependencies are explicit and agents can pick up and resume from exactly where they left off. Teams and solo developers use it to break down complex software projects from a PRD into manageable, trackable steps that an AI agent can execute incrementally without losing context between sessions.
Prerequisites
- Node.js 18 or later installed on your system
- npm or npx available in your PATH
- A PRD text file describing the project or feature to convert into a workflow graph
- An MCP-compatible client such as Claude Desktop
Run the server with npx
Use npx to run the MCP Graph Workflow server without a global install. The -y flag skips the install confirmation prompt.
npx -y @mcp-graph-workflow/mcp-graphPrepare a PRD text file
Write or locate a plain-text PRD file that describes your project requirements. The server will parse this file to generate the execution graph. Keep it structured with clear sections and action items for best results.
Configure your MCP client
Add the MCP Graph Workflow server to your claude_desktop_config.json using npx so Claude Desktop can launch it automatically.
{
"mcpServers": {
"mcp-graph-workflow": {
"command": "npx",
"args": ["-y", "@mcp-graph-workflow/mcp-graph"]
}
}
}Restart your MCP client
Quit and relaunch Claude Desktop so it picks up the new server entry. The graph workflow tools will appear in the tool list.
Convert a PRD into a workflow graph
Ask your AI assistant to read your PRD file and generate an execution graph. The graph is stored in a local SQLite database for persistence across sessions.
Workflow Graph Tool Examples
Client configuration
Minimal claude_desktop_config.json entry to launch MCP Graph Workflow via npx.
{
"mcpServers": {
"mcp-graph-workflow": {
"command": "npx",
"args": ["-y", "@mcp-graph-workflow/mcp-graph"]
}
}
}Prompts to try
Example queries to use with MCP Graph Workflow once the server is connected.
- "Parse my PRD at /home/user/project/prd.txt and create an execution graph"
- "Show me the current state of the workflow graph and which tasks are pending"
- "Mark the authentication module task as complete and show me what's unblocked"
- "What tasks depend on the database schema design step?"
- "Resume the workflow from where we left off last session"Troubleshooting Workflow Graph Tool
npx fails to find or download the @mcp-graph-workflow/mcp-graph package
Verify the package name on npmjs.com. Ensure you have a working internet connection and that your npm registry is not blocked. Try 'npm install -g @mcp-graph-workflow/mcp-graph' for a global install as a fallback.
SQLite database errors or workflow state is lost between sessions
The SQLite file is created in the working directory from which the server is launched. Ensure the process has write permissions to that directory, and avoid running the server from temporary directories that get cleared.
PRD parsing produces an empty or incomplete graph
Structure your PRD with clear headings, numbered requirements, and explicit dependencies. Vague or unstructured prose may result in fewer extracted nodes. Try adding explicit 'depends on' or 'requires' language between tasks.
Frequently Asked Questions about Workflow Graph Tool
What is Workflow Graph Tool?
Workflow Graph Tool is a Model Context Protocol (MCP) server that mcp local-first cli tool that converts prd text files into persistent execution graphs (sqlite) for structured agentic workflows It connects AI assistants to external tools and data sources through a standardized interface.
How do I install Workflow Graph Tool?
Install via npm with the command: npx -y @mcp-graph-workflow/mcp-graph. Then add the server configuration to your AI client's JSON config file (e.g., claude_desktop_config.json or .cursor/mcp.json).
Which AI clients work with Workflow Graph Tool?
Workflow Graph Tool works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.
Is Workflow Graph Tool free to use?
Yes, Workflow Graph Tool is open source and available under the NOASSERTION license. You can use it freely in both personal and commercial projects.
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Quick Config Preview
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