NeoCoder: Neo4j-Guided AI Coding Workflow

by angrysky56

20 stars

532 downloads

Not rated

GitHub

About

An MCP server allowing AI assistants to use a Neo4j knowledge graph as their primary, dynamic instruction manual and long term project memory with adaptive templating and autonomous tool development tools.

Details

Author: angrysky56
GitHub stars: 20
Downloads: 532
Categories: Other, AI, Developer Tools, Knowledge Base

- Hybrid knowledge reasoning combining Neo4j graphs and Qdrant vectors
- Dynamic knowledge extraction from documents, code, and conversations
- Citation-based analysis with full source attribution
- Multi-incarnation system for coding, research, and decision support
- Intelligent workflow templates with mandatory verification steps
- Production-ready process management with automatic cleanup and signal handling

Setting up with Highlight

This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:

Download and install Highlight from highlightai.com/download
Navigate to the plugins tab and select "Add Custom Plugin"
Configure the plugin with the settings below

Plugin Name NeoCoder: Neo4j-Guided AI Coding Workflow

Command (node, npx, python, etc.)

Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
Enable "Start Automatically" if you want the plugin to start when Highlight launches

Setting up with Cursor

Open Cursor's settings
Navigate to the MCP section
Click "Add new Global MCP server"
Copy and paste the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

Setting up with Claude Desktop

Open Claude Desktop's settings
Go to the Integrations tab
Click "Add MCP Server"
Use the configuration below based on your operating system

Note: Make sure Claude Desktop is running before attempting to connect.

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

Setting up with Windsurf

Open Windsurf's preferences
Go to the Integrations section
Click "Add MCP Integration"
Use the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

Setting up with Cline

Open Cline's settings
Navigate to the Integrations section
Click "Add MCP Server"
Copy and paste the configuration below based on your operating system

Note: Make sure to restart Cline after adding the configuration.

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

Setting up with Goose

Open Goose's preferences
Go to the Integrations tab
Select "MCP Servers"
Click "Add New Server"
Use the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

From the repository

Install prerequisites (Neo4j, Qdrant, Python 3.10+, uv, Claude Desktop), clone the repository, set up a virtual environment, install dependencies, start Neo4j and Qdrant, then configure Claude Desktop with the provided JSON config. Use the suggested system prompt to guide interactions. Monitor server health with get_cleanup_status() and check_connection() tools.

Claude Desktop / Cursor

Paste into your MCP client config file to install this server.

{
    "mcpServers": {
        "neocoder: neo4j-guided ai coding workflow": {
            "NeoCoder-neo4j-ai-workflow": {
                "command": "uv",
                "args": [
                    "venv"
                ]
            }
        }
    }
}

McpServers

{
    "NeoCoder-neo4j-ai-workflow": {
        "command": "uv",
        "args": [
            "venv"
        ]
    }
}

NeoCoder: Neo4j-Guided AI Coding Workflow

An MCP server implementation that enables AI assistants like Claude to use a Neo4j knowledge graph as their primary, dynamic "instruction manual" and project memory for standardized coding workflows.

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Details

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Setting up with Highlight

From the repository

Claude Desktop / Cursor

McpServers

NeoCoder: Neo4j-Guided AI Coding Workflow

Install

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