Knowledge Management · Developer Tools

NeoCoder-neo4j-ai-workflow logo

NeoCoder-neo4j-ai-workflow

angrysky56/NeoCoder-neo4j-ai-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.

Install

docker run -p 6333:6333 -p 6334:6334 \

Client configuration

{
  "mcpServers": {
    "neocoder": {
      "command": "uv",
      "args": [
        "--directory",
        "/your-path-to/NeoCoder-neo4j-ai-workflow",
        "run",
        "mcp_neocoder"
      ],
      "env": {
        "NEO4J_URL": "<NEO4J_URL>",
        "NEO4J_USERNAME": "<NEO4J_USERNAME>",
        "NEO4J_PASSWORD": "<NEO4J_PASSWORD>",
        "NEO4J_DATABASE": "<NEO4J_DATABASE>",
        "LOG_LEVEL": "<LOG_LEVEL>",
        "MCP_TRANSPORT": "<MCP_TRANSPORT>",
        "PYTHONUNBUFFERED": "<PYTHONUNBUFFERED>"
      }
    }
  }
}

Environment variables

NEO4J_URLNEO4J_USERNAMENEO4J_PASSWORDNEO4J_DATABASEMCP_TRANSPORT
GitHub stars
2
Category
Knowledge Management, Developer Tools
License
MIT
Updated
Oct 6, 2026

Features

  • Hybrid Knowledge Reasoning: Seamlessly combine structured facts with semantic context

  • Dynamic Knowledge Extraction: Process documents, code, and conversations into interconnected knowledge structures

  • Citation-Based Analysis: Every claim tracked to its source across multiple databases

  • Multi-Incarnation System: Specialized modes for coding, research, decision support, and knowledge management

  • Intelligent Workflow Templates: Neo4j-guided procedures with mandatory verification steps

Tools (34)

  • get_cleanup_status

    View resource usage and cleanup status

  • check_connection

    Verify Neo4j connectivity and permissions

  • get_guidance_hub

    Entry point for AI navigation

  • get_action_template

    Get a specific workflow template

  • list_action_templates

    See all available templates

  • get_best_practices

    View coding standards

  • get_project

    View project details including README

  • log_workflow_execution

    Record a successful workflow completion

  • get_workflow_history

    View audit trail of work done

  • add_template_feedback

    Provide feedback on templates

  • run_custom_query

    Run direct Cypher queries

  • write_neo4j_cypher

    Execute write operations on the graph

  • get_current_incarnation

    Get the currently active incarnation

  • switch_incarnation

    Switch to a different incarnation

  • suggest_tool

    Get tool suggestions based on task description

  • create_entities

    Create multiple entities with observations and proper Neo4j labeling

  • create_relations

    Connect entities with typed relationships and timestamps

  • add_observations

    Add timestamped observations to existing entities

  • delete_entities

    Remove entities with cascading deletion of relationships

  • delete_observations

    Targeted removal of specific observation content

  • delete_relations

    Remove specific relationships while preserving entities

  • read_graph

    View entire knowledge graph with entities, observations, and relationships

  • search_nodes

    Full-text search across entity names, types, and observation content

  • open_nodes

    Get detailed entity information with incoming/outgoing relationships

  • get_cypher_snippet

    Get a specific Cypher snippet by ID

  • search_cypher_snippets

    Search for Cypher snippets by keyword, tag, or pattern

  • create_cypher_snippet

    Add a new Cypher snippet to the database

  • update_cypher_snippet

    Update an existing Cypher snippet

  • delete_cypher_snippet

    Delete a Cypher snippet from the database

  • get_cypher_tags

    Get all tags used for Cypher snippets

  • propose_tool

    Propose a new tool for the NeoCoder system

  • request_tool

    Request a new tool feature as a user

  • get_tool_proposal

    Get details of a specific tool proposal

  • get_tool_request

    Get details of a specific tool request

Details on this page are taken from the project's README. Open README

Supported clients

Clients mentioned in this server's README:

View all
Claude Desktop logo

Claude Desktop

Desktop · Freemium · Proprietary

Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.

WindowsMacOS
VS Code GitHub Copilot logo

VS Code GitHub Copilot

Desktop · Freemium · MIT

VS Code integrates MCP with GitHub Copilot through agent mode, allowing direct interaction with MCP-provided tools in your agentic coding workflow. Configure servers in Claude Desktop, workspace, or user settings, with guided MCP installation and secure handling of secrets in input variables to avoid leaking hardcoded keys.

WindowsMacOSLinuxWeb

Related MCP servers

More servers
MaxKB logo

MaxKB

1Panel-dev/MaxKB

16.2k

MaxKB = Max Knowledge Brain, it is an open-source platform for building enterprise-grade agents. MaxKB integrates Retrieval-Augmented Generation (RAG) pipelines, supports robust workflows, and provides advanced MCP tool-use capabilities.

Knowledge Management
UI-TARS-desktop logo

UI-TARS-desktop

bytedance/UI-TARS-desktop

12.9k

TARS is ByteDance's multimodal AI agent stack, shipping two projects: Agent TARS (a CLI and Web UI agent built on MCP) and UI-TARS-desktop (a desktop GUI agent).

Knowledge Management
Supermemory logo

Supermemory

supermemoryai/supermemory

9.4k

State-of-the-art memory and context engine for AI.

Knowledge Management
Cognee logo

Cognee

topoteretes/cognee

2.1k

Cognee - The Free Open-Source AI Memory Platform for Agents.

Knowledge Management
Notion MCP Server (Official) logo

Notion MCP Server (Official)

makenotion/notion-mcp-server

1.5k

For the best experience, use Remote Notion MCP, our official hosted MCP server. This repository is a separate, self-hosted MCP server implementation that is no longer actively maintained or supported. Please use Remote Notion MCP instead.

Knowledge Management
DevDocs logo

DevDocs

cyberagiinc/devdocs

1.4k

[!WARNING] DevDocs Status: Not publicly maintained. Enhanced internal version at CyberAGI — public release coming soon. If you have any questions please reach out to info@cyberagi.ai.

Knowledge Management