
Claude Desktop
Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.
Knowledge Management · Developer Tools

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.
docker run -p 6333:6333 -p 6334:6334 \{
"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>"
}
}
}
}NEO4J_URLNEO4J_USERNAMENEO4J_PASSWORDNEO4J_DATABASEMCP_TRANSPORTHybrid 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
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
Clients mentioned in this server's README:

Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.
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.

1Panel-dev/MaxKB
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.

bytedance/UI-TARS-desktop
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).

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

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

makenotion/notion-mcp-server
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.

cyberagiinc/devdocs
[!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.