1. Click on "Deploy Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@kg-mcp search for 'machine learning' and show its connections" That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

kg-mcp

Knowledge Graph MCP Server. Maschinenoptimiert – kein Prosa, kein Markdown. Kompaktes JSON für LLM-Kontexteffizienz.

Deployment (Coolify)

GitHub Repo erstellen und Code pushen
In Coolify: Neue Application → GitHub → dieses Repo
Build Pack: Dockerfile
Port: 8099
Domain: kg-mcp.kailohmann.de
Volume: /data (persistent für SQLite)
Keine weiteren Env-Vars nötig (Defaults sind gesetzt)

Claude MCP Integration

Nach Deployment in Claude.ai unter Settings → MCP Servers hinzufügen:

URL: https://kg-mcp.kailohmann.de/mcp
Name: kg-mcp

Tools

Tool	Funktion
`kg_boot`	Session-Start: State + Node-Index
`kg_get`	Node + N-Hop Nachbarschaft
`kg_search`	Volltext-Suche
`kg_put_node`	Node erstellen/aktualisieren
`kg_put_edge`	Edge erstellen/aktualisieren
`kg_delete_node`	Node löschen
`kg_delete_edge`	Edge löschen
`kg_state`	Projektstatus setzen
`kg_bulk`	Batch-Operationen
`kg_traverse`	BFS Subgraph-Traversierung

Compact Format

Node: {"id":"schwamm","t":"metaphor","s":"...","b":[1,3,6],"st":"explored","k":"...","m":{}}
Edge: {"src":"schwamm","rel":"contrasts","tgt":"basic_programm","w":1.0,"n":"..."}
Index: {"id":"schwamm","t":"metaphor","st":"explored"}

Lokal testen

KG_DB_PATH=./test.db KG_TRANSPORT=streamable-http python server.py

This server cannot be deployed

Context All Your Agents Can ShareAgents share what they learn, hand off work, and hold it when you switch models. Start with 5 GB free.fulcradynamics.comAd

Resources

GitHub Repository

Need Help?

Related Servers

Related MCP Connectors

khiveOAuth
ai.khive
Persistent memory, knowledge graph, task management and more for AI agents via MCP.
Knowledge & Memory Project Management
1
Meeba Brain A
io.github.meemoprasad
Repository knowledge graph MCP server for codebase understanding and debugging.
Code Analysis Developer Tools
51
Mirror Memory MCP Server
io.github.Tr1ckyMag1ca1
Personal knowledge base MCP server with semantic search, auto-categorization, metadata extraction
Knowledge & Memory Search Note Taking
2
Relm CRM A
com.relmcrm
API-first CRM for LLMs - contacts, companies, deals and activities over a native MCP server.
CRM AI & Machine Learning
412

Appeared in Searches

OneKGPd Information and Resources