Knowledge Graph MCP runs on your own machine — the client starts it, so there is no endpoint to ping. 102 installs a week from pypi. Last commit 30 Dec 2025.
Knowledge graph MCP for student learning with spaced repetition and mastery tracking
Today is the operative word: we check Knowledge Graph MCP every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add knowledge-graph-mcp -- uvx knowledge-graph-mcp
{
"mcpServers": {
"knowledge-graph-mcp": {
"command": "uvx",
"args": [
"knowledge-graph-mcp"
]
}
}
}
[mcp_servers.knowledge-graph-mcp]
command = "uvx"
args = ["knowledge-graph-mcp"]
{
"mcpServers": {
"knowledge-graph-mcp": {
"command": "uvx",
"args": [
"knowledge-graph-mcp"
]
}
}
}
{
"servers": {
"knowledge-graph-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"knowledge-graph-mcp"
]
}
}
}
Optional settings from the registry entry, left out of the block above:
KNOWLEDGE_GRAPH_DB_PATH (Custom path for SQLite database file (optional, defaults to ~/.knowledge_graph/knowledge.db)).
Local-first personal knowledge and learning memory for AI tutors with evidence-gated mastery.
Persistent knowledge graph and MCP server for AI workflows with git-tracked project context.
Persistent knowledge graph and MCP server for AI workflows with git-tracked project context.
Graph-based memory system for LLMs with knowledge graphs and semantic search.
Event-sourced knowledge graph memory for AI coding agents with semantic search
Semantic memory for AI agents with hybrid search, knowledge graph, and consolidation
Persistent memory for AI assistants with semantic search and knowledge graph relationships.
Local memory engine for AI agents with knowledge graphs, forgetting, and semantic recall
Answers built from our own checks of this server.