Ariadne Memory

What it does

Ariadne is a sophisticated knowledge weaving system that ingests data from 35+ formats (PDF, Word, Chat logs, Code) into a searchable network. It provides a persistent memory layer for AI agents, combining vector search (RAG) with a structural knowledge graph and a Karpathy-style LLM wiki.

Tools

• ariadne_search: Perform semantic and hybrid searches across ingested memories.
• ariadne_ingest: Ingest new documents or directories into the memory system.
• ariadne_graph_query: Query the knowledge graph for entities and relationships.
• ariadne_stats: Retrieve system status and memory statistics.
• ariadne_wiki_query: Synthesize answers from the generated LLM wiki with citations.

Installation

Add the following to your claude_desktop_config.json:

{
  "mcpServers": {
    "ariadne-memory": {
      "command": "python",
      "args": ["-m", "ariadne.mcp.server", "--transport", "stdio"]
    }
  }
}

Supported hosts

• claude
• cursor
• windsurf