ainative-memory-mcp
Enhanced MCP knowledge graph memory server with cloud persistence and semantic search. Drop-in replacement for @modelcontextprotocol/server-memory.
Why this instead of server-memory?
Quick Start
Claude Desktop / Claude Code
{
"mcpServers": {
"memory": {
"command": "npx",
"args": ["-y", "ainative-memory-mcp"],
"env": {
"ZERODB_API_KEY": "ak_your_key"
}
}
}
}
No API key? Just omit it — a free ZeroDB instance is auto-provisioned on first run.
Cursor / Windsurf / VS Code
Same config in your .mcp.json:
{
"mcpServers": {
"memory": {
"command": "npx",
"args": ["-y", "ainative-memory-mcp"],
"env": {
"ZERODB_API_KEY": "ak_your_key"
}
}
}
}
Get an API Key
npx zerodb-cli init
Or sign up at ainative.studio.
Tools (10)
All 9 original server-memory tools plus semantic search:
Original Tools
New Tool
Semantic Search Example
The original search_nodes only finds exact text matches. search_nodes_semantic understands meaning:
search_nodes("ML frameworks") -> might find nothing
search_nodes_semantic("ML frameworks") -> finds "PyTorch", "TensorFlow", "JAX"
Environment Variables
*If no credentials are provided, a free instance is automatically provisioned on first run.
Auto-Provisioning
On first run without credentials:
- A free ZeroDB instance is provisioned automatically
- Credentials are saved to
.mcp.jsonand.envin your project - A claim URL is printed so you can take ownership of the instance
- Everything works immediately — no signup required
How It Works
Instead of writing to a local memory.jsonl file, this server:
- Entities are stored as rows in a ZeroDB NoSQL table (
kg_entities) - Relations are stored in a separate table (
kg_relations) - Vector embeddings are automatically generated for each entity via ZeroMemory, enabling semantic search
- All data persists in the cloud and is accessible from any device with the same API key
Migration from server-memory
- Replace
@modelcontextprotocol/server-memorywithainative-memory-mcpin your MCP config - Add
ZERODB_API_KEYto your env (or let it auto-provision) - Re-create your entities (one-time migration — your old JSONL data stays on disk)
License
MIT
Powered by ZeroDB + AINative
This package is part of the AINative ecosystem — the AI-native developer platform.
Why ZeroDB?
Get Started Free
npx zerodb-cli init # Auto-configures your IDE
Or sign up at ainative.studio — free tier, no credit card required.
Zero-Config Auto-Provisioning
No account needed to start. On first run, this package automatically:
- Provisions a free ZeroDB instance (~800ms)
- Saves credentials locally (
.env,.mcp.json) - Prints a claim link in your terminal
The 72-Hour Window
Your auto-provisioned instance is free for 72 hours. To keep your data permanently, visit the claim URL printed in your terminal.
For AI Agents
If a coding agent (Claude Code, Cursor, Windsurf) installs this package:
- Auto-provisions without human intervention
- The claim URL appears in agent output — visit it to take ownership
.claude/CLAUDE.mdinstructs agents to surface the claim link to you- Check
.envor~/.ainative/config.jsonfor your project ID if you miss it