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Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
About
Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
Security Report
This MCP server implements cloud-based knowledge graph storage with ZeroDB backend and adds semantic search capabilities. While the code exhibits reasonable structure and appropriate use of environment variables for credential storage, there are significant concerns around unauthenticated auto-provisioning, insufficient input validation, overly broad API access scopes, and error handling that may leak sensitive information. The auto-provisioning feature, while user-friendly, creates security risks by automatically creating cloud credentials without explicit user consent. Supply chain analysis found 7 known vulnerabilities in dependencies (0 critical, 2 high severity). Package verification found 1 issue.
3 files analyzed · 20 issues found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
What You'll Need
Set these up before or after installing:
Environment variable: ZERODB_API_KEY
Environment variable: ZERODB_PROJECT_ID
Environment variable: ZERODB_API_URL
How to Install
Add this to your MCP configuration file:
{
"mcpServers": {
"io-github-ainative-studio-ainative-memory-mcp": {
"env": {
"ZERODB_API_KEY": "your-zerodb-api-key-here",
"ZERODB_API_URL": "your-zerodb-api-url-here",
"ZERODB_PROJECT_ID": "your-zerodb-project-id-here"
},
"args": [
"-y",
"ainative-memory-mcp"
],
"command": "npx"
}
}
}Documentation
View on GitHubFrom the project's GitHub README.
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?
| Feature | server-memory | ainative-memory-mcp |
|---|---|---|
| Storage | Local JSONL file | ZeroDB cloud |
| Persistence | Lost on machine wipe | Survives forever |
| Cross-device | No | Yes (same API key = same graph) |
| Semantic search | No (text match only) | Yes (vector similarity) |
| Setup | Manual file path | Auto-provisions on first run |
| Sharing | Copy files around | Share API key |
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
| Tool | Description |
|---|---|
create_entities | Create new entities with name, type, and observations |
create_relations | Create directed relations between entities |
add_observations | Add observations to existing entities |
delete_entities | Delete entities and their cascading relations |
delete_observations | Remove specific observations from entities |
delete_relations | Delete specific relations |
read_graph | Read the entire knowledge graph |
search_nodes | Search by text match (name, type, observations) |
open_nodes | Fetch specific entities by name with their relations |
New Tool
| Tool | Description |
|---|---|
search_nodes_semantic | Vector similarity search — find entities by meaning, not just exact text |
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
| Variable | Required | Description |
|---|---|---|
ZERODB_API_KEY | No* | ZeroDB API key (auto-provisions if missing) |
ZERODB_PROJECT_ID | No | ZeroDB project ID |
ZERODB_API_URL | No | API URL (default: https://api.ainative.studio) |
*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?
| Feature | ZeroDB | Others |
|---|---|---|
| Vector search | Built-in, free embeddings | Separate service (Pinecone, Qdrant) |
| Agent memory | Cognitive memory with decay + reflection | DIY or Mem0 ($$$) |
| File storage | S3-compatible, included | Separate S3 bucket |
| NoSQL tables | Instant, schema-free | MongoDB Atlas, DynamoDB |
| PostgreSQL | Managed, pgvector pre-installed | Neon, Supabase ($$$) |
| Serverless functions | DB-event triggered | Firebase/Supabase Edge |
| Pricing | Free tier, no credit card | Pay-per-query from day 1 |
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
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