Ainative Memory MCP 서버 | PlugMCP본문으로 건너뛰기ainative-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?
Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
2026-11-08Quick 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
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.json and .env in 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-memory with ainative-memory-mcp in your MCP config
- Add
ZERODB_API_KEY to your env (or let it auto-provision)
- Re-create your entities (one-time migration — your old JSONL data stays on disk)
License
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
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.md instructs agents to surface the claim link to you- Check
.env or ~/.ainative/config.json for your project ID if you miss it
아직 도구 목록이 없습니다. 원격 서버는 첫 상태 확인 후에 도구 목록이 생깁니다.
Ainative Memory은(는) 어떻게 설치하나요?
이 페이지에서 Cursor, Claude Desktop, Claude Code 또는 VS Code용 stdio 설정을 복사합니다. PlugMCP 프록시가 아니라 게시자의 설치 방식을 사용합니다.
Ainative Memory에 API 키가 필요한가요?
이 레코드에는 필수 환경 변수가 등록되어 있지 않습니다.
Ainative Memory은(는) 어떤 전송 방식을 사용하나요?
Ainative Memory은(는) stdio를 통해 로컬에서 실행됩니다.
Ainative Memory은(는) 마지막으로 언제 확인되었나요?
마지막 확인: 2026-11-08. Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
도구
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