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Ainative Memory MCP Server

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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

3.2
Use Caution3.2High Risk

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.

env_vars

Check that this permission is expected for this type of plugin.

HTTP Network Access

Connects to external APIs or services over the internet.

File System Read

Reads files on your machine. Normal for tools that analyze or process local data.

File System Write

Writes or modifies files on your machine. Check that this is expected for the tool.

What You'll Need

Set these up before or after installing:

No*Optional

Environment variable: ZERODB_API_KEY

NoOptional

Environment variable: ZERODB_PROJECT_ID

NoOptional

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 GitHub

From 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?

Featureserver-memoryainative-memory-mcp
StorageLocal JSONL fileZeroDB cloud
PersistenceLost on machine wipeSurvives forever
Cross-deviceNoYes (same API key = same graph)
Semantic searchNo (text match only)Yes (vector similarity)
SetupManual file pathAuto-provisions on first run
SharingCopy files aroundShare 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

ToolDescription
create_entitiesCreate new entities with name, type, and observations
create_relationsCreate directed relations between entities
add_observationsAdd observations to existing entities
delete_entitiesDelete entities and their cascading relations
delete_observationsRemove specific observations from entities
delete_relationsDelete specific relations
read_graphRead the entire knowledge graph
search_nodesSearch by text match (name, type, observations)
open_nodesFetch specific entities by name with their relations

New Tool

ToolDescription
search_nodes_semanticVector 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

VariableRequiredDescription
ZERODB_API_KEYNo*ZeroDB API key (auto-provisions if missing)
ZERODB_PROJECT_IDNoZeroDB project ID
ZERODB_API_URLNoAPI 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:

  1. A free ZeroDB instance is provisioned automatically
  2. Credentials are saved to .mcp.json and .env in your project
  3. A claim URL is printed so you can take ownership of the instance
  4. Everything works immediately — no signup required

How It Works

Instead of writing to a local memory.jsonl file, this server:

  1. Entities are stored as rows in a ZeroDB NoSQL table (kg_entities)
  2. Relations are stored in a separate table (kg_relations)
  3. Vector embeddings are automatically generated for each entity via ZeroMemory, enabling semantic search
  4. All data persists in the cloud and is accessible from any device with the same API key

Migration from server-memory

  1. Replace @modelcontextprotocol/server-memory with ainative-memory-mcp in your MCP config
  2. Add ZERODB_API_KEY to your env (or let it auto-provision)
  3. 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?

FeatureZeroDBOthers
Vector searchBuilt-in, free embeddingsSeparate service (Pinecone, Qdrant)
Agent memoryCognitive memory with decay + reflectionDIY or Mem0 ($$$)
File storageS3-compatible, includedSeparate S3 bucket
NoSQL tablesInstant, schema-freeMongoDB Atlas, DynamoDB
PostgreSQLManaged, pgvector pre-installedNeon, Supabase ($$$)
Serverless functionsDB-event triggeredFirebase/Supabase Edge
PricingFree tier, no credit cardPay-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.

View all ZeroDB packages →


Zero-Config Auto-Provisioning

No account needed to start. On first run, this package automatically:

  1. Provisions a free ZeroDB instance (~800ms)
  2. Saves credentials locally (.env, .mcp.json)
  3. 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

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