Wie installiere ich Ainative Zerodb?

Kopieren Sie auf dieser Seite die stdio-Konfiguration für Cursor, Claude Desktop, Claude Code oder VS Code. Sie nutzt die Installation des Herausgebers, keinen PlugMCP-Proxy.

Benötigt Ainative Zerodb einen API-Schlüssel?

In diesem Eintrag ist keine erforderliche Umgebungsvariable aufgeführt.

Welchen Transport verwendet Ainative Zerodb?

Ainative Zerodb läuft lokal über stdio.

Ainative Zerodb MCP-Server | PlugMCP

Agenten stärken

Diesen Server hinzufügen

Der eigene Befehl des Herausgebers. Kein PlugMCP-Endpunkt.

Zu Cursor hinzufügen Zu VS Code hinzufügen Auf PlugMCP ausführen

Host a copy with our keys and logs.

Lokaler Befehl

npx -y [email protected]

Claude Code hat keinen Installationslink für einen lokalen Befehl. Kopieren Sie den Befehl unten und führen Sie ihn in einem Terminal aus.

shClaude Code

1claude mcp add ainative-zerodb-mcp-server -- npx -y ainative-zerodb-mcp-server@2.5.2

In einem Terminal ausführen.

jsonClaude Desktop

1{2  "mcpServers": {3    "ainative-zerodb-mcp-server": {4      "command": "npx",5      "args": [6        "-y",7        "[email protected]"8      ]9    }10  }11}

claude_desktop_config.json

Lokal · npmInstallation vom HerausgeberSchritt für Schritt: in Claude hinzufügen

Remote-URL oder ein Befehl auf Ihrem Rechner? Worin sich die beiden Installationen unterscheiden

Auf PlugMCP ausführen

Host a copy with our keys and logs.

A new server you create. It is not this listing's official endpoint. Use the publisher install when you want their URL and their credentials.

Starten

Server-Details

Lokal

Transport: stdio
Version: 2.5.2
Zuletzt geprüft

Vom Herausgeber

Dokumentation

ZeroDB MCP Server v2.3.2

npm install -g ainative-zerodb-mcp-server

npx ainative-zerodb-mcp-server

curl -X POST 'https://api.ainative.studio/v1/public/auth/register' \
  -H 'Content-Type: application/json' \
  -d '{
    "email": "[email protected]",
    "password": "YourSecurePassword123!",
    "username": "yourname"
  }'

{
  "email": "[email protected]",
  "id": "user-uuid-here",
  "username": "yourname"
}

# 1. Login to get your access token
curl -X POST 'https://api.ainative.studio/v1/auth/login' \
  -H 'Content-Type: application/json' \
  -d '{
    "email": "[email protected]",
    "password": "YourSecurePassword123!"
  }'

{
  "access_token": "eyJhbGc...",
  "token_type": "bearer",
  "expires_in": 1800
}

# 2. Create a project using your token
curl -X POST 'https://api.ainative.studio/v1/public/projects' \
  -H 'Authorization: Bearer YOUR_ACCESS_TOKEN_HERE' \
  -H 'Content-Type: application/json' \
  -d '{
    "name": "My ZeroDB MCP Project",
    "description": "Project for Claude Desktop MCP integration"
  }'

{
  "id": "550e8400-e29b-41d4-a716-446655440000",
  "name": "My ZeroDB MCP Project",
  "status": "ACTIVE",
  ...
}

{
  "mcpServers": {
    "zerodb": {
      "command": "npx",
      "args": ["ainative-zerodb-mcp-server"],
      "env": {
        "ZERODB_API_URL": "https://api.ainative.studio",
        "ZERODB_PROJECT_ID": "your-project-id-here",
        "ZERODB_API_KEY": "your-api-key",
        "MCP_CONTEXT_WINDOW": "8192",
        "MCP_RETENTION_DAYS": "30"
      }
    }
  }
}

Store a memory: "This is my first ZeroDB memory entry"

{
  "memory_id": "uuid",
  "created_at": "2025-10-14T12:00:00Z"
}

{
  "content": "User prefers dark mode and TypeScript",
  "role": "system",
  "metadata": {
    "category": "preferences"
  }
}

{
  "memories": [
    {
      "memory_id": "uuid",
      "content": "string",
      "role": "user|assistant|system",
      "created_at": "timestamp",
      "similarity_score": 0.95
    }
  ]
}

{
  "query": "What were the user's preferences?",
  "limit": 5
}

{
  "session_id": "uuid",
  "agent_id": "uuid",
  "total_tokens": 1024,
  "memory_count": 15,
  "messages": [
    {
      "role": "user",
      "content": "string",
      "timestamp": "2025-10-14T12:00:00Z"
    }
  ]
}

{
  "session_id": "session-123",
  "max_tokens": 4096
}

{
  "vector_id": "uuid",
  "namespace": "windsurf"
}

{
  "vector_embedding": [0.1, 0.2, ..., 0.9], // 1536 values
  "document": "This is the source text",
  "metadata": {
    "source": "documentation",
    "page": 42
  }
}

{
  "success_count": 100,
  "failed_count": 0,
  "vector_ids": ["uuid1", "uuid2", ...]
}

{
  "vectors": [
    {
      "vector_embedding": [...],
      "document": "Document 1",
      "metadata": {"index": 1}
    },
    {
      "vector_embedding": [...],
      "document": "Document 2",
      "metadata": {"index": 2}
    }
  ],
  "namespace": "knowledge-base"
}

{
  "vectors": [
    {
      "vector_id": "uuid",
      "document": "string",
      "similarity_score": 0.95,
      "metadata": {}
    }
  ]
}

{
  "query_vector": [...], // 1536 values
  "namespace": "windsurf",
  "limit": 20,
  "threshold": 0.8
}

{
  "success": true,
  "deleted_id": "uuid"
}

{
  "vector_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "vector_id": "uuid",
  "vector_embedding": [...],
  "document": "string",
  "metadata": {},
  "created_at": "timestamp"
}

{
  "vector_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "vectors": [...],
  "total_count": 1000,
  "limit": 50,
  "offset": 0
}

{
  "namespace": "windsurf",
  "limit": 100,
  "offset": 200
}

{
  "total_vectors": 10000,
  "namespaces": {
    "windsurf": 5000,
    "default": 5000
  },
  "storage_bytes": 1048576,
  "avg_dimension": 1536
}

{
  "namespace": "windsurf"
}

{
  "index_id": "uuid",
  "namespace": "windsurf",
  "index_type": "hnsw",
  "status": "created"
}

{
  "namespace": "windsurf",
  "index_type": "hnsw",
  "params": {
    "m": 16,
    "ef_construction": 200
  }
}

{
  "optimized": true,
  "space_saved_bytes": 102400,
  "duration_ms": 1500
}

{
  "namespace": "windsurf"
}

{
  "export_id": "uuid",
  "download_url": "https://...",
  "expires_at": "timestamp"
}

{
  "namespace": "windsurf",
  "format": "json",
  "include_embeddings": true
}

{
  "compressed_vector": [...],
  "original_dimensions": 1536,
  "compressed_dimensions": 768,
  "compression_ratio": 0.5,
  "fidelity_score": 0.98
}

{
  "vector_embedding": [...],
  "compression_ratio": 0.6,
  "algorithm": "qaoa"
}

{
  "decompressed_vector": [...],
  "dimensions": 1536,
  "reconstruction_error": 0.02
}

{
  "compressed_vector": [...],
  "original_dimensions": 1536
}

{
  "vectors": [
    {
      "vector_id": "uuid",
      "document": "string",
      "similarity_score": 0.96,
      "quantum_score": 0.94,
      "hybrid_score": 0.95
    }
  ]
}

{
  "query_vector": [...],
  "namespace": "windsurf",
  "limit": 10,
  "quantum_weight": 0.7
}

{
  "optimized": true,
  "improvement_percentage": 35.5,
  "duration_ms": 5000
}

{
  "namespace": "windsurf",
  "optimization_target": "search_speed"
}

{
  "feature_map": [...],
  "quantum_circuit_depth": 10,
  "qubit_count": 12
}

{
  "vector_embedding": [...],
  "feature_map_type": "pauli"
}

{
  "kernel_similarity": 0.92,
  "quantum_advantage": 0.15,
  "computation_time_ms": 45
}

{
  "vector_a": [...],
  "vector_b": [...],
  "kernel_type": "rbf"
}

{
  "table_id": "uuid",
  "table_name": "string",
  "created_at": "timestamp"
}

{
  "table_name": "user_profiles",
  "schema": {
    "user_id": "uuid",
    "name": "string",
    "email": "string",
    "created_at": "timestamp"
  },
  "description": "User profile information"
}

{
  "tables": [
    {
      "table_id": "uuid",
      "table_name": "string",
      "row_count": 1000,
      "created_at": "timestamp"
    }
  ],
  "total_count": 10
}

{
  "limit": 100,
  "offset": 0
}

{
  "table_id": "uuid",
  "table_name": "string",
  "schema": {},
  "row_count": 1000,
  "created_at": "timestamp"
}

{
  "table_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "success": true,
  "deleted_id": "uuid",
  "rows_deleted": 1000
}

{
  "table_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "inserted_count": 100,
  "row_ids": ["uuid1", "uuid2", ...]
}

{
  "table_id": "123e4567-e89b-12d3-a456-426614174000",
  "rows": [
    {
      "user_id": "user-1",
      "name": "John Doe",
      "email": "[email protected]"
    },
    {
      "user_id": "user-2",
      "name": "Jane Smith",
      "email": "[email protected]"
    }
  ]
}

{
  "rows": [...],
  "total_count": 1000,
  "limit": 50,
  "offset": 0
}

{
  "table_id": "123e4567-e89b-12d3-a456-426614174000",
  "filters": {
    "email": {
      "$contains": "@example.com"
    }
  },
  "limit": 100
}

{
  "updated_count": 50,
  "row_ids": ["uuid1", "uuid2", ...]
}

{
  "table_id": "123e4567-e89b-12d3-a456-426614174000",
  "filters": {
    "user_id": "user-1"
  },
  "updates": {
    "email": "[email protected]"
  }
}

{
  "deleted_count": 25,
  "row_ids": ["uuid1", "uuid2", ...]
}

{
  "table_id": "123e4567-e89b-12d3-a456-426614174000",
  "filters": {
    "created_at": {
      "$lt": "2025-01-01"
    }
  }
}

{
  "file_id": "uuid",
  "file_name": "string",
  "size_bytes": 1024,
  "upload_url": "string"
}

{
  "file_name": "document.pdf",
  "file_data": "base64encodeddata...",
  "content_type": "application/pdf",
  "metadata": {
    "category": "documentation"
  }
}

{
  "file_id": "uuid",
  "file_name": "string",
  "file_data": "base64encodeddata...",
  "content_type": "string",
  "size_bytes": 1024
}

{
  "file_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "files": [
    {
      "file_id": "uuid",
      "file_name": "string",
      "size_bytes": 1024,
      "content_type": "string",
      "created_at": "timestamp"
    }
  ],
  "total_count": 100
}

{
  "limit": 100,
  "content_type": "application/pdf"
}

{
  "success": true,
  "deleted_id": "uuid"
}

{
  "file_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "file_id": "uuid",
  "file_name": "string",
  "size_bytes": 1024,
  "content_type": "string",
  "metadata": {},
  "created_at": "timestamp"
}

{
  "file_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "file_id": "uuid",
  "presigned_url": "https://...",
  "expires_at": "timestamp"
}

{
  "file_id": "123e4567-e89b-12d3-a456-426614174000",
  "expiry_seconds": 7200
}

{
  "event_id": "uuid",
  "event_type": "string",
  "created_at": "timestamp"
}

{
  "event_type": "user.signup",
  "event_data": {
    "user_id": "user-123",
    "email": "[email protected]"
  },
  "metadata": {
    "source": "web"
  }
}

{
  "events": [
    {
      "event_id": "uuid",
      "event_type": "string",
      "event_data": {},
      "created_at": "timestamp"
    }
  ],
  "total_count": 1000
}

{
  "event_type": "user.signup",
  "start_date": "2025-10-01T00:00:00Z",
  "limit": 100
}

{
  "event_id": "uuid",
  "event_type": "string",
  "event_data": {},
  "metadata": {},
  "created_at": "timestamp"
}

{
  "event_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "subscription_id": "uuid",
  "event_types": ["user.signup", "user.login"],
  "websocket_url": "wss://..."
}

{
  "event_types": ["user.signup", "user.login"],
  "filters": {
    "source": "web"
  }
}

{
  "total_events": 10000,
  "event_types": {
    "user.signup": 1000,
    "user.login": 9000
  },
  "timeline": [
    {
      "date": "2025-10-14",
      "count": 500
    }
  ]
}

{
  "start_date": "2025-10-01T00:00:00Z",
  "end_date": "2025-10-14T23:59:59Z",
  "group_by": "day"
}

{
  "project_id": "uuid",
  "project_name": "string",
  "created_at": "timestamp"
}

{
  "project_name": "My AI Application",
  "description": "Vector search for customer support",
  "settings": {
    "retention_days": 90
  }
}

{
  "project_id": "uuid",
  "project_name": "string",
  "description": "string",
  "settings": {},
  "created_at": "timestamp"
}

{
  "project_id": "123e4567-e89b-12d3-a456-426614174000"
}

{
  "projects": [
    {
      "project_id": "uuid",
      "project_name": "string",
      "created_at": "timestamp"
    }
  ],
  "total_count": 10
}

{
  "limit": 100
}

{
  "project_id": "uuid",
  "updated_fields": ["project_name", "settings"],
  "updated_at": "timestamp"
}

{
  "project_id": "123e4567-e89b-12d3-a456-426614174000",
  "settings": {
    "retention_days": 120
  }
}

{
  "success": true,
  "deleted_id": "uuid",
  "deleted_at": "timestamp"
}

{
  "project_id": "123e4567-e89b-12d3-a456-426614174000",
  "confirm": true
}

{
  "project_id": "uuid",
  "vector_count": 10000,
  "memory_count": 5000,
  "table_count": 10,
  "file_count": 100,
  "storage_bytes": 10485760,
  "api_calls": 50000
}

{
  "project_id": "123e4567-e89b-12d3-a456-426614174000",
  "start_date": "2025-10-01T00:00:00Z"
}

{
  "project_id": "uuid",
  "enabled_features": ["vectors", "tables"],
  "enabled_at": "timestamp"
}

{
  "project_id": "123e4567-e89b-12d3-a456-426614174000",
  "features": ["vectors", "tables", "files"]
}

{
  "interaction_id": "uuid",
  "collected_at": "timestamp"
}

{
  "session_id": "session-123",
  "user_input": "How do I reset my password?",
  "agent_response": "You can reset your password by...",
  "feedback_score": 5,
  "metadata": {
    "model": "claude-3-sonnet",
    "response_time_ms": 1200
  }
}

{
  "feedback_id": "uuid",
  "collected_at": "timestamp"
}

{
  "agent_id": "agent-123",
  "session_id": "session-123",
  "feedback_type": "positive",
  "feedback_text": "Very helpful and accurate responses",
  "metrics": {
    "accuracy": 0.95,
    "helpfulness": 0.9
  }
}

{
  "workflow_feedback_id": "uuid",
  "collected_at": "timestamp"
}

{
  "workflow_id": "workflow-123",
  "session_id": "session-123",
  "completed": true,
  "duration_ms": 5000,
  "feedback": {
    "ease_of_use": 5,
    "effectiveness": 4
  }
}

{
  "error_report_id": "uuid",
  "collected_at": "timestamp"
}

{
  "session_id": "session-123",
  "error_type": "hallucination",
  "error_message": "Agent provided incorrect information about product pricing",
  "context": {
    "user_query": "What is the price?",
    "agent_response": "The price is $50"
  },
  "user_impact": "high"
}

{
  "total_interactions": 1000,
  "avg_feedback_score": 4.2,
  "positive_feedback": 850,
  "negative_feedback": 150,
  "collection_rate": 0.85
}

{
  "start_date": "2025-10-01T00:00:00Z",
  "end_date": "2025-10-14T23:59:59Z"
}

{
  "summary": [
    {
      "group_id": "agent-123",
      "interaction_count": 500,
      "avg_score": 4.5,
      "improvement_trend": 0.15
    }
  ]
}

{
  "group_by": "agent",
  "start_date": "2025-10-01T00:00:00Z"
}

{
  "session_id": "uuid",
  "collection_started": true,
  "started_at": "timestamp"
}

{
  "session_id": "session-123",
  "collection_config": {
    "collect_all_interactions": true,
    "require_explicit_feedback": false
  }
}

{
  "session_id": "uuid",
  "collection_stopped": true,
  "stopped_at": "timestamp",
  "total_collected": 50
}

{
  "session_id": "session-123"
}

{
  "session_id": "uuid",
  "interactions": [
    {
      "interaction_id": "uuid",
      "user_input": "string",
      "agent_response": "string",
      "feedback_score": 5,
      "timestamp": "timestamp"
    }
  ],
  "total_count": 50
}

{
  "session_id": "session-123",
  "limit": 200
}

{
  "broadcast_id": "uuid",
  "recipients": 10,
  "broadcasted_at": "timestamp"
}

{
  "event_type": "feedback.requested",
  "event_data": {
    "interaction_id": "interaction-123",
    "question": "Was this response helpful?"
  },
  "target_sessions": ["session-1", "session-2"]
}

{
  "total_projects": 100,
  "total_users": 500,
  "total_vectors": 1000000,
  "total_storage_bytes": 10737418240,
  "active_sessions": 50,
  "api_calls_24h": 100000,
  "avg_response_time_ms": 150
}

{
  "include_details": true
}

{
  "projects": [
    {
      "project_id": "uuid",
      "project_name": "string",
      "user_id": "uuid",
      "created_at": "timestamp",
      "storage_bytes": 1048576
    }
  ],
  "total_count": 100
}

{
  "limit": 500
}

{
  "user_id": "uuid",
  "project_count": 5,
  "vector_count": 10000,
  "storage_bytes": 10485760,
  "api_calls": 50000,
  "cost_estimate_usd": 25.50
}

{
  "user_id": "user-123",
  "start_date": "2025-10-01T00:00:00Z"
}

{
  "status": "healthy",
  "database": "connected",
  "storage": "healthy",
  "quantum_service": "operational",
  "cache": "healthy",
  "uptime_seconds": 86400,
  "last_check": "timestamp"
}

{}

{
  "optimized": true,
  "optimization_type": "all",
  "duration_ms": 30000,
  "space_freed_bytes": 1048576,
  "improvements": {
    "query_performance": 0.25,
    "storage_efficiency": 0.15
  }
}

{
  "optimization_type": "all"
}

{
  "query_id": "q_abc123",
  "query_type": "SELECT",
  "rows_returned": 10,
  "rows_affected": 0,
  "execution_time_ms": 45.2,
  "columns": ["id", "name", "email"],
  "rows": [{"id": 1, "name": "User", "email": "[email protected]"}],
  "success": true
}

{
  "sql": "SELECT * FROM users WHERE created_at > $1 LIMIT 10",
  "params": ["2025-01-01"],
  "read_only": true,
  "timeout_seconds": 30
}

{
  "schema": "public",
  "total_tables": 5,
  "database_size_mb": 150.5,
  "tables": [
    {
      "table_name": "users",
      "columns": [
        {"name": "id", "type": "INTEGER", "nullable": false, "primary_key": true},
        {"name": "email", "type": "VARCHAR(255)", "nullable": false, "unique": true}
      ],
      "indexes": [
        {"name": "users_pkey", "columns": ["id"], "unique": true},
        {"name": "users_email_idx", "columns": ["email"], "unique": true}
      ],
      "row_count": 1000,
      "size_mb": 25.5
    }
  ]
}

{
  "table_name": "users",
  "include_indexes": true,
  "include_constraints": true
}

{
  "table_name": "products",
  "created": true,
  "columns_count": 5,
  "indexes_created": 2,
  "indexes": [
    {"index_name": "products_sku_idx", "success": true},
    {"index_name": "products_name_idx", "success": true}
  ]
}

{
  "table_name": "products",
  "columns": [
    {"name": "id", "type": "SERIAL", "primary_key": true},
    {"name": "sku", "type": "VARCHAR(50)", "nullable": false, "unique": true},
    {"name": "name", "type": "VARCHAR(255)", "nullable": false},
    {"name": "price", "type": "DECIMAL(10,2)", "nullable": false},
    {"name": "created_at", "type": "TIMESTAMP", "default": "NOW()"}
  ],
  "indexes": [
    {"columns": ["sku"], "unique": true},
    {"columns": ["name"]}
  ]
}

{
  "backup_id": "backup_xyz789",
  "backup_type": "full",
  "status": "initiated",
  "estimated_size_mb": 250.0,
  "retention_days": 7,
  "created_at": "2025-12-07T18:00:00Z"
}

{
  "backup_type": "full",
  "retention_days": 30,
  "compression": true
}

{
  "restore_id": "restore_abc123",
  "backup_id": "backup_xyz789",
  "status": "in_progress",
  "estimated_time_minutes": 5,
  "started_at": "2025-12-07T18:05:00Z"
}

{
  "backup_id": "backup_xyz789",
  "restore_type": "full",
  "confirm_overwrite": true
}

{
  "project_id": "proj_123",
  "database_size_mb": 150.5,
  "table_count": 25,
  "active_connections": 5,
  "max_connections": 100,
  "queries_per_second": 120.5,
  "cache_hit_ratio": 0.95,
  "avg_query_time_ms": 15.2,
  "cpu_usage_percent": 25.0,
  "memory_usage_percent": 40.0,
  "replication_lag_ms": null
}

{
  "include_connections": true,
  "include_queries": true,
  "include_storage": true,
  "time_range": "day"
}

{
  "id": "ent_abc123",
  "canonical_name": "Alice Johnson",
  "entity_type": "person",
  "aliases": ["Alice"],
  "properties": { "role": "engineer" },
  "memory_count": 1,
  "status": "created"
}

{
  "source_name": "Alice Johnson",
  "target_name": "Acme Corp",
  "predicate": "works_at",
  "confidence": 0.9
}

{
  "entity": "Alice Johnson",
  "max_hops": 2
}

{
  "query": "pricing strategy",
  "limit": 5,
  "graph_weight": 0.5
}

Variable	Required	Default	Description
`ZERODB_API_URL`	No	`https://api.ainative.studio`	ZeroDB API base URL
`ZERODB_PROJECT_ID`	Yes	-	Your ZeroDB project ID
`ZERODB_API_KEY`	Recommended	-	Your ZeroDB API key (preferred auth method)
`ZERODB_USERNAME`	No*	-	DEPRECATED — Your ZeroDB account email. Switch to `ZERODB_API_KEY`. Will be removed in v3.0.
`ZERODB_PASSWORD`	No*	-	DEPRECATED — Your ZeroDB account password. Switch to `ZERODB_API_KEY`. Will be removed in v3.0.
`ZERODB_API_TOKEN`	No	-	Legacy alias for `ZERODB_API_KEY`
`MCP_CONTEXT_WINDOW`	No	`8192`	Maximum tokens in context window
`MCP_RETENTION_DAYS`	No	`30`	Memory retention period in days

// 1. Create a project for your knowledge base
const project = await zerodb_create_project({
  project_name: "Product Documentation KB",
  description: "Searchable product documentation"
});

// 2. Upload documentation files
const file = await zerodb_upload_file({
  file_name: "user_guide.pdf",
  file_data: "base64data...",
  content_type: "application/pdf"
});

// 3. Store vectors for semantic search
// (Assume you've generated embeddings from the documentation)
const vector = await zerodb_store_vector({
  vector_embedding: [...], // 1536-dimensional vector
  document: "How to reset your password: Navigate to Settings...",
  metadata: {
    source: "user_guide.pdf",
    page: 15
  }
});

// 4. Search the knowledge base
const results = await zerodb_search_vectors({
  query_vector: [...], // User query embedding
  limit: 5,
  threshold: 0.75
});

// 1. Store conversation in memory
await zerodb_store_memory({
  content: "User wants to book a flight to Paris",
  role: "user",
  session_id: "session-123"
});

await zerodb_store_memory({
  content: "I'll help you book a flight to Paris. What dates?",
  role: "assistant",
  session_id: "session-123"
});

// 2. Later in the conversation, get context
const context = await zerodb_get_context({
  session_id: "session-123",
  max_tokens: 4096
});

// Context includes all previous messages, token-optimized

// 1. Start RLHF collection for session
await zerodb_rlhf_start({
  session_id: "session-456",
  collection_config: {
    collect_all_interactions: true
  }
});

// 2. Collect interactions during conversation
await zerodb_rlhf_interaction({
  session_id: "session-456",
  user_input: "What's the weather like?",
  agent_response: "I don't have access to real-time weather data",
  feedback_score: 3,
  metadata: {
    model: "claude-3-sonnet",
    response_time_ms: 800
  }
});

// 3. Collect error reports
await zerodb_rlhf_error({
  session_id: "session-456",
  error_type: "capability_limitation",
  error_message: "Agent cannot access real-time data",
  user_impact: "medium"
});

// 4. Get RLHF summary
const summary = await zerodb_rlhf_summary({
  group_by: "session",
  start_date: "2025-10-14T00:00:00Z"
});

// 1. Store vectors with quantum compression
const compressed = await zerodb_quantum_compress({
  vector_embedding: [...], // Original 1536 dimensions
  compression_ratio: 0.5,
  algorithm: "qaoa"
});

// Store compressed version
await zerodb_store_vector({
  vector_embedding: compressed.compressed_vector,
  document: "Product description...",
  metadata: {
    compressed: true,
    original_dimensions: 1536
  }
});

// 2. Perform quantum hybrid search
const results = await zerodb_quantum_hybrid_search({
  query_vector: [...],
  quantum_weight: 0.7, // Higher weight for quantum similarity
  limit: 10
});

// Results include both classical and quantum similarity scores

// 1. Create a table for user profiles
const table = await zerodb_create_table({
  table_name: "user_profiles",
  schema: {
    user_id: "uuid",
    name: "string",
    email: "string",
    preferences: "json",
    created_at: "timestamp"
  }
});

// 2. Insert user data
await zerodb_insert_rows({
  table_id: table.table_id,
  rows: [
    {
      user_id: "user-1",
      name: "Alice Smith",
      email: "[email protected]",
      preferences: { theme: "dark", language: "en" }
    }
  ]
});

// 3. Query users
const users = await zerodb_query_rows({
  table_id: table.table_id,
  filters: {
    email: { $contains: "@example.com" }
  }
});

// 4. Update preferences
await zerodb_update_rows({
  table_id: table.table_id,
  filters: { user_id: "user-1" },
  updates: {
    preferences: { theme: "light", language: "en" }
  }
});

// All operations return structured responses with error handling
try {
  const result = await zerodb_store_vector({
    vector_embedding: [...],
    document: "Sample text"
  });

  if (result.isError) {
    console.error("Operation failed:", result.content[0].text);
    // Handle error appropriately
  } else {
    console.log("Success:", result.content[0].text);
  }
} catch (error) {
  // Handle unexpected errors
  console.error("Unexpected error:", error.message);
}

{
  "mcpServers": {
    "zerodb": {
      "command": "npx",
      "args": ["ainative-zerodb-mcp-server"],
      "env": {
        "ZERODB_API_URL": "https://api.ainative.studio",
        "ZERODB_PROJECT_ID": "your-project-id",
        "ZERODB_USERNAME": "[email protected]",
        "ZERODB_PASSWORD": "YourPassword123!"
      }
    }
  }
}

{
  "mcpServers": {
    "zerodb": {
      "command": "npx",
      "args": ["ainative-zerodb-mcp-server"],
      "env": {
        "ZERODB_API_URL": "https://api.ainative.studio",
        "ZERODB_PROJECT_ID": "your-project-id",
        "ZERODB_API_KEY": "zdb_your-api-key-here"
      }
    }
  }
}

API Endpoint Consolidation
- v1.x: Direct API calls to various endpoints
- v2.0: All operations go through unified MCP execute endpoint
Impact: No code changes needed if using MCP tools

Tool Naming Convention

v1.x: Some tools lacked zerodb_ prefix
v2.0: All tools prefixed with zerodb_

Migration:

// Old (v1.x)
store_memory(...) → zerodb_store_memory(...)
search_memory(...) → zerodb_search_memory(...)

// New (v2.0)
zerodb_store_memory(...) // Consistent prefix

Parameter Changes

Memory operations: memory_metadata → metadata
Vector operations: vector_metadata → metadata

Migration:

// Old (v1.x)
{
  content: "...",
  memory_metadata: { key: "value" }
}

// New (v2.0)
{
  content: "...",
  metadata: { key: "value" }
}

New Required Environment Variables
- ZERODB_PROJECT_ID is now required (was optional in v1.x)
Migration: Add to your config:
```
{
  "env": {
    "ZERODB_PROJECT_ID": "your-project-id"
  }
}
```

Update Package

npm update ainative-zerodb-mcp-server
# or
npm install -g [email protected]

Update Configuration
- Add ZERODB_PROJECT_ID to environment variables
- Update any custom tool names to include zerodb_ prefix
Test Existing Functionality
- All v1.x operations remain compatible
- Test memory and vector operations still work
Gradually Adopt New Features
- Start with new features that provide immediate value
- Refer to API Reference for new operation documentation

# The MCP server logs to stderr
# In Claude Desktop, check: ~/Library/Logs/Claude/mcp*.log

# Clone repository
git clone https://github.com/AINative-Studio/ainative-zerodb-mcp-server.git
cd ainative-zerodb-mcp-server

# Install dependencies
npm install

# Run tests
npm test

# Lint code
npm run lint

# Run security audit
npm run security:audit

# Run tests with coverage
npm test

# Watch mode for development
npm run test:watch

# CI mode
npm run test:ci

Ainative Zerodb

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Zuletzt geprüft: 2026-11-15. AINative ZeroDB MCP Server - 93 operations for vector search, TurboQuant vector compression (PolarQuant + QJL), NoSQL, dedicated PostgreSQL management, files, events, RLHF, knowledge graph (entities, edges, traversal, GraphRAG, ontology CRUD, contradictio

ainative-studioDiesen Server beanspruchen

AINative ZeroDB MCP Server - 93 operations for vector search, TurboQuant vector compression (PolarQuant + QJL), NoSQL, dedicated PostgreSQL management, files, events, RLHF, knowledge graph (entities,

Databases Knowledge Memory

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1{2  "mcpServers": {3    "ainative-zerodb-mcp-server": {4      "command": "npx",5      "args": [6        "-y",7        "[email protected]"8      ]9    }10  }11}

.cursor/mcp.jsonMCP-Server

Transport: stdio
Status: Lokal

Diesen Server hinzufügen

Host a copy with our keys and logs.

Server-Details

Dokumentation

ZeroDB MCP Server v2.3.2

What's New in v2.3.2

Key Features

Table of Contents

Installation

NPM Global Installation

NPX (No Installation Required)

Requirements

Getting Started

Step 1: Create Your ZeroDB Account

Option A: Register via Web (Recommended)

Option B: Register via API

Step 2: Create a Project

Quick Start

Step 3: Configure Claude Desktop

Step 4: Restart Claude Desktop

Step 5: Test Your First Operation

API Reference

Memory Operations

1. zerodb_store_memory

2. zerodb_search_memory

3. zerodb_get_context

Vector Operations

4. zerodb_store_vector

5. zerodb_batch_upsert_vectors

6. zerodb_search_vectors

7. zerodb_delete_vector

8. zerodb_get_vector

9. zerodb_list_vectors

10. zerodb_vector_stats

11. zerodb_create_vector_index

12. zerodb_optimize_vectors

13. zerodb_export_vectors

Quantum Operations

14. zerodb_quantum_compress

15. zerodb_quantum_decompress

16. zerodb_quantum_hybrid_search

17. zerodb_quantum_optimize

18. zerodb_quantum_feature_map

19. zerodb_quantum_kernel

Table/NoSQL Operations

20. zerodb_create_table

21. zerodb_list_tables

22. zerodb_get_table

23. zerodb_delete_table

24. zerodb_insert_rows

25. zerodb_query_rows

26. zerodb_update_rows

27. zerodb_delete_rows

File Operations

28. zerodb_upload_file

29. zerodb_download_file

30. zerodb_list_files

31. zerodb_delete_file

32. zerodb_get_file_metadata

33. zerodb_generate_presigned_url

Event Operations

34. zerodb_create_event

35. zerodb_list_events

36. zerodb_get_event

37. zerodb_subscribe_events

38. zerodb_event_stats

Project Operations

39. zerodb_create_project

40. zerodb_get_project

41. zerodb_list_projects

42. zerodb_update_project

43. zerodb_delete_project

44. zerodb_get_project_stats

45. zerodb_enable_database

RLHF Operations

46. zerodb_rlhf_interaction

47. zerodb_rlhf_agent_feedback

48. zerodb_rlhf_workflow

49. zerodb_rlhf_error

50. zerodb_rlhf_status

1. `zerodb_store_memory`

2. `zerodb_search_memory`

3. `zerodb_get_context`

4. `zerodb_store_vector`

5. `zerodb_batch_upsert_vectors`

6. `zerodb_search_vectors`

7. `zerodb_delete_vector`

8. `zerodb_get_vector`

9. `zerodb_list_vectors`

10. `zerodb_vector_stats`

11. `zerodb_create_vector_index`

12. `zerodb_optimize_vectors`

13. `zerodb_export_vectors`

14. `zerodb_quantum_compress`

15. `zerodb_quantum_decompress`

16. `zerodb_quantum_hybrid_search`

17. `zerodb_quantum_optimize`

18. `zerodb_quantum_feature_map`

19. `zerodb_quantum_kernel`

20. `zerodb_create_table`

21. `zerodb_list_tables`

22. `zerodb_get_table`

23. `zerodb_delete_table`

24. `zerodb_insert_rows`

25. `zerodb_query_rows`

26. `zerodb_update_rows`

27. `zerodb_delete_rows`

28. `zerodb_upload_file`

29. `zerodb_download_file`

30. `zerodb_list_files`

31. `zerodb_delete_file`

32. `zerodb_get_file_metadata`

33. `zerodb_generate_presigned_url`

34. `zerodb_create_event`

35. `zerodb_list_events`

36. `zerodb_get_event`

37. `zerodb_subscribe_events`

38. `zerodb_event_stats`

39. `zerodb_create_project`

40. `zerodb_get_project`

41. `zerodb_list_projects`

42. `zerodb_update_project`

43. `zerodb_delete_project`

44. `zerodb_get_project_stats`

45. `zerodb_enable_database`

46. `zerodb_rlhf_interaction`

47. `zerodb_rlhf_agent_feedback`

48. `zerodb_rlhf_workflow`

49. `zerodb_rlhf_error`

50. `zerodb_rlhf_status`

51. `zerodb_rlhf_summary`

52. `zerodb_rlhf_start`

53. `zerodb_rlhf_stop`

54. `zerodb_rlhf_session`

55. `zerodb_rlhf_broadcast`

56. `zerodb_admin_system_stats`

57. `zerodb_admin_list_projects`

58. `zerodb_admin_user_usage`

59. `zerodb_admin_health`

60. `zerodb_admin_optimize`

61. `zerodb_postgres_query`

62. `zerodb_postgres_schema_info`

63. `zerodb_postgres_create_table`

64. `zerodb_postgres_backup`

65. `zerodb_postgres_restore`

66. `zerodb_postgres_stats`

`zerodb_graph_upsert_entity`

`zerodb_graph_create_edge`

`zerodb_graph_traverse`

`zerodb_graph_rag_search`

`zerodb_graph_list_entities`

`zerodb_graph_neighbors`

`zerodb_graph_stats`

`zerodb_graph_merge_entities`

`zerodb_graph_ontology_get`

`zerodb_graph_ontology_upsert`

`zerodb_graph_ontology_infer`

`zerodb_graph_ontology_suggestions`

`zerodb_graph_contradictions_list`

`zerodb_graph_contradictions_resolve`