Configuration

The Shinzo Python SDK provides extensive configuration options to customize telemetry collection, data processing, and export behavior for your MCP server.

Basic Configuration

The minimal configuration requires only a few essential parameters:

from shinzo import instrument_server

observability = instrument_server(
    server,
    config={
        "server_name": "my-mcp-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "exporter_auth": {
            "type": "bearer",
            "token": "your-ingest-token-here"
        }
    }
)

TelemetryConfig Parameters

The configuration dictionary provides comprehensive configuration options:

Required Parameters

Parameter	Type	Description
`server_name`	`str`	Name of your MCP server
`server_version`	`str`	Version of your MCP server

Export Configuration

Parameter	Type	Default	Description
`exporter_endpoint`	`str`	`"https://api.app.shinzo.ai/telemetry/ingest_http"`	OpenTelemetry collector endpoint URL
`exporter_type`	`"otlp-http" \| "console"`	`"otlp-http"`	Type of telemetry exporter
`exporter_auth`	`dict`	`None`	Authentication configuration

Data Collection

Parameter	Type	Default	Description
`enable_tracing`	`bool`	`True`	Enable trace collection
`enable_metrics`	`bool`	`True`	Enable metrics collection
`enable_argument_collection`	`bool`	`True`	Collect tool arguments in traces
`sampling_rate`	`float`	`1.0`	Trace sampling rate (0.0 to 1.0)

Privacy & Processing

Parameter	Type	Default	Description
`enable_pii_sanitization`	`bool`	`False`	Enable automatic PII sanitization
`pii_sanitizer`	`PIISanitizer`	`None`	Custom PII sanitizer instance
`data_processors`	`list[Callable]`	`None`	Custom data processing functions

Performance

Parameter	Type	Default	Description
`metric_export_interval_ms`	`int`	`60000`	Metric export interval in milliseconds
`batch_timeout_ms`	`int`	`30000`	Batch timeout in milliseconds

Authentication Configuration

Bearer Token Authentication (required for the Shinzo Platform)

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

API Key Authentication

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://custom-endpoint.com/v1",
        "exporter_auth": {
            "type": "apiKey",
            "api_key": os.getenv("API_KEY")
        }
    }
)

Basic Authentication

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://custom-endpoint.com/v1",
        "exporter_auth": {
            "type": "basic",
            "username": os.getenv("USERNAME"),
            "password": os.getenv("PASSWORD")
        }
    }
)

Exporter Types

OTLP HTTP Exporter (Default)

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_type": "otlp-http",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Console Exporter (Development)

Perfect for development and debugging:

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_type": "console",
        "enable_metrics": False,  # Console exporter doesn't support metrics
        "sampling_rate": 1.0  # Sample all traces in development
    }
)

Privacy Configuration

Built-in PII Sanitization

The SDK can automatically detect and sanitize common PII patterns:

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "enable_pii_sanitization": True,
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Custom PII Sanitizer

Implement your own PII sanitization logic:

from shinzo import PIISanitizer

class CustomPIISanitizer:
    def sanitize(self, data):
        """Custom sanitization logic."""
        if isinstance(data, str):
            # Replace credit card numbers
            import re
            return re.sub(r'\b\d{4}-\d{4}-\d{4}-\d{4}\b', '****-****-****-****', data)
        return data

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "pii_sanitizer": CustomPIISanitizer(),
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Data Processing

Custom Data Processors

Add custom logic to process telemetry data before export:

def remove_sensitive_args(data):
    """Remove sensitive tool arguments."""
    if data.get('mcp.tool.name') == 'sensitive_operation':
        for key in list(data.keys()):
            if key.startswith('mcp.request.argument'):
                del data[key]
    return data

def add_custom_metadata(data):
    """Add custom metadata to all telemetry."""
    data['environment'] = os.getenv('ENVIRONMENT', 'development')
    data['deployment.version'] = os.getenv('DEPLOYMENT_VERSION')
    return data

def filter_health_checks(data):
    """Filter out health check spans."""
    if data.get('mcp.tool.name') == 'health_check':
        return None  # Return None to skip this data
    return data

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "data_processors": [
            remove_sensitive_args,
            add_custom_metadata,
            filter_health_checks
        ],
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Sampling Configuration

Fixed Sampling Rate

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "sampling_rate": 0.1,  # Sample 10% of traces
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Environment-based Sampling

import os

def get_sampling_rate():
    env = os.getenv('ENVIRONMENT', 'development')
    rates = {
        'production': 0.05,   # 5% in production
        'staging': 0.25,      # 25% in staging
        'development': 1.0    # 100% in development
    }
    return rates.get(env, 0.1)  # 10% default

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "sampling_rate": get_sampling_rate(),
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Performance Tuning

Batch Configuration

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "batch_timeout_ms": 1000,           # Export every 1 second
        "metric_export_interval_ms": 10000,  # Export metrics every 10 seconds
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Memory Optimization

For high-throughput servers:

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "sampling_rate": 0.01,                # Low sampling rate
        "enable_argument_collection": False,  # Skip argument collection
        "batch_timeout_ms": 500,              # Frequent exports
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Environment-Specific Configuration

Development Configuration

import os

is_development = os.getenv('ENVIRONMENT') == 'development'

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": "1.0.0",
        "exporter_type": "console" if is_development else "otlp-http",
        "exporter_endpoint": None if is_development else "https://api.app.shinzo.ai/telemetry/ingest_http",
        "enable_metrics": not is_development,  # Disable metrics for console output
        "sampling_rate": 1.0 if is_development else 0.1,
        "enable_argument_collection": is_development,
        "exporter_auth": None if is_development else {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        }
    }
)

Production Configuration

import os

def add_production_metadata(data):
    data['environment'] = 'production'
    data['service.instance.id'] = os.getenv('HOSTNAME')
    return data

observability = instrument_server(
    server,
    config={
        "server_name": "my-server",
        "server_version": os.getenv("APP_VERSION", "1.0.0"),
        "exporter_endpoint": "https://api.app.shinzo.ai/telemetry/ingest_http",
        "exporter_auth": {
            "type": "bearer",
            "token": os.getenv("SHINZO_TOKEN")
        },
        "sampling_rate": 0.05,
        "enable_argument_collection": False,
        "enable_pii_sanitization": True,
        "batch_timeout_ms": 2000,
        "metric_export_interval_ms": 30000,
        "data_processors": [add_production_metadata]
    }
)

Configuration Validation

The SDK validates configuration at startup and will raise ValueError for common issues:

Missing required parameters (server_name, server_version)
Invalid sampling rates (must be between 0.0 and 1.0)
Incomplete authentication configuration
Invalid exporter types

from shinzo import ConfigValidator

# Manually validate configuration
try:
    ConfigValidator.validate(config)
except ValueError as e:
    print(f"Configuration error: {e}")

MCP Analytics

TypeScript SDK

Python SDK

Configuration

Configuration

Basic Configuration

TelemetryConfig Parameters

Required Parameters

Export Configuration

Data Collection

Privacy & Processing

Performance

Authentication Configuration

Bearer Token Authentication (required for the Shinzo Platform)

API Key Authentication

Basic Authentication

Exporter Types

OTLP HTTP Exporter (Default)

Console Exporter (Development)

Privacy Configuration

Built-in PII Sanitization

Custom PII Sanitizer

Data Processing

Custom Data Processors

Sampling Configuration

Fixed Sampling Rate

Environment-based Sampling

Performance Tuning

Batch Configuration

Memory Optimization

Environment-Specific Configuration

Development Configuration

Production Configuration

Configuration Validation

​Configuration

​Basic Configuration

​TelemetryConfig Parameters

​Required Parameters

​Export Configuration

​Data Collection

​Privacy & Processing

​Performance

​Authentication Configuration

​Bearer Token Authentication (required for the Shinzo Platform)

​API Key Authentication

​Basic Authentication

​Exporter Types

​OTLP HTTP Exporter (Default)

​Console Exporter (Development)

​Privacy Configuration

​Built-in PII Sanitization

​Custom PII Sanitizer

​Data Processing

​Custom Data Processors

​Sampling Configuration

​Fixed Sampling Rate

​Environment-based Sampling

​Performance Tuning

​Batch Configuration

​Memory Optimization

​Environment-Specific Configuration

​Development Configuration

​Production Configuration

​Configuration Validation

Configuration

Basic Configuration

TelemetryConfig Parameters

Required Parameters

Export Configuration

Data Collection

Privacy & Processing

Performance

Authentication Configuration

Bearer Token Authentication (required for the Shinzo Platform)

API Key Authentication

Basic Authentication

Exporter Types

OTLP HTTP Exporter (Default)

Console Exporter (Development)

Privacy Configuration

Built-in PII Sanitization

Custom PII Sanitizer

Data Processing

Custom Data Processors

Sampling Configuration

Fixed Sampling Rate

Environment-based Sampling

Performance Tuning

Batch Configuration

Memory Optimization

Environment-Specific Configuration

Development Configuration

Production Configuration

Configuration Validation