Mimic dict.get behavior.

Get details about a specific workflow. Args: ctx: MCP context for error reporting workflow_id: ID of the workflow to retrieve

Manage AWS EMR EC2 instances with both read and write operations. This tool provides comprehensive operations for managing Amazon EMR EC2 ins

Log a message with the request ID from the context. Args: ctx: The MCP context containing the request ID level: The log level (fr

Manage AWS Glue Interactive Sessions for running Spark and Ray workloads. This tool provides operations for creating and managing Glue Intera

Parse a CWLI, SQL, or PPL query string and return {field_name: usage_type}. Args: query_string: The query string to parse languag

Helper to create a mock service dict.

Create a bulk import job to ingest data from Amazon S3 to AWS IoT SiteWise. This function creates a bulk import job with automatic validation of

Create an HTTP client with enhanced functionality. Args: base_url: Base URL for the client headers: Optional headers

Find file associations and group related files together. Args: files: List of genomics files to analyze Returns:

Return a stored connection or None. Two-phase lookup: 1. **Strict 5-tuple match.** Preserves the original behaviour for c

Manage AWS Glue Data Catalog tables with both read and write operations. This tool provides comprehensive operations for managing Glue Data C

Helper to create a FailureContext with sensible defaults.

Comprehensive canary failure analysis with deep dive into issues. Use this tool to: - Deep dive into canary failures with root cause identifi

Create and return an AWS service client with appropriate security constraints. Args: service_name: AWS service name (e.g., "ce", "pricing

Raise a runtime error with the given message. Args: message: Error message Raises: RuntimeError: Always rais

Run a CloudWatch Logs Insights query across multiple log groups, accounts, and regions. Automatically chunks log groups (max 50 per StartQuery),

AWS Client handler.

Get an IAM client with proper configuration. Args: region: Optional AWS region override Returns: Configured IAM client

Create an Aurora MySQL cluster with a single writer instance. Credentials are automatically managed by AWS Secrets Manager. Args: re

Create a test OracledbPoolConnection with sensible defaults.

Manage AWS Glue triggers to automate workflow and job execution. This tool allows you to create, delete, retrieve, list, start, and stop AWS

Create a context manager that mocks boto3.client with the provided client dictionary. Args: mock_clients: Dictionary map

Get error string without the Pydantic URL suffix.

Log an error message to both MCP context and Loguru. Args: message: The error message to log exc_info: Whether to inc

Manage AWS Glue Usage Profiles for resource allocation and cost management. This tool allows you to create, retrieve, update, and delete AWS

Install RabbitMQ tools to the MCP server.

Coordinate searches across multiple storage systems and return ranked results. Args: request: Search request containing search pa

Reload billing_conductor_tools with FastMCP.tool patched to return the original function. This exposes callable tool functions we can invoke dire

Call AWS with the given CLI command and return the result as a dictionary.

Create and configure the HealthLake MCP server.

Get the current AWS caller identity.

Dispatch tool call to appropriate handler with read-only safety check.

Manage AWS EMR Serverless job runs for executing data processing workloads. This tool provides operations for managing Amazon EMR Serverless

Manage Valkey Search indices: create, drop, inspect, or list. Handles FT.CREATE, FT.DROPINDEX, FT.INFO, and FT._LIST through structured input

Package workflow definition files into a base64-encoded ZIP. Args: ctx: MCP context for error reporting main_file_content: Conten

Loads a singleton of the resource.

Set a database connection in the map.

Get the mock CDP session from a mock page.

Run an async coroutine to completion for the synchronous test helpers.

Retrieves CloudWatch metric data for a specific metric. This tool retrieves metric data from CloudWatch for a specific metric identified by i

Manage AWS Glue Data Catalog with both read and write operations. This tool provides operations for managing the Glue Data Catalog itself,

Manage AWS Glue Data Catalog partitions with both read and write operations. Partitions in AWS Glue represent a way to organize table data ba

Set whether write operations are allowed. Args: allowed: Whether write operations should be allowed

Validate AWS region format.

Deletes ECS and ECR infrastructure created by the ECS MCP Server. This is a best-effort deletion that attempts to identify and delete Clo

AWS Client handler with multi-profile support. Args: service_name: AWS service name (e.g., 'ssm-sap', 'scheduler', 'iam') region_

Create or update IAM policy for Aurora access. Maintains one policy per user, adding new clusters as they're created. ⚠️ If running as assu

Execute a read-only Valkey command. Safe tier — always available, even in readonly mode. Only allowlisted read-only commands are accepted.

Initialize FileParameterError with service, operation, file path, and reason.

Generate concise markdown report. Args: data_model: Validated data model cost_model: Cost model with computed metrics Return

Get a database connection from the map. If no exact match is found and instance_identifier equals db_endpoint (i.e. the caller did no

Get an AWS session with the centralized region configuration. Args: region_name: Optional region override. If not specified, falls back t

Get the active page for a session. Returns the explicitly set active page if one exists and is still open, otherwise falls back to th

Manage AWS EMR Serverless applications with comprehensive control over application lifecycle. This tool provides operations for managing Amaz

Manage AWS Glue crawlers to discover and catalog data sources. This tool provides comprehensive operations for AWS Glue crawlers, which autom

Runs a read-only SQL query. Args: sql: The sql statement to run ctx: MCP context for logging and state management params:

Search AWS documentation using the official AWS Documentation Search API. ## Usage This tool searches across all AWS documentation for pages

Translate text from source language to target language. Args: text: Text to translate source_language: Source languag

Build a fresh FastMCP server mirroring server.py registration. Creates an isolated server instance with env-var-driven opt-in/opt-out, withou

Make HTTP request to RabbitMQ API.

Add an error to the validation result.

Helper function to create mock context for testing.

Build a structured error result.

Get or create a Memcached client connection. Returns: RetryingClient: A Memcached client with retry capabilities

Get the AWS region from environment, AWS config, or default. This method follows the standard AWS SDK credential/config resolution chain:

List ECR repositories with HealthOmics accessibility status. Lists all ECR repositories in the current region and checks each repository's po

List all supported language pairs for translation. Returns: List of LanguagePair objects showing all supported combinations

List pull-through cache rules with HealthOmics usability status. Lists all ECR pull-through cache rules in the current region and evaluates e

Manage AWS Athena workgroups with both read and write operations. This tool provides operations for managing Athena workgroups, including cre

r"""Manage AWS Glue Interactive Session Statements for executing code and retrieving results. This tool provides operations for executing cod

Set a value in the cache. Args: key: Cache key value: Value to cache ttl: Time-to-live in seconds (overri

Validate that a local file path does not contain path traversal sequences. Extracted from content_resolver._validate_local_path to be shared acro

Activate a Stubber on the shared application-signals client and track it. Returns the activated Stubber; the autouse ``_deactivate_stubbers`` fix

Helper method to validate a schema dictionary.

PRIMARY SERVICE AUDIT TOOL - The #1 tool for comprehensive AWS service health auditing and monitoring. **ROUTING — read first:** This tool analyz

Manage browser tabs: list, create, select, or close tabs. Actions: - "list": Show all open tabs with their titles and URLs. -

Create a new entity with optimistic locking (prevents overwrites) Note: Uses exclude_none=True to support sparse GSIs. Fields with None

Creates an EC2 jump host instance to access an ElastiCache replication group via SSH tunnel. Args: replication_group_id (str): ID of the

Specialized tool for detecting image pull failures. This function finds task definitions based on the provided parameters and checks if

Helper function to extract data from CallToolResult content.

Handle an incoming Lambda request.

Connect to a specific database save the connection internally. Args: region: region database_type: database type (one of 'aurora-

Check if the server is running in read-only mode.

Lint WDL or CWL workflow definitions and return validation findings. This tool validates workflow definitions using appropriate linting tools:

Parse Oracle query results with AWR/V$SQL fallback logic.

Executes a CloudWatch Logs Insights query against trace span records stored in CloudWatch Logs with the OpenTelemetry semantic-convention schema (@dat

Create or update IAM policy for Aurora access. Maintains one policy per user, adding new clusters as they're created. Args: db_user:

Load and validate usage_data file against schema entities. Args: usage_data_path: Path to usage_data.json file schema

Validate UUID format constraints. Args: value: The UUID string to validate field_name: Name of the field for error messages

Build a mock get_app_monitor response.

Execute a SQL statement against a Redshift cluster in a protected fashion. The SQL is first validated by the read-only guard (single-statement en

Generate a comprehensive analysis report from the structured data. Args: analysis_data: Structured analysis data from _get_run_analysis_d

Set page content via CDP Page.setDocumentContent. AgentCore Chromium enforces Trusted Types, blocking page.set_content() and document.write()

Calculate similarity score between target name and candidate name. Args: target_name: The name the user is looking for candidate_

Create a boto3 client with the appropriate profile and region. The client is configured with a custom user agent suffix 'awslabs/mcp/aws-data