Execute a test query.

Extracts the scalar or array value from a single cell.

Formats a single workload estimate object from the get_workload_estimate API response. Args: estimate: Single workload estimate object fr

Get authentication headers.

Get an AWS CloudWatch Logs client. Args: region_name: Optional region override profile_name: Optional AWS profile override R

Check if BCM Pricing Calculator preferences are properly configured. Args: ctx: The MCP context object Returns: dict: Contai

Helper function to extract data from CallToolResult response.

Initialize the connection pool.

Check if custom tags are enabled. When CUSTOM_TAGS environment variable is set to 'True', the system will ignore adding new tags or v

List translation jobs with filtering capabilities. Args: status_filter: Filter jobs by status (SUBMITTED, IN_PROGRESS, COMPLETED,

Lists all workload estimates for the account. Args: ctx: The MCP context object created_after: Filter estimates created after thi

Load config from disk.

Build a mock invoke_code_interpreter EventStream response. Mirrors the real API shape: { "stream": [ { "result": { "content": [...], "structu

Manage AWS Glue crawler schedules and monitor performance metrics. This tool provides operations for controlling crawler schedules and retrie

Add, update, or remove a workspace collaborator. Actions: - put: add a user OR change their role (upsert). Requires userId and role.

Parse and validate auditors parameter.

Show the S3 bucket structure for a public dataset (no AWS account required). Returns up to 10 objects from the dataset's S3 bucket (in S3's defau

Map a CloudControl API response to a standard output format for the MCP.

Check if the server is running in readonly mode. Returns: True if readonly mode is enabled, False otherwise

Remove a database connection from the map.

Decorator to register a function as a resource provider. The decorated function should return the resource content as a string.

Set a database connection in the map.

Package code, upload to S3, and start a security scan. Reuses an existing CodeReview for the same workspace path if one exists. Only

Validates application name to ensure it complies with AWS ECS/ECR naming requirements. Requirements: - Length: 1-20 characters (to accom

Validate that exactly one definition source is provided and process it. Accepts a ``definition_source`` parameter that can be a local ZIP file pa

Validate RabbitMQ queue/exchange names.

Convenience function to validate a schema file. Args: schema_path: Path to schema.json file strict_mode: If True, treats warnings

Validate a SQL Server table name reference.

Execute a destructive Valkey command. Admin tier — disabled by default. Requires both: 1. Server config: VALKEY_ADMIN_ENABLED=true 2. con

Initialize the timeout error. Args: message: Error message timeout_seconds: Timeout duration in seconds e

Create a mock ECR client configured for HealthOmics access.

Internal implementation of get_eks_insights.

Convert FieldInfo objects to None, otherwise return the value as-is.

Extract the parsed JSON payload from an MCP result envelope.

Parse a possibly-qualified SQL Server table name into its identifier parts. Supports both double-quoted ("name") and bracket-quoted ([name]) iden

Reload cost_optimization_hub_tools with FastMCP.tool patched to return the original function unchanged (identity decorator). This exposes a calla

Run a synchronous function in an executor. Args: func: The function to run *args: Positional arguments to pass to the

Score 1.0 if version matches, 0.5 for wildcard '*', 0.0 otherwise. Supports suffix '+' for version-or-later matching (e.g. 'syn-nodej

Configure mock connection manager to return the mock browser.

Minimal validation - only catch obvious errors.

Build all indexes from dataset list.

Build partition key for lookups

Build partition key for lookups

Checks if access to the tool is allowed based on allow-write and allow-sensitive-access flags.

Check if AWS Security Hub is enabled in the specified region. Args: region: AWS region to check session: boto3 Session for AWS AP

Disconnect all sessions and stop Playwright. Idempotent — safe to call multiple times (e.g. from both a signal handler and the lifesp

Close all cached clients and clean up resources. This method should be called when the client manager is no longer needed to ensure p

Configure logging based on environment variables and command line arguments. Args: server_name: Name to bind to the logger for identifica

Convert column names in PyArrow schema to snake_case. Args: schema: PyArrow schema with original column names Returns: PyArr

Create an Amazon ElastiCache cache cluster.

Execute create_function operation.

Execute create_graphql_api operation.

Creates complete ECS infrastructure using CloudFormation. This method combines the creation of ECR and ECS infrastructure. If force_deplo

User wants to import a model into Amazon Bedrock. This prompt handles requests to import a custom model into Amazon Bedrock. It maps

Create a new IAM role. Args: role_name: The name of the new IAM role assume_role_policy_document: The trust policy document in JS

Create test data with specified pattern.

Discover all Redshift clusters and serverless workgroups. Discovery is best-effort for each type: if either provisioned or serverless discove

Create a mock FastMCP and initialize the tool with the mock.

Evaluate if a pull-through cache is usable by HealthOmics. Combines checks for registry permissions policy and repository creation template t

Execute the Application Signals audit API call with the given input object.

r"""Extract parameter names from template using regex {(\\w+)}. Args: template: Template string with {parameter} placeholders

r"""Format the prompt template with validation parameters. Args: rubric_items: Formatted rubric criteria (e.g., "1. Criterion 1\n

Helper function to format pagination information for audit tools. Args: has_wildcards: Whether wildcards were used names_in_batch

Generate script content based on runtime and entry point. Args: runtime: Lambda runtime entry_point: Application entry point

Get a value from the cache.

Get AWS AppSync client with proper configuration.

Check the status of all connections (Transform API cookie/SSO/AWS credentials and TCP).

Get routes from a specific Transit Gateway route table with optional filtering. Use this tool when: - Analyzing routing paths through a Trans

Get detailed status information for a translation job. Args: job_id: ID of the translation job to query Returns:

Execute AWS API calls with standardized error handling.

Import terminology from a file. Args: name: Terminology name (must be unique) file_path: Path to terminology file (CS

Retrieve RDS cluster properties from AWS. Args: cluster_identifier: RDS cluster identifier region: AWS region (e.g., 'us-east-1')

Lint a single workflow definition and return findings. Args: workflow_content: The workflow definition content filena

List recommendation summaries from Cost Optimization Hub. Args: ctx: MCP context coh_client: Cost Optimization Hub client

Create a PymssqlPoolConnection configured for testing.

Manage AWS Athena databases and tables with read operations. This tool provides operations for retrieving information about databases and tab

Helper function to parse the data from CallToolResult content.

Register Lambda functions as individual tools.

Execute a command and return result.

Capture a snapshot, returning a fallback message if capture fails. Use this on the happy path after a successful interaction so that a snapsh

Sanitize tool response content before providing to LLM. Implements multiple layers of protection: 1. Filters unicode tag characters (obfuscat

Start a FHIR import job.

Translate the given CLI command to a Python program. The returned payload contains the final Python program if the translation was successful

Collect CloudFormation failure events using describe_events API.

Detect large markdown tables and truncate them with a search_table hint. Args: markdown: Markdown content that may contain large tables

Update an AWS resource implementation.

Validate file path with security checks for path traversal. Args: file_path: Path to validate allow_absolute_paths: W

Validate that connection_arn follows the expected format. Args: ctx: MCP context for error reporting connection_arn: The connecti

Validate that a file path is within the allowed working directory. Args: file_path: The file path to validate Returns: The v

Validate GraphQL schema definition and return list of issues.

Validate if a language pair is supported for translation. Args: source_language: Source language code target_language

Validate an OpenAPI specification. Args: spec: The OpenAPI specification to validate Returns: bool: True if the specificatio

Validate an opaque pagination token. The token is an opaque string emitted by a prior call to this client. It must be a short, well-formed op

Validate string for potential injection attacks or dangerous patterns. Args: text: The string to validate field_name: Name of the

Verify if a resource is managed by the MCP server based on its tags. Args: tags: List of tag dictionaries from AWS API

Log a warning message to both MCP context and Loguru. Args: message: The warning message to log

Generate SQL file with Oracle-specific prerequisites and resilient ordering. Overrides base class to: - Inject prerequisite checks at

Helper method to analyze data using MetricData object.