Create a mock AbstractDBConnection.

Return a patch for request_consent in applications tools.

Parse and validate GSI list from table data. Args: table_data: Complete table configuration dictionary table_path: Pa

Parse the response from invoke_code_interpreter. The API returns an EventStream in result["stream"]. Each stream event may contain a "result"

Parse template to extract resource names and types.

Refresh the Cognito token using the refresh token. Returns: str: New Cognito ID token or None if refresh fails Raises:

Resolve the reference store ID. AWS HealthOmics allows only one reference store per account per region. If no reference_store_id is provided,

Helper to run CLI as a module from project root.

Select a profile from the discovered list. If only one profile exists, auto-selects it. If ``profile_name`` is given, matches it. Otherwise,

Validate language code format.

Analyzes CloudWatch metric data to determine seasonality, trend, data density and statistical properties. This tool provides RAW DATA ONLY ab

Apply a Kubernetes YAML from a local file. This tool applies Kubernetes resources defined in a YAML file to an EKS cluster, similar t

Convert a boto3 response dictionary to a JSON string.

Attach a managed policy to an IAM user. Args: user_name: The name of the IAM user policy_arn: The ARN of the policy to attach

Build partition key for lookups

Build sort key for lookups

Calculate match score for text against multiple patterns. Args: text: The text to match against (file path, name, etc.)

Check if a repository policy grants HealthOmics the required permissions. Parses the repository policy and checks if the HealthOmics principal

Convert common shorthand inputs into canonical service target. Emits: {"Type":"service","Data":{"Service":{"Type":"Service","Name":...,"Environme

r"""Configure Finch to use ECR (Amazon Elastic Container Registry). This function updates the Finch YAML configuration file: - macOS: ~/.finc

Generic AWS client factory for any service. Args: service_name: Name of the AWS service (e.g., 'omics', 'logs', 's3') region_name

Create sample task data for testing. Parameters ---------- task_id : str Task identifier cluster_name : str Clus

Execute create_schema operation with polling for completion.

Create a boto3 Session using AWS_PROFILE if set.

User wants to delete an imported model in Amazon Bedrock. This prompt handles requests to delete a specific imported model. It maps t

Deploy a web application to AWS serverless infrastructure. Args: request: Deployment options Returns: Dict: Deployment resul

Describe CloudWatch Logs log streams. Args: log_group_name: The name of the log group containing the log streams to describe. log

Returns details of the service updates. Parameters: service_update_name (Optional[str]): The unique ID of the service update to describe.

Detect attempts to bypass read-only transaction controls. This specifically looks for patterns that could be used to commit a read-only trans

ECS troubleshooting tool. This tool provides access to all ECS troubleshooting operations through a single interface. Use the 'action' p

Execute the given AWS CLI command.

Execute a SQL query. Args: sql: The SQL query to execute parameters: Optional parameters for the query Retur

Extracts the scalar or array value from a single cell.

Formats the budget objects from the AWS API response. Args: budgets: List of budget objects from the AWS API. Returns: List

Format a datetime value for display.

Generate infrastructure code before resource creation or update implementation.

Generate repository code using Jinja2.

Get a value from session data with type safety.

Generic get operation with optional consistent read

Get detailed metadata for a specific SAP application. Retrieves application status, discovery status, type, and component information.

Get a Kubernetes client for the specified cluster. This is the only public method to access K8s API clients. In IAM mode, cluster_na

Get details about a specific CodeConnection. This function retrieves detailed information about a specific AWS CodeConnection, including its

Return the current FES connection config, or None if not configured.

Get cost and usage data with automatic pagination. Uses shared utilities for date handling, JSON parsing, and pagination. Args: ctx:

Get an AWS ECR client. Args: region_name: Optional region override profile_name: Optional AWS profile override Returns:

CHANGE TRACKING TOOL - Monitor deployments in a group. Use this tool when users ask: - "What deployments happened in the Payment group today?

Get an InfluxDB client. Args: url: The URL of the InfluxDB server e.g. https://<host-name>:8086. token: The authentication token.

Get CPU count and memory for an instance type. Parses the instance type string (e.g., "omics.m.xlarge") to determine the CPU count an

Get all connection keys as JSON string.

Get the HealthOmics service name from environment variable or default. Returns: str: HealthOmics service name

Get URLs to download bulk pricing data from AWS Price List API for all available formats. This tool combines the list-price-lists and get-price-l

Get details about a specific run. Args: ctx: MCP context for error reporting run_id: ID of the run to retrieve aws_profil

Get a SageMaker client for the specified region and profile. Args: ctx: The MCP context region_name: Optional AWS reg

Get schema for a resource type, downloading it if necessary.

Generates an SSH tunnel command to connect to an ElastiCache serverless cache through an EC2 jump host. Args: serverless_cache_name (str)

Convert an HTTPX request error to an appropriate APIError subclass.

Return True if GSI has multiple sort key attributes.

List linked account associations from AWS Billing Conductor. Args: ctx: The MCP context object. billing_period: Optional billing

List all currently active workflows.

List available CodeConnections. This function retrieves existing CodeConnections that can be used with HealthOmics workflows. Connections can

List HealthLake datastores.

SERVICE DISCOVERY TOOL - Find all services belonging to a group. Use this tool when users ask: - "What services belong to the Payment group?"

User wants to list imported models in Amazon Bedrock. This prompt handles requests to view all imported models. It maps to the list_i

List FHIR import/export jobs.

User wants to list model import jobs in Amazon Bedrock. This prompt handles requests to view all model import jobs. It maps to the li

Discover and load all JSON files from canary_knowledge_base/runtime/ and canary_knowledge_base/environment/.

Parse CLI arguments and run the e2e integration test.

Manage a single Kubernetes resource with the specified operation using dynamic client. Args: operation: Operation to perform (Ope

Validates any incoming request.

Parse a single log delivery configuration from shorthand syntax. Args: config: Shorthand syntax string for log delivery configuration

Parse a single nodegroup from shorthand syntax. Args: group: Shorthand syntax string for a nodegroup Returns: Dictionary con

Sort results by relevance score in descending order. Args: results: List of GenomicsFileResult objects to rank sort_b

The implementation of the read_documentation tool.

Triage tool: find which log groups would benefit from field indexing. Scans the last 30 days of completed Logs Insights queries across the accoun

Register an SAP application with AWS Systems Manager for SAP. For HANA applications, provide the HANA database details. For SAP_ABAP

Remove keys with None values from a dictionary. Args: data: Dictionary to clean Returns: Dictionary with None values removed

Make an HTTP request with exponential-backoff retry on transient errors. Retries on status codes in RETRYABLE_STATUSES and on httpx.TimeoutExcept

Run a terminal command with arguments asynchronously. Args: cmd_list (str): The command and arguments to run in a list cwd (str,

Execute cost calculator workflow: calculate costs and generate report. Args: data_model: Validated DataModel instance. workspace_

Validate and resolve a local file path for safe writing. Builds on validate_local_path and adds: - Null byte detection - Resolution to ab

Search RODA datasets by keyword with optional filters. Combines free-text search with structured filtering. Use the query parameter for gener

Generate sine wave pattern based on minutes.

Stop a browser session and release resources. Terminates the browser session and its underlying microVM. The session cannot be resume

Switch to a different Transform profile (region). For AWS credential auth: selects which region to use. Pass region directly (e.g. "us-east-1

Build an MCP-compatible text result envelope.

Update the frontend assets of a deployed web application. This tool uploads new frontend assets to S3 and optionally invalidates the CloudFro

If a service target exists without Environment, fetch from the API. NOTE: This function should only be called AFTER wildcard expansion has been c

Validates a CloudFormation template against basic schema requirements. Args: template_path: Path to the CloudFormation template file

Validate repository-specific path parameters. These parameters are only valid when definition_repository is provided. Args: ctx: MCP

Validate that resource_type is provided.

Validate S3 URI format and prevent SSRF attacks. Args: s3_uri: S3 URI to validate field_name: Name of the field for error reporti

Validate SQL query for security issues. Args: query: SQL query to validate Returns: bool: True if the query is valid Ra

Comprehensive configuration validation for server startup. Returns: ServerConfig: Validated configuration Raises: ValueError

Validate template parameters exist as entity fields. Args: template: Template string or list of template strings enti