Programming examples

Copy, deploy and adapt complete Python services for every system the platform connects to.

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A per-user LLM chat with managed history - complete and runnable.

AI

LLM chat A per-user LLM chat with managed history - one chat_id per user. MCP tools Expose secured enterprise APIs to agents as MCP tools. Structured output Reliable JSON out of a model, validated and retried. Self-hosted models One service against hosted and self-hosted models.

REST

REST Accept REST calls, react to HTTP verbs and invoke REST APIs from your services.

Databases

PostgreSQL Query and update PostgreSQL from your services. MySQL Query and update MySQL and MariaDB from your services. Oracle Query and update Oracle Database from your services. SQL Server Query and update Microsoft SQL Server from your services. Snowflake Query Snowflake warehouses from your services. Redshift Query Amazon Redshift clusters from your services. MongoDB Insert, find and update MongoDB documents from your services. Redis Store and retrieve Redis keys, lists and hashmaps from your services. ElasticSearch Index and query ElasticSearch documents from your services. Solr Index, search and delete Solr documents from your services.

Microsoft

Microsoft 365 files Upload and download SharePoint and OneDrive files of any size from your services. Teams Send Teams messages to channels, people and groups from your services. Dynamics 365 Read and write Dynamics 365 data - Finance and Operations, Business Central and Dataverse. Power Automate Trigger, manage and monitor Power Automate flows from your services. Microsoft Fabric Manage Fabric workspaces, run notebooks and pipelines and work with OneLake from Python. Azure Service Bus Receive and send Azure Service Bus messages, acknowledging or rejecting each one. On-premise gateway Let Fabric, Power Platform and Azure reach on-premise databases through one HTTPS endpoint.

Message queues

AMQP Send and receive AMQP messages with RabbitMQ and other brokers. Kafka Consume Kafka topics through channels and publish to them from your services. IBM MQ Receive and send IBM MQ messages from your services. Azure Service Bus Receive and send Azure Service Bus messages, acknowledging or rejecting each one. Built-in pub/sub Publish and subscribe to topics with the built-in message broker.

AWS

S3 Upload, download and list S3 objects from your services. SQS Send and receive SQS messages from your services. SNS Publish SNS notifications from your services. Lambda Invoke Lambda functions from your services. EC2 Start, stop and describe EC2 instances from your services. DynamoDB Read and write DynamoDB items from your services. CloudWatch Publish metrics and read logs in CloudWatch from your services.

Files and email

SFTP Upload, download, read and write files on SFTP servers from your services. SMB Read and write files on SMB and Windows shares from your services. SMTP Send plain-text and HTML email with attachments from your services. IMAP Receive and process email from IMAP mailboxes, including Microsoft 365 with OAuth2.

Scheduler

Scheduler Run services on an interval, at a specific time or on a cron expression.

Platform features

Cache Store and retrieve data in the built-in cache with a Python API. Configuration tables Translate each partner's codes into yours and validate accepted values. Config files Read configuration from .ini files at runtime, with hot reloads and no restarts. Messages Build nested messages and responses through plain dot access. Data models Define typed API contracts for requests and responses. Input and output Declare each service's input and output - field names or typed models. Shell commands Turn shell commands into API services you can invoke.

Collaboration

Slack Send Slack messages to channels, people and groups from your services. Jira Create and update Jira tickets from Python - queries, transitions, comments and attachments.

IT Ops

NetBox Query and update NetBox records, and stay in sync with its webhooks. Palo Alto Query Palo Alto Panorama logs from your services - traffic, threats and URLs.

More protocols

SOAP Invoke SOAP operations from Python - no envelopes and no WSDL compilation. GraphQL Query GraphQL endpoints from your services - variables, mutations and the DSL included. gRPC Call gRPC endpoints from your services, with all four call shapes and TLS.