A few weeks ago I found myself struggling to automate a relatively straightforward internal workflow using an open source LLM (update Hubspot based on Airtable entry and personal information coming from web sources, and send out a summary via Slack). There was no way to interact with these tools in a robust way so I decided to build my own connectors.

While the existing connectors out there are helpful to reduce the risk of hallucinations by reading data from sources, agents only become truly powerful when they are able to reliably perform workflows for us. For this, my view is that a secure and robust way to execute write operations is needed.

Lemon AI allows for both read and write operations in various tools - even if you work with open source LLMs. It can be used in combination with Langchain and allows for easy integration with your existing agents.

I would love your feedback on what can be improved!