Add SQL Conversation Storage

[Rajaniraiyn]

Issue number: #110

Summary

Changes

This PR adds a new feature, SQL Storage, to the Multi-Agent Orchestrator system. It introduces persistent conversation storage using the libsql library, supporting both local SQLite databases and remote databases. This implementation improves flexibility, reliability, and scalability for storing agent conversation history.

User experience

Before this change:

• Conversation data was limited to DynamoDB or in-memory storage without a CustomStorage implementation.

After this change:

• Users can store conversations persistently with support for both local and remote databases.
• Provides robust solutions for edge and serverless deployments.
• Simplifies setup with automatic schema creation and indexing.

Checklist

If your change doesn't seem to apply, please leave them unchecked.

• I have performed a self-review of this change
• Changes have been tested
• Changes are documented

Is this a breaking change? No

RFC issue number:

Checklist:

• Migration process documented
• Implement warnings (if it can live side by side)

Acknowledgment

By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.

Disclaimer: We value your time and bandwidth. As such, any pull requests created on non-triaged issues might not be successful.

[fryz]

Any update on this PR?

I've got a similar use-case where we're using a SQL DB for storing conversations.
I've rolled my own storage engine for this outside of the multi-agent orchestrator framework, but having this built-in would be pretty nice.

Looks like the current HEAD of this fork needs a rebase. Happy to contribute if OP no longer has the bandwidth, but also not sure if the maintainers are willing to accept this. Looking for some feedback either way.

Thanks!

[cornelcroi]

Hi @Rajaniraiyn,
Thanks for the PR.
We did some changes to the python version so that a user will install only the required libraries, not all of them.
Can you make changes so that it works for libsql similar to aws, anthropic and openai?
Check the setup.cfg and the init files.
The point is that we should install this lib only if we use this storage.

Also add a mention to this package in the doc for python.

Thanks.

[Rajaniraiyn]

Hey @cornelcroi
I have made the requested changes,

• made libsql installing when only used in python
• mention sql storage in overview docs

Thanks

[cornelcroi]

Can you add the pip install with the package like we did here ?
The users are more likely to skip the initial installation step so if they head to this storage, the installation of the lib must be recalled.

Thanks.

[Rajaniraiyn]

@cornelcroi I have updated both DynamoDB and SQL storage docs for python, specifying extras dependency installation. Let me know any further changes required.
Thanks.

[cornelcroi]

Great, thanks.
Merging.