A Thunderbird add-on that augments the email filter engine with natural-language classification using a local LLM endpoint.
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Sortana

Sortana is an experimental Thunderbird add-on that integrates an AI-powered filter rule. It allows you to classify email messages by sending their contents to a configurable HTTP endpoint. The endpoint should respond with JSON indicating whether the message meets a specified criterion.

Features

  • AI classification rule adds the "AI classification" term with matches and doesn't match operators.
  • Configurable endpoint set the classification service URL on the options page.
  • Prompt templates choose between several model formats or provide your own custom template.
  • Custom system prompts tailor the instructions sent to the model for more precise results.
  • Filter editor integration patches Thunderbird's filter editor to accept text criteria for AI classification.
  • Persistent result caching classification results are saved to disk so messages aren't re-evaluated across restarts.
  • Advanced parameters tune generation settings like temperature, topp and more from the options page.
  • Debug logging optional colorized logs help troubleshoot interactions with the AI service.
  • Automatic rules create rules that tag or move new messages based on AI classification.
  • Rule ordering drag rules to prioritize them and optionally stop processing after a match.
  • Context menu apply AI rules from the message list or the message display action button.
  • Status icons toolbar icons indicate when messages are queued or being classified.
  • Packaging script build-xpi.ps1 builds an XPI ready for installation.

Architecture Overview

Sortana is implemented entirely with standard WebExtension scripts—no custom experiment code is required:

  • background.js loads saved settings and listens for new messages.
  • modules/ExpressionSearchFilter.jsm implements the AI filter and performs the HTTP request.
  • options/ contains the HTML and JavaScript for configuring the endpoint and rules.
  • _locales/ holds localized strings used throughout the UI.

Key Files

Path Purpose
manifest.json Extension manifest and entry points.
background.js Startup tasks and message handling.
modules/ExpressionSearchFilter.jsm Custom filter term and AI request logic.
options/options.html and options.js Endpoint and rule configuration UI.
logger.js and modules/logger.jsm Colorized logging with optional debug mode.

Building

  1. Ensure PowerShell is available (for Windows) or adapt the script for other environments.
  2. Ensure the Bulma stylesheet (v1.0.4) is saved as options/bulma.css. You can download it from https://github.com/jgthms/bulma/blob/1.0.4/css/bulma.css.
  3. Run powershell ./build-xpi.ps1 from the repository root. The script reads the version from manifest.json and creates an XPI in the release folder.
  4. Install the generated XPI in Thunderbird via the Add-ons Manager. During development you can also load the directory as a temporary add-on.

Usage

  1. Open the add-on's options and set the URL of your classification service.
  2. Use the Classification Rules section to add a criterion and optional actions such as tagging or moving a message when it matches. Drag rules to reorder them and check Stop after match to halt further processing.
  3. Save your settings. New mail will be evaluated automatically using the configured rules.

Example Filters

Here are some useful and fun example criteria you can use in your filters. Filters should be able to be answered as either true or false.

  • "Does this message require my attention, response, or decision soon?"
    Identify emails with deadlines, requests, or actionable items.

  • "Is this message spam, phishing, or irrelevant bulk mail?"
    Catch low-value or deceptive messages and sweep them into the junk folder.

  • "Is this email promotional, advertising a product or service, or part of a mass mailing?"
    Great for filtering out newsletters, deals, and marketing campaigns.

  • "Is this a personal message from a friend or family member?"
    Keep emotionally meaningful or social emails from getting lost.

  • "Is this message a receipt, invoice, or shipping notification?"
    Automatically tag or file transactional messages for easy lookup.

  • "Does this message relate to one of my current work projects?"
    Focus your inbox around what matters right now.

  • "Would I roll my eyes reading this email?"
    For when you're ready to filter based on vibes.

You can define as many filters as you'd like, each using a different prompt and triggering tags, moves, or actions based on the model's classification.

Required Permissions

Sortana requests the following Thunderbird permissions:

  • storage store configuration and cached classification results.
  • messagesRead read message contents for classification.
  • messagesMove move messages when a rule specifies a target folder.
  • messagesUpdate change message properties such as tags and junk status.
  • messagesTagsList retrieve existing message tags for rule actions.
  • accountsRead list accounts and folders for move actions.
  • menus add context menu commands.

License

This project is licensed under the terms of the GNU General Public License version 3. See LICENSE for the full text.

Acknowledgments

Sortana builds upon knowledge gained from open-source projects. In particular, FiltaQuilla and Expression-Search-NG clarified how Thunderbird's WebExtension and experiment APIs can be extended. Their code provided invaluable guidance during development.