Notula Collect

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About Notula Collect

Notula Collect is a desktop application that exports conversations and documents from Slack, GitHub, Linear, Notion and Google Docs into local Markdown folders. The tool runs on macOS or Windows and connects directly to each service without requiring a server or account. Users can configure sources, set custom schedules for updates, and direct exports to specific folders. After each export run, the application updates an index that AI agents can query to retrieve relevant information. The exported Markdown files preserve conversation structure, timestamps and speaker names, making them suitable for downstream processing by tools like llmdex or Claude Code. The application avoids writing back to the original services, ensuring data remains unchanged in the source platforms.

Key features

  • Exports Slack threads as Markdown files with timestamps
  • Pulls GitHub issues and pull requests with update filtering
  • Retrieves Linear issues and project data
  • Downloads Notion pages and databases
  • Includes Google Docs export via direct API
  • Supports hourly, daily or manual scheduling
  • Preserves conversation structure and speaker attribution
  • Provides CLI integration for AI agent indexing

Use cases

  • Sync team conversations into a local knowledge base for AI agents
  • Archive project discussions from Slack and Linear for documentation
  • Enable AI-powered search across multiple collaboration platforms

Pros

  • Direct API access to Slack, GitHub, Linear, Notion and Google Docs
  • Local Markdown export preserves conversation structure and metadata
  • Customizable scheduling for automated updates
  • No server or account required
  • Supports indexing via llmdex CLI tool

Cons

  • Early access software with no public release date
  • Desktop-only application for macOS and Windows
  • No cloud synchronization or backup
  • Exports only, does not modify source data

Frequently asked questions about Notula Collect

What is Notula Collect and what does it do?

Notula Collect is a desktop application that exports conversations and documents from Slack, GitHub, Linear, Notion, and Google Docs into local Markdown folders. It runs directly on macOS or Windows without requiring a server or account, preserving conversation structure, timestamps, and speaker names for downstream AI processing.

Who should use Notula Collect?

Notula Collect is designed for teams or individuals who need to archive and search conversations and documents from multiple platforms in a structured format. It suits users who want to integrate exported data with AI agents like llmdex or Claude Code for querying and analysis.

How does Notula Collect handle data updates?

Users can configure custom schedules for updates, such as hourly, every few hours, daily, or manual runs. The tool filters updates by the last sync and checks for changes in issues, pull requests, or documents to avoid redundant exports.

Can Notula Collect write back to the original platforms?

No, Notula Collect only reads data from Slack, GitHub, Linear, Notion, and Google Docs. It never writes back to these services, ensuring the original data remains unchanged.

What formats does Notula Collect export data into?

The tool exports data into local Markdown folders, preserving the structure of conversations, timestamps, and speaker names. These files can then be indexed and queried by AI agents.

Does Notula Collect require an account to use?

No, Notula Collect does not require users to create an account or use a server. It runs locally on the user's device and connects directly to each service using provided tokens or sign-ins.

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