Birdbrain

Overview

Twitter bookmarks are where good ideas go to disappear: no search worth using, no organization, no export, and a platform that can take the pile away at any moment. Birdbrain treats that pile as what it actually is — a personal knowledge source — and quietly moves it somewhere it can be owned, searched, and understood.

It began with my own bookmark debt. I had saved useful technical threads, references, and half-formed ideas for years, but returning to one depended on remembering the author or the exact phrasing. The collection was valuable in theory and nearly unusable in practice. Birdbrain came from wanting the archive to organize itself without asking me to change how I browse.

Why it is personal software. It watches the bookmarking action I already use, stores the result in a database I control, and improves the archive in the background. There is no shared feed or publishing layer to maintain. The product is successful when an old idea returns at the moment I need it.

Capture costs nothing. A browser extension listens to X’s own GraphQL responses while you browse and lifts bookmark data straight out of the stream. There is no “save to Birdbrain” button, no copy-pasting links, no API keys rate-limiting your own data back to you. You bookmark the way you always did; the archive builds itself.

A pipeline does the librarian work. Every captured post flows through a Celery + Redis background pipeline where Llama (via Groq) assigns topic labels and writes a one-line summary. The archive ends up browsable two ways at once: by topic, with live counts, or by meaning, through full-text search that covers the tweet, the author, and the AI summary.

It heals its own gaps. Tweets arrive truncated; quoted posts go missing. Birdbrain notices incomplete records and hydrates them automatically the next time the full thread crosses your screen — the archive gets more complete the more you browse, without you doing anything.

It stays yours. Everything lands in a local SQLite file behind a SvelteKit interface styled like Twitter’s own dark theme, so the archive feels like home instead of an admin panel. Classification status is visible per bookmark, pending items can be re-run in one click, and nothing about your reading habits leaves your machine except the text sent for classification.

Key Achievements

• Zero-effort capture — A browser extension intercepts X's own GraphQL responses as you scroll, so bookmarking works exactly as it always did
• AI organization — A Celery pipeline classifies every bookmark into topics and writes a concise summary using Llama on Groq
• Smart hydration — Detects truncated tweets and missing quotes, then repairs them automatically the next time the full thread is on screen
• Private by architecture — The archive is a local SQLite file with full-text search across posts, authors, topics, and summaries

Technologies

Outcome

Birdbrain turns an unsearchable bookmark pile into a private, progressively organized knowledge archive — one that gets more complete the more you use X, not less.