diff --git a/README.md b/README.md
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-# scholarr
-
-Self-hosted scholar tracking with a single app image (API + frontend). It automates publication discovery, parses Google Scholar, gathers external metadata via Crossref & arXiv APIs, and autonomously downloads Open Access PDFs.
+

+
+# Scholarr
+
+**Self-hosted academic publication tracker.**
+
+Track Google Scholar profiles, discover new papers automatically,
+resolve open-access PDFs, and stay on top of the literature you care about.
[](https://github.com/JustinZeus/scholarr/actions/workflows/ci.yml)
[](https://hub.docker.com/r/justinzeus/scholarr)
-[](https://hub.docker.com/r/justinzeus/scholarr)
+[](https://justinzeus.github.io/scholarr/)
-## Key Features
-- **Automated Ingestion**: Background tasks regularly scrape author profiles to pull the latest publications.
-- **Resilient Parsing**: Custom DOM parsing logic falls back heavily across changes, backed by a dynamic `429 Too Many Requests` backoff cycle.
-- **Identifier Subsystem**: Isolates DOIs, PMIDs, and arXiv IDs independently of PDFs mapping fallback external APIs sequentially.
-- **Unpaywall PDF Search**: Leverages a fully automated resolution queue to grab public PDFs via the Unpaywall API on identified entries.
-- **Beautiful UI**: Polished Vue 3 frontend that ships natively inside the same Docker container as the FastAPI backend.
+---
-## Architecture Data Flow
-```mermaid
-graph LR
- HTML(Google Scholar) --> |Scraper| Ingestion
- Ingestion --> |Extract DOI| DB[(Database)]
- Ingestion -.-> |Fallback API Search| Crossref/arXiv
- Crossref/arXiv --> DB
-
- DB --> |Identified DOIs| PDFQueue(Unpaywall/PDF Workers)
- PDFQueue --> |Download & Store File| Storage
-```
+
+
+