Tech monitoring is no longer a burden.
TreScout scans source feeds, summarizes the highlights, and brings them together in one report.
GitHub Trending, Hacker News, Hugging Face models and Daily Papers, Lobsters, and other public source feeds.
For now, we are collecting emails for the early access list. Joining the list does not mean access opens immediately; we will contact you about an invitation and launch timing. No unnecessary messages.
Today: We generate and publish reports every day in the archive. Email delivery, delivery-hour selection, and topic filters are planned for early access; they are not enabled on the public site today.
Today: Explore current technology reports in the live archive. Join the early access list if you want an invitation and launch update. We will announce email delivery, delivery-hour selection, and topic filters when they are ready. No unnecessary messages. Explore the live archive →
Your daily tech report, step by step.
The shared daily source selection comes first. When email delivery opens with early access, you will choose when the report arrives; the day’s scan is shared.
Scan
Collects daily highlights from GitHub Trending, Hacker News, Hugging Face models and Daily Papers, Lobsters, and other sources.
Summarize
Produces a short, readable report with AI. Technical terms stay in their original form in parentheses and are explained in your selected report language in the glossary.
Deliver
When email delivery is available, the report arrives at the hour you choose. The day’s scan is shared; you decide when to read it.
Full report, effortless reading.
The email provides a quick digest; detailed trends, source links, and the Tech Terms Dictionary appear in a PDF report in your selected language.
- Daily Highlights grouped by source (GitHub, Hacker News, HuggingFace…)
- Tech Dictionary · Plain-language definitions for modern AI & software terms
- Archivable · Clean downloadable PDF reports for your permanent archive
- Clickable Source Links · Direct links to repos, papers, and model cards
How does one source record appear in a summary and glossary?
See how a GitHub Trending record moves from its source link to a concise summary and a clear term explanation.
An indexed code knowledge graph for development tools.
Open source ↗This project provides a code knowledge graph for development tools, helping AI-assisted tools work locally with fewer tokens and tool calls.
A data structure that represents the relationships between code, files, and components together.
Fixed sample content · the source link belongs to the related report item.
What could your report look like?
Choose an example topic and time to preview how current catalog entries could appear in your report. This section does not create a live schedule.
A few entries from the day
Loading real catalog entries…
This is a preview only. The selections change which real catalog entries appear; personal time and topic preferences are not enabled today and are planned for early access.
Join the early access list for invitation and launch updates ↗What can you discover today?
Filter real projects from the TreScout catalog by topic. Each card opens detailed source and usage notes.
Loading current discoveries…
Everything you need, at a single glance.
“I could ask AI manually,” you might say, but…
Simple. Fast. At your pace.
Flexible Scheduling WITH EARLY ACCESS
Pick whatever delivery hour fits your morning routine. Read whenever you are ready.
PDF Report
Formatted, archivable, clean. Download it to your vault, or read directly from email.
Tech Terms Glossary
Technical terms mentioned in digests are defined clearly at the end of each report. Stay ahead of fast-moving tech.
Topic Filters
AI, Web, Mobile, DevOps · receive digests strictly tailored to your interests.
Deduplicated Reports LIVE
A repo that already appeared in a report will not appear again, even if it stays trending. Only fresh finds and major updates come through. See today's fresh-only report →
Historical Vault
Newly subscribed? Catch up on historical trend archives from day one.
Not just tech.
TreScout starts with software engineering, but the underlying multi-agent engine scales to any fast-moving field: medical journals, legal updates, market regulations, and industry news.
Medicine
New clinical trials, guideline updates, FDA approvals, and medical breakthroughs.
Academia
ArXiv paper surges, citation bursts, conference proceedings, research glossaries.
Law
Legislative changes, court rulings, compliance and regulatory updates.
SMB / Enterprise
Industry trends, competitor news, tax and trade regulation updates.
Another field
A fast-moving field not shown here? Help us choose the sources…
Have a domain suggestion? Drop us an email. Tell us what sources you track daily; your domain expertise helps us build tailored radars faster.
Delivered at your hour. Perfect for morning coffee.
Early access list is open. Be the first to get notified at launch.