I Built a Search Engine for Everything I Save From the Internet

I used to save everything. Articles from Hacker News. YouTube videos about system design. Twitter threads about startup metrics. Instagram carousels about design patterns. Reddit discussions about productivity systems.

I was a prolific saver. I was a terrible retriever.

After years of cycling through bookmark managers, read-it-later apps, Notion databases, and platform-native save features, I noticed something. The problem was never saving. The problem was finding and using what I saved.

That realization became Keepme — an AI-powered content workspace that reads, organizes, and surfaces everything you save from the internet.

The Problem I Kept Running Into

Here is a scenario that happened to me at least once a week:

I am in a meeting, and someone mentions a concept I know I saved an article about. I open my bookmarks. 400 entries. I search by keyword. Nothing relevant comes up because the page title does not match the concept I am looking for. I try Notion. The database I set up three months ago has not been maintained since week two. I give up. The information exists somewhere in my digital life, and I cannot find it.

The frustration is not the missing content. It is knowing that you did the work of saving it, and you still cannot use it.

What Existing Tools Got Wrong

I spent time analyzing why each tool I tried eventually failed me:

Browser bookmarks

Store a URL and a page title. No context about what is inside the link. After 100 bookmarks, the list becomes unsearchable noise.

Pocket

Great for articles. Useless for videos, social content, and anything that is not long-form text. The archive grows faster than I can read, and there is no mechanism to surface the right content at the right time.

Notion databases

Powerful in theory. In practice, maintaining a personal content database requires the discipline of a librarian. The system decays the moment you stop manually tagging and organizing.

Platform saves (Instagram Saved, YouTube Watch Later)

Siloed by platform. I cannot search across my Instagram saves and YouTube saves simultaneously. My knowledge is fragmented across five different apps.

The Insight

The breakthrough was simple once I saw it:

What if the tool could read what you save — the way you would read it — and remember it for you?

Google indexes the entire web. I needed something that indexes my corner of the web — the articles, videos, threads, and posts that I personally chose to save, because they mattered to me.

Not a bookmark manager. Not a read-it-later queue. A personal search engine for saved content.

What Keepme Actually Does

Keepme is the product that came out of this problem. Here is how it works:

1. Save from anywhere

Share a link from any app on your phone — Instagram, Safari, Chrome, YouTube, X, Reddit — directly to Keepme. If you can share it, you can save it. No copy-pasting URLs. No switching between apps to add something to a database.

2. AI reads and summarizes instantly

The moment content lands in Keepme, AI processes it. For articles, it extracts key takeaways and a crisp summary. For videos, it identifies the core topics. For threads, it synthesizes the argument.

The result: you always know what you saved and why it matters, without opening the original link.

3. Automatic categorization

Keepme tags and categorizes every save automatically. No manual filing. It understands that a saved post about "CAC payback periods" belongs in your startup and finance category, even if you never created that category yourself.

4. Search across everything

Type what you vaguely remember. A topic. A concept. A source. A feeling about what the content was about. Keepme searches across all your saves — articles, videos, tweets, reels, notes — and finds it.

This is the personal search engine part. You do not need to remember where you saved something or what it was titled. You describe what you are looking for, and Keepme finds it.

5. Smart surfacing

This is the part that separates Keepme from storage tools. Keepme learns your current interests and context, then actively surfaces relevant saved content at the right time.

You saved an article about pricing strategies four months ago. You start saving content about launching a SaaS product this week. Keepme connects the dots and surfaces that pricing article in your daily digest — because it is relevant to what you are working on now.

The Technical Approach

Building a personal search engine for heterogeneous content (articles, social posts, videos, images) required solving a few hard problems:

• Content extraction: Different platforms serve content differently. YouTube has transcripts, articles have body text, Instagram has captions and visual content, tweets have threads. Keepme normalizes all of these into a unified content representation.
• Summarization at ingest time: Processing happens when content is saved, not when it is searched. This means every save is pre-processed and ready for instant retrieval.
• Cross-content search: Traditional keyword search fails when content comes in different formats. A video about machine learning and an article about machine learning need to show up in the same search result.
• Context-aware ranking: When surfacing content, recency alone is not enough. Keepme considers your recent saves, your reading patterns, and the topic clusters you are currently engaged with.

What Surprised Me

Three things I did not expect when building Keepme:

People save far more than they realize. When users started testing Keepme, most were shocked by the volume. "I saved 80 things last month?" Yes. Because saving is frictionless on every platform. The problem is downstream.

Summaries change saving behavior. When you can see a summary of everything you saved, you start saving more intentionally. You also stop saving duplicates, because you can see that you already have two articles about the same topic.

The daily digest is the most-used feature. People expected search to be the primary use case. It turns out the passive surfacing — "here is what you should revisit today" — is what keeps people engaged. They do not have to remember to search. Keepme brings relevant content to them.

The Category I Am Building

Keepme is not a bookmark manager. Bookmark managers store links. Keepme reads, understands, organizes, and surfaces your saved content — so you actually use it.

The category is closer to a personal content workspace or a second brain for your digital life. The difference from existing second-brain tools is that Keepme does the work for you. There is no manual organization. No databases to maintain. No tagging systems to set up.

You save. Keepme does the rest.

What Is Next

Keepme is currently in early access. The mobile app is available for both iOS and Android. The core features — AI summaries, smart reminders, instant search, and automatic organization — are live.

If you have ever felt the frustration of knowing you saved something and not being able to find it, join the waitlist and be among the first to try Keepme.

The internet gives you more content than you can possibly consume. The least your tools can do is help you use the parts you chose to keep.