Before building CoinLens, my monthly research stack looked like this: a charting subscription, a portfolio tracker, a tax tool, an on-chain screener, and a macro data terminal. Five logins, five bills, zero of them talking to each other.

The real problem wasn't lack of data — it was that crypto and stocks live in separate worlds on every platform, even though they're increasingly correlated (BTC now tracks Nasdaq liquidity cycles more than most traders want to admit).

So the build thesis was simple: one place for live prices across both asset classes, statistical price ranges (not just "up or down" indicators), portfolio + tax tracking that doesn't require a CPA to interpret, and DEX safety screening before you ape into anything new.

If you're still stitching together a research stack from 5 different tabs, curious what's missing from a consolidated approach — genuinely want to know what would make you switch.

Most "rug pull checkers" just look at liquidity lock and call it a day. That misses most of the actual scams.

Here's what we screen for before anyone touches a new token:

1. Mint authority not revoked — if the dev can still print supply, your bag can be diluted to zero overnight.

2. Top 10 holder concentration — anything above ~40% outside of LP is a coordinated dump waiting to happen.

3. LP lock duration vs. hype cycle — a 7-day lock on a token pumping on a 3-month narrative is a tell.

4. Multi-DEX price divergence — if a token trades meaningfully differently across pools, someone's arbing you or the pool is thin enough to manipulate.

5. Contract ownership renounced ≠ safe — renounced ownership with a proxy contract underneath is one of the most common tricks right now.

None of these alone is disqualifying. Together, they're the difference between a 100x and a total wipeout. Happy to answer questions on any of these.

Spent the last few months building a research tool for crypto + stocks, and the thing that kept coming up from every trader I talked to: everyone's tired of hype-driven price targets. "BTC to $200k by Christmas" tells you nothing about risk.

What actually works better: statistically-calculated price ranges based on historical volatility. Instead of a single number, you get a realistic band of where an asset is likely to trade given its recent behavior. It's less exciting on a thumbnail, but it's the difference between planning a position and gambling on a vibe.

The other pattern I noticed: most traders are running 5 different tools to piece together one picture — a price tracker, a charting tool, a DEX scanner for new tokens, a separate app for stocks, and a spreadsheet for taxes. None of them talk to each other, so you're mentally stitching together your own risk picture every time you trade.

Built CoinLens to fix both problems in one place — statistical price ranges, portfolio + tax tracking, DEX safety screening, and unified crypto/stock data. If you're juggling tabs like this, worth a look: link in the store below. Happy to answer questions on the approach either way.