Wallet Finder
Look a token up and see who bought it, or start from a wallet and see how it trades. Pick Metrics replay every entry against price history.
- By Token
- By Wallet
- Pick hit rate ≥2x
Know who is actually early — and who just says so.
A running terminal that scores on-chain wallets and signal callers from raw data — first-touch entries, 2x hit rates, confidence bounds — across four ecosystems.
SolanaRobinhood ChainBSCBase
—callers ranked · 30d
—first-touch calls classified · 30d
—tokens in the live feed
—tokens held by tracked wallets
—wallets Pick-analyzed
—large-buy alerts
| # | Caller | Calls | Win rate | Confidence |
|---|
Read from the public demo snapshot. Names and addresses are anonymized.
Modules
One terminal for wallets, callers and flow.
Caller Leaderboard
Every call is scored from the price when it was made, and confidence sits next to the win rate.
- First-touch scoring
- Wilson lower bound
Live Feed & Holdings
A realtime stream of calls next to what the wallets you track are holding right now.
- Realtime calls
- Holdings tracking
Alerts
A Telegram bot pushes a message when a tracked wallet or caller moves — no tab to keep open.
- Telegram bot
- Large buys
Multi-chain
The same scoring and views across the chains where early moves happen.
SOLRHBSCBASE
Open the demo
A read-only view of the app with an anonymized snapshot of real data.
Launch appIn plain words: first-touch means a call is judged from the price at the moment it was first posted — not the best price afterwards. The Wilson lower bound is a cautious win rate that shrinks when a caller has few calls, so a lucky streak can't top the board.
System
Figures from the running system.
63Telegram channels backfilled
287smart-money wallets watched in realtime
4chains: Solana, Robinhood, BSC, Base
5,500+automated tests
Internal system figures, rounded and anonymized. Not user counts or revenue.
Built with Claude
Developed by a team of parallel Claude Code sessions.
Many sessions, one coordinator
Built and operated with several Claude Code sessions working in parallel under a coordinating session — each on its own branch, with a brief and a definition of done. The founder sets direction and approves what ships.
Research & audit
Claude measures data sources, audits scoring logic and challenges assumptions before anything reaches production.
Tests as a habit
Every change ships with automated tests — over 5,500 and counting.
Contact
Questions, access, partnerships.
Kahan Tools is in active development. Try the read-only demo, or write to the founder.