@pejman mean_rev_v3 +47.2%·@zoltan ko_pep_pairs +23.8%·@quantbob sector_rotation +31.5%·@neuralalpha earnings_drift +38.4%·@congresstrade pelosi_replay +28.1%·@vix_hunter short_vol_carry +12.4%·@neuralalpha post_earn_drift +15.3%·@quantbob carry_fx +6.8%·
IDEA → BACKTEST → LIVE TRADING// NO CODE NEEDED

Got a trading idea?
Say it in plain English.
AI codes it, backtests it,
and trades it FOR REAL.

You don't need to know Python. You don't need a finance degree. Describe your idea the way you'd say it to a friend — we test it against 20 years of real market data, and when you're ready, connect your broker and let it trade live.

// EXAMPLE PROMPTS
Buy Apple every time it drops 5% in a weekCopy Nancy Pelosi's tradesBuy the market when everyone panics (VIX > 30)Sell in May, buy back in October
ziplime.limex.com / main.pyclaude-4.6 ▾● LIVE
YOU
AI
aapl · 2014–2024
strategyS&P 500
1y return
+47.2%
vs +18.4%
sharpe
1.84
net of fees
max dd
-12.4%
14 days
trades
38
62% win
// who it's for

YOU HAVE TRADING IDEAS.
THAT'S ENOUGH TO START.

If you've ever thought "I wonder if that would actually work" — this is where you find out.

Curious traders

You trade on gut feeling.
Time to check the gut.

You buy dips, follow news, maybe copy ideas from Twitter. Some trades work, some don't — and you honestly can't tell if you're good or lucky.

// what changes
Type any idea in plain English — "buy Tesla after every earnings drop" — and see how it would have performed over 20 years. Your first backtest takes about a minute. No code, no setup, free.
Manual traders

Your system works.
You just can't prove it.

Your rules live in your head, a spreadsheet, or a checklist — not in code. You can't test them. You don't know if the last three years were skill or luck.

// what changes
Describe your logic in plain English. The AI turns it into code, runs it against 20 years of professional data, and shows you every trade on a chart — no coding required.
Quants & algo traders

You kept growing.
Your tools didn't.

PineScript hit its ceiling. ChatGPT writes code that doesn't understand look-ahead bias. You're copy-pasting between four tools every time you want to test one idea.

// what changes
One environment: Python IDE, the LLM of your choice — Claude, GPT, Gemini, DeepSeek — a backtesting engine, and a visual debugger. The whole research loop in one place.
// strategy showcase

REAL PROMPTS.
REAL CODE.
REAL RESULTS.

Every one of these started as a single sentence typed in chat — some by people who can't code at all. Click through to see the prompt, the code the AI wrote, and the results. Remix any of them.

main.py
stratS&P
// no backtest data yet
1y return
sharpe
max dd
win rate
alpha
beta
// what you get

IDEA IN.
REAL TRADES OUT.

Honest data, the AI of your choice doing the technical work, and a one-click path from backtest to live trading.

01Trusted backtesting
Answers
you can trust.

We test your idea against 20 years of market history, exactly as it looked on each day — no peeking into the future, no forgetting the stocks that went bust. If the result looks good, it's because the idea was good.

02Your AI, your choice
Pick the AI that
codes for you.

Run your strategies on whichever model you trust — Claude, GPT, Gemini, DeepSeek. It writes the code, picks the right data, and avoids the classic mistakes that make beginner backtests lie. You talk strategy — it handles the math.

03One click to live
From test to real
money — instantly.

The strategy you backtested is the exact same code that trades live. One click flips it from history to your real broker account — no rewriting, no re-testing, no surprises.

// start easy, go deep

START BY CHATTING.
GO AS DEEP AS YOU WANT.

The platform has three gears. Most people start in first — and nobody has hit the ceiling of third yet.

01Chat
Talk your way
to a backtest.

Describe ideas in plain English, and the AI builds, tests, and refines them with you. This is where everyone starts — and honestly, where the first limit shows up: the chat is only as good as the ideas in your head. Sooner or later, you'll test them all.

YOU
long top 5 stocks by 1m momentum
AI
Got it. Universe = S&P 500, ranking by 21-day return, monthly rebalance.
YOU
add an 8% stop-loss per position
AI
Done — added a per-position stop at -8%. Re-running the backtest now.
def rebalance(ctx, data):
    mom = pct_change(data, 21)
    top5 = mom.nlargest(5)
    for s in top5:
        order_target_pct(s, 0.2)
        set_stop_loss(s, 0.08)
02Blocks
Run out of ideas?
Browse for new ones.

A visual library of ready-made building blocks — indicators, risk controls, entry and exit rules, instruments. Scroll through it like a catalog, snap pieces together in the interface, and discover combinations you'd never have typed into a chat. Still no code.

UNIVERSE
S&P 500
503 names
INDICATOR
RSI(14) + MA(200)
2 of 200+
RISK
Max 5% / position
stop-loss -8%
ORDER
Buy market
on signal
200+ indicators30+ risk controls40+ universes15+ order types
03Code
Full Python.
Zero limits.

Open the IDE and write classic Zipline-style Python — the same workflow quants have used since Quantopian. Every parameter, every edge case, every custom idea is yours to build.

Explore docs →
from zipline.api import *from ziplime.factors import piotroskiimport torch def initialize(ctx):    ctx.model = torch.load("my_lstm.pt")    schedule(rebalance, every_day()) def rebalance(ctx, data):    f = piotroski.latest()    pred = ctx.model(f.values)    longs = pred.argsort()[-10:]     for a in longs:        order_target_pct(a, 0.1)

The levels aren't a ladder you're forced to climb. Mix them: rough out an idea in chat, enrich it with blocks, fine-tune it in code. The platform meets you where you are — and doesn't run out of room when you grow.

// heritage

THE ENGINE
THE PROS
TRUSTED.

Never heard of Quantopian? It was the platform where a generation of quants learned to trade, until it shut down in 2020. Its engine, Zipline, was the gold standard for honest backtesting — and we kept it alive.

We adopted Zipline, kept it open source, and rebuilt everything around it: institutional data, AI, and live brokers. If you were on Quantopian — same engine, better everything. If you weren't — you're getting the tool the professionals grew up on, minus the learning curve.

Today the engine keeps moving forward under the ZipLime name — same lineage, actively maintained. We ship upgrades to the core regularly, and the whole thing stays open source. Curious how the backtester actually works under the hood? We record ZipLimeTech, a video series walking through the internals, in public.

Zipline — open-sourced 2012 · adopted by Limex 2024 · evolving as ZipLime

// data stack

GOOD ANSWERS NEED
GOOD DATA.

Free data from Yahoo quietly lies to you — it knows the future and forgets the losers. We buy the same feeds hedge funds buy, so your results mean something.

// PRICE DATA
OneTick
The price history
hedge funds use —
accurate to the tick.
The same time-series database HFT shops and tier-1 banks run on. Tick-level history, no lookahead, properly adjusted for splits and dividends.
20Y+point-in-time history
// FUNDAMENTAL FACTORS
boosted.ai
15 factors, every ticker,
50,000+ signals
a day.
boosted.ai tracks 15 core fundamental factors on every stock we cover — that's 50,000+ point-in-time signals a day, no peeking. We also pull their daily index composition data, so your universes match what the index actually held on any given day.
50K+fundamental signals a day
// ALT-DATA
Congress Trades
Every politician's trade,
machine-read within a
minute of filing.
We parse the official Periodic Transaction Reports ourselves. AI reads every filing the moment it drops, normalizes it, and ships it to your strategy.
<60sfiling → platform latency
// how it works

FROM A SENTENCE TO
REAL TRADES IN FOUR MOVES.

Test it — watch it trade with fake money — go live when you're ready. Each step is one click, and you can stop at any of them.

01
describe
Tell the AI your idea in plain words. "Buy X when Y happens." That's it — no code required.
02
backtest
It writes the code and tests it against 20 years of professional data. Results in seconds.
03
paper
One click and your strategy trades with fake money on live markets. Watch it for a week or a month — zero risk.
04
live
When (and only when) you're ready: connect the broker you already use through SnapTrade — Interactive Brokers, Robinhood, Schwab, Alpaca and dozens more — and the same code trades for real.
// questions people actually ask

BEFORE YOU ASK.
ANSWERED.

Straight answers — not the ones marketing wishes you'd ask.

How much does this cost?

Start on Free — no card required. It includes a limited number of backtest runs and a usage limit on the AI models (with a starter set of LLMs available). Pro and Max raise those limits and unlock the full model lineup — including the heavyweight models for code generation. See exact limits on Pricing →

Where does my algorithm run? Do I need to keep my computer on?

No. Everything — backtests, paper trading, and live strategies — runs in our cloud on AWS. Close your laptop, go to sleep; your strategy keeps watching the market 24/7. You get notifications when it trades.

Do you hold my money?

Never. Your money stays at your broker — we never touch it. The platform connects to your brokerage account through SnapTrade and sends orders on your strategy's behalf. You can pause or disconnect any strategy in one click, any time.

What is strategy optimization?

Say your idea is "buy when RSI < 30." Why 30? Why not 25 or 35? Optimization runs your strategy across a whole grid of parameter values and shows which ranges hold up — across different market regimes, not just overall. The goal isn't to find one magic number (that's how you overfit) — it's to see whether your idea is robust or fragile.

How do you make sure a strategy isn't just overfit to the past?

Chasing one perfect 20-year curve is a trap. Markets change character: the calm grind of 2017, the COVID crash, the 2022 rate shock, the AI rally — each is a different regime, and a strategy that shines in one can bleed in another. Tweak an idea until the whole curve looks perfect, and you've usually just built something that only works on the past.

So instead of one 20-year number, we give you a ready list of named market regimes — calm bull runs, crashes, rate shocks, meme-stock manias — and let you run your strategy against the ones that matter. You choose what to test; we make sure you're testing regimes that actually happened, not just the overall average.

Version control keeps you honest along the way. Every run gets a version, nothing is quietly deleted, and each tweak shows what it changed regime by regime — so you always know whether you improved the strategy or just repainted history.

REGIMEPERIODRETURNSHARPE
Low-vol bull2016–2019+34.2%1.92
COVID crashFeb–Apr 2020-6.8%-0.84
Recovery rally2020–2021+51.4%2.31
Rate-hike bear2022-13.9%-0.62
AI-led bull2023–2025+38.1%1.58
VERSIONCOMMENTSRCHANGED BY REGIME
v1.0.0initial: rsi<30, ma200 gate1.42baseline
v1.0.1tweaked rsi threshold <351.51bull ↑ · bear ↓
v2.0.0added earnings-date filter1.842022 bear: -13.9% → -3.1%
Do I need to know how to code?

No. Chat and the block library cover most of what you'll ever want to test. Python is there when you outgrow them — and the AI will happily explain any line of code it writes.

The backtest showed a profit — will I actually make money?

Honest answer: not necessarily. A backtest shows how an idea would have performed — it's the best filter we know, but the future isn't the past, and trading always carries risk of loss. That's exactly why the path here goes backtest → paper trading → live, and why results are broken down by market regime. Never trade money you can't afford to lose.

How safe is connecting my broker?

The broker connection goes through SnapTrade using the broker's official authorization — you log in on your broker's own page, and we never see or store your brokerage password. Trading permissions are limited to placing orders; withdrawals to third parties aren't possible through the connection.

Who owns my strategies?

You. Strategies are private by default — your code, your ideas, your edge. Nobody sees them unless you share them.

GOT AN IDEA? // TYPE IT HERE.

Free to start · No card · No code · First result in about a minute
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