The engine behind algorithmic trading strategies.
Generate. Backtest. Sieve. Execute.
Build your own automated trading system, develop thousands of strategies and score them with our predictive sieve model without wasting resources on countless backtests, and run them with deterministic execution and built in guardrails, all behind one API key.
Mangrove API
Strategy Generation
Risk Management
Deterministic Execution
$ pip install mangroveai $ export MANGROVE_API_KEY=sk_live_… from mangroveai import Mangrove mg = Mangrove() # describe a thesis in plain language s = mg.generate("momentum breakout on AVAX") # ~30ms ML pre-flight before you spend compute mg.sieve(s) { "winning": 0.6977 } ← worth your time
Trade your Kraken account: two ways to connect.
Kraken Connect
OAuth, ephemeral keys.
Link your account with OAuth; Mangrove mints ephemeral, scoped keys and never holds a static credential.
Bring your own key
Client-side signing.
Your API key stays on your machine, signs client-side, and talks straight to Kraken.
Developer tools
mangrove-agent
Production-ready AI trading agent designed to use the Mangrove API and MCP servers. Clone, set your key, deploy.
mangroveai
Python SDK for strategies, signals, backtesting, and market data.
pip install mangroveai
mangrovemarkets
DEX aggregation, wallet, and portfolio SDK for agents.
pip install mangrovemarkets
Join the community on Discord
Get help, share strategies, and shape the roadmap.
From idea to live execution, one pipeline.
Mangrove is not a data bundle with a strategy layer bolted on. The engine is the product. Every step, from generation to execution, is exposed through the same API. And underneath it all: build, test, and operate with a developer-first workflow: AI copilot guidance, integrated knowledge and sentiment tooling, and a selective data access model built for development teams.
01
Generate
Describe a thesis in plain language and the AI copilot assembles a valid strategy, with entries, exits and parameters, from a deep library of signals, indicators, and candlestick patterns.
Natural language to strategy
Copilot-guided iteration
223 signals · 99 indicators · 27 patterns
02
Backtest
Run each candidate across millions of historical bars. Backtests are metered by the candlesticks they process, so a daily-bar scan and a three-year five-minute deep-dive are priced by what they actually compute.
Millions of historical bars
Metered by candlesticks, not runs
Any timeframe, any asset
03
Sieve
Before you spend compute, the Sieve pre-flights every strategy. Trained on over 1.24M strategies, it predicts which ones are worth running and which are noise. 5 out of 6 fail a backtest.
ML pre-flight in ~30 ms
Trained on 1.24M+ strategies
Skip strategies that will not trade
04
Execute
Promote a proven strategy to deterministic execution with built-in risk controls, so live behavior tracks the backtest instead of drifting away from it.
Deterministic, reproducible execution
Built-in risk controls
Backtest-to-live consistency
Sift the strategies. Skip the noise.
The pre-flight check for every backtest.
5 out of 6 strategies fail a backtest. The Mangrove sieve is trained on a dataset of over 1.24M strategies and lets you know which ones are worth your time, and which ones aren’t.
$ curl -X POST https://api.mangrovedeveloper.ai/api/v1/oracle/sieve/score \ -H "Authorization: Bearer $TOKEN" \ -d '{"strategies": [{ "asset": "AVAX", "entry": [ {"name": "bb_upper_breakout", "signal_type": "TRIGGER", "params": {"window": 95}} ], "exit": [{"name": "macd_bearish_cross", ...}] }]}' ← 200 OK · 30 ms { "predictions": [{ "binary": {"p_trades": 0.9999, "p_no_trades": 0.0000}, "four_class": { "losing": 0.2426, "no_trades": 0.0000, "wash": 0.0596, "winning": 0.6977 ← worth your time } }], "model_version": "mangrove-sieve:0b9a2da0d827" }
Built for teams shipping production-grade algorithmic trading infrastructure.
Trading Infrastructure Teams
Build API-driven strategy workflows, backtesting pipelines, and deployment guardrails.
Quant and Research Teams
Combine sentiment, event, and market signals to test hypotheses and improve system quality.
Advisors and Multi-Account Operators
Standardize strategy controls and reporting across multiple accounts and mandates.
Enterprise Product Builders
Integrate bespoke data and execution flows with governance and support requirements.
Purpose-built infrastructure for autonomous AI agents in algorithmic trading.
1
Autonomous Strategy Research
AI agents can independently research market conditions, analyze historical data, and propose strategy modifications without human intervention.
- RAG-powered knowledge base
- Real-time market data access
- Automated signal discovery
2
Multi-Agent Collaboration
Multiple AI agents can work together, sharing context and coordinating actions across strategy development, backtesting, and optimization.
- Shared conversation context
- Parallel backtesting
- Collaborative optimization
3
Context-Aware Decision Making
Agents maintain full context across sessions, remembering past strategies, user preferences, and performance metrics for intelligent recommendations.
- Persistent conversation history
- Strategy versioning
- Performance tracking
A production-ready trading agent.
Skip the boilerplate. mangrove-agent is a deployable AI trading bot: FastAPI + MCP, ready for GCP Cloud Run. Clone it, set your API key, and you have an agent wired to the full strategy engine.
$ git clone github.com/MangroveTechnologies/mangrove-agent $ cd mangrove-agent $ export MANGROVE_API_KEY=sk_live_… $ make deploy # FastAPI + MCP → GCP Cloud Run ✓ agent live · wired to the strategy engine
10+
Data Sources
15+
Blockchains
30+
Models
100%
API-First
The engine runs on premium feeds.
Licensed on your own, their Pro tiers stack up fast.
| CoinGecko Analyst | $129 / mo |
| CoinMarketCap Standard | $299 / mo |
| DeFiLlama Pro | $300 / mo |
| Nansen Pro | $69 / mo |
| Whale Alert | $30 / mo |
| Stacked total | $827 / mo |
With Mangrove Pro
$29.99/ month
Unified access to every one of them, about $797 / month saved, on top of the strategy engine itself.
Developer API pricing.
The developer API is its own subscription, separate from your Mangrove app subscription. Individual plans are for single users; team plans include seats and are billed at the organization level.
🎁 PROTRIAL. New paid subscribers get 14 days of free Pro with code PROTRIAL at checkout.
Pro
$29.99/mo
The developer API subscription, billed separately from your Mangrove app plan.
- 20 strategies
- Up to 500 backtests / month
- 500,000 tokens / month
- 1,200 API calls / month
- Full crypto data access
- DeFiLlama Pro analytics
- Social sentiment and news indicators
Team plans
Seats, shared quotas, and organization-level billing for quant desks and product teams. Full team pricing is coming soon. Talk to us about seats, volume, and enterprise needs in the meantime.
One subscription. One API key. One Mangrove.
Generate, backtest, sieve, and execute strategies, all behind a single key.