How to Build a Trading Bot from Scratch
A practical step-by-step architecture for building a trading bot without tying strategy logic to one broker or hosting provider.
A technical knowledge base for building, hosting, connecting, testing and monitoring bots with MetaTrader 4/5, AI coding tools, TradingView, Cloudflare Workers, VPS hosting, JSON and broker APIs.

A practical step-by-step architecture for building a trading bot without tying strategy logic to one broker or hosting provider.
A practical MT4 vs MT5 comparison for Expert Advisors, testing, Python integration, VPS hosting and long-term bot development.
A current guide to TradingView AI Chart Copilot, alert management, chart analysis and how it fits into a webhook bot architecture.
Reusable prompt templates for planning, coding, reviewing and debugging bots without asking an AI model to guess missing requirements.
A practical Cloudflare Worker webhook receiver with JSON validation, a dedicated secret, fast responses and backend forwarding.
When MT4/MT5 bots need a running PC, when MetaTrader VPS is enough, and when a separate Windows VPS is the better choice.
You do not need to understand every platform at once. Start with how data moves, then decide where the code should run, then add state, security and monitoring.
Use AI for planning, coding, reviews and debugging. Put production execution in a Worker, VPS, broker API service or MetaTrader EA with explicit state, risk checks and logs.
AI-assisted development
↓
reviewed source code
↓
Signal / JSON
↓
Validation / risk
↓
Execution adapter
↓
State + logs + health
Rejected orders, stale data, bad assumptions, compiler errors and server failures are normal parts of building automation. The guides use those failures as examples instead of hiding them.
The guides are informed by practical bot work: VPS deployment, SSH/SCP, broker integrations, historical-data checks, chart testing, logs, state databases and small execution tests. AI is used as a coding and drafting assistant, but the engineering lessons come from trying the systems and debugging what failed.

Review bundles, SSH/SCP transfers and operational debugging — not just architecture diagrams.

Historical periods were checked individually because incomplete data can invalidate a backtest.
Found a webhook fix, MT5 quirk, broker API limitation, VPS trick or bot failure worth documenting? Submit it for moderation. Approved contributions are published without requiring a personal profile.
Share a Community TipTechnical criticism and negative experiences are allowed when they describe what happened and what was tested. Spam, personal attacks, doxxing, unsupported accusations and promotional junk are not published.
Read the community guidelines →