Guides & engineering notes

WhatsApp for AI agents and phone systems

Step-by-step guides to connect WhatsApp to Claude, ChatGPT, Cursor, Grok and your PBX, plus the engineering behind it: SIP bridging, the MLow voice codec, webhooks and per-number egress.

The MLow codec in pure Go — a clean-room encoder and decoder for Meta's low-bitrate voice codec. WhatsMCP Engineering.
Audio Codecs Sep 11, 2026 · 13 min read

Rebuilding MLow: WhatsApp's Voice Codec in Pure Go

How we built a clean-room, pure-Go encoder and decoder for MLow — Meta's low-bitrate codec behind billions of WhatsApp, Messenger and Instagram calls: the hybrid SILK/CELT structure, reverse-engineering it against the live library, and frame-exact validation.

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Per-account egress in WhatsMCP — give every WhatsApp number its own exit IP via WireGuard or SOCKS5.
Infrastructure Sep 11, 2026 · 6 min read

Per-Account Egress: SOCKS5 & WireGuard for WhatsApp

Why every WhatsApp number should have its own exit IP, and how to set per-account egress in WhatsMCP — Direct, WireGuard or SOCKS5 — with screenshots and operating tips for keeping a fleet of numbers healthy.

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Schematic diagram of traffic from a column of nodes converging through a shared egress gateway, in the Terminal Noir style.
Infrastructure Sep 19, 2024 · 12 min read

Anti-Block Safeguards: Rate Limiting & Egress IP Rotation

An inside look at our proxy layer, fingerprint emulation, and distributed egress management designed to mimic official client traffic profiles.

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