Docs

Blog

Technical papers, product updates, and press releases from the ModelPiper team.

Install Ollama on Mac: Setup Guide and the One-App Alternative

Step-by-step guide to install and configure Ollama on Mac — then discover ToolPiper, the one-app alternative with built-in inference, voice, vision, and 41 MCP tools.

Install MLX-Audio on Mac: Python TTS and the Zero-Code Alternative

How to install and use MLX-Audio for local text-to-speech on Mac — then discover ToolPiper, which bundles the same models in a native app with zero Python required.

AX-Native Browser Automation: Why We Built Our Own CDP Engine

How ToolPiper's accessibility-tree-first approach to browser automation enables AI-powered test generation that works with any model provider — not just MCP-aware clients.

Building 41 MCP Tools in Swift: Architecture of a Unified Local AI Server

How ToolPiper became the first MCP server to unify LLM inference, TTS, STT, embeddings, OCR, vision, browser automation, and RAG behind a single install — all in native Swift.

How We Achieved 44 FPS Video Upscale on Apple Neural Engine

A deep dive into PiperSR's double-buffered ANE+Metal pipeline that upscales 360p video to 720p at 44.4 FPS — 1.5x realtime on Apple Silicon.

Pose Estimation and Mocap on Mac: Skeleton Tracking Without the Cloud

Detect human poses, track skeletons, and stream motion capture data in real time — all running on your Mac's Neural Engine. No cloud, no markers, no special hardware.

Local Video Upscale on Mac: 2x Resolution at Realtime Speed

Upscale video from 360p to 720p at 44 FPS on your Mac's Neural Engine — no cloud upload, no watermark, audio preserved automatically.

Local RAG Chat on Mac: Ask Your Documents, Keep Your Data

Index your files and ask questions about them using local AI — retrieval-augmented generation running entirely on your Mac, no documents uploaded anywhere.

Local Image Upscale on Mac: 4x Resolution Without the Cloud

Upscale photos and screenshots 2x or 4x on your Mac using CoreML super-resolution models — no upload, no API, no quality loss from compression.

Deep Reasoning on Mac: Complex Problem-Solving Without the Cloud

Reasoning models think step by step before answering. Now they run locally on your Mac — private, free per query, with full chain-of-thought transparency.

Image Narration on Mac: AI Describes What It Sees and Reads It Aloud

Drop an image into ModelPiper — a vision model describes what's in it, then text-to-speech reads the description aloud. All on-device, all private.

Local Document OCR on Mac: Extract Text Without Uploading Anything

Extract text from scanned documents, photos, and screenshots using Apple Vision OCR — on-device, fast, and private. No cloud upload required.

Screen Q&A on Mac: Ask AI About Anything on Your Screen

Select any region of your screen, ask a question, get an answer — all locally. VisionPiper captures your screen and feeds it to a vision model running on your Mac.

Voice Cloning on Mac: Replicate Any Voice, Entirely Local

Clone any voice from a short audio sample, entirely on your Mac — no biometric data uploaded anywhere. Voice is too sensitive for the cloud.

Live Translation on Mac: Speak One Language, Hear Another

Real-time speech translation running entirely on your Mac — speak English, hear Portuguese. No cloud, no Google Translate, no data leaving your machine.

Transcribe and Summarize on Mac: Audio In, Key Points Out

Drop a meeting recording into ModelPiper and get a structured summary — decisions, action items, key points — without uploading confidential audio to any cloud service.

Voice Chat on Mac: Talk to AI Locally, Hear It Respond

A full voice conversation with AI — speech-to-text, language model, text-to-speech — running entirely on your Mac. No cloud, no latency, no data leaving your machine.

Local Text to Speech on Mac: AI Voices Without the Cloud

Modern AI text-to-speech voices sound human — and they run locally on your Mac's GPU. No cloud service ever sees your text. Here's how to use it.

Local Voice Transcription on Mac: Meeting Notes Without the Cloud

Transcribe meetings, lectures, and voice memos on your Mac with Whisper-class accuracy — entirely offline, with no audio uploaded to any server.

Private Local Chat on Mac: ChatGPT Without the Cloud

Run a private AI chatbot entirely on your Mac — no data leaves your machine, no API keys, no internet required. Here's how local LLM chat actually works on Apple Silicon.

Local-First AI on macOS: Why Your Data Should Never Leave Your Machine

Your Mac has dedicated AI hardware built in. Here's why local-first AI matters — privacy by architecture, zero API costs, no rate limits — and how ModelPiper makes it practical.