local-ai

PolyStrata

Name: PolyStrata
Author: VecSzn

Run large AI models on your own PC: Qwen3.8-Flash-Next on Strata's engine, and GLM 5.3 Flash, DeepSeek V4 Flash, LFM2.5, Qwen3.6, Ornith 1.5, Gemma 4, Tiel Coder and MiniCPM-V on a second engine written for PolyStrata. One-click install for Windows and Linux, OpenAI/Anthropic API on localhost.

360 stars+65★ this week (early data)64 forksC++Updated 10/21/2026100% free · open source

About this skill

Run large AI models on your own PC: Qwen3.8-Flash-Next on Strata's engine, and GLM 5.3 Flash, DeepSeek V4 Flash, LFM2.5, Qwen3.6, Ornith 1.5, Gemma 4, Tiel Coder and MiniCPM-V on a second engine written for PolyStrata. One-click install for Windows and Linux, OpenAI/Anthropic API on localhost.

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/polystrata && curl -fsSL https://workflowstacks.com/api/skills/polystrata/claude-skill -o ~/.claude/skills/polystrata/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How PolyStrata works

Codeflow

Free to inspect

PolyStrata is a very large C++ project (~392k lines across 1097 code files, plus 96 test files). It is a full software project: use it through its install path rather than reading it end to end. Last commit this month, MIT license, has a test suite.

Size

Very large codebase

~392k lines · 1097 code files · days to read — use, don't read

Setup

Developer setup

A real software project. Use it via its install path; don't expect to read it all.

Runs on

Python · Docker

No API keys detected

C++ 62%Python 22%Cuda 13%Metal 1%CMake 1%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
AGENTS.md
The instructions the AI actually follows
3
serve/server.py
Where the program starts running
4
requirements.txt
Dependencies and the commands it exposes
5
src/poly/main.cpp
Inside src/ — the main logic begins here

What's in each folder

src/Core code — the actual logic294 files

docs/Documentation78 files

bench/Folder2247 files

sycl/Folder237 files

tools/Helper scripts202 files

include/Folder150 files

serve/Folder94 files

metal/Folder89 files

READMEHas testsDocumentedNo CIDocker readyMIT licenseUpdated this month

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/polystrata && curl -fsSL https://workflowstacks.com/api/skills/polystrata/claude-skill -o ~/.claude/skills/polystrata/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

VecSzn

Language

C++