[FEATURE] Turboquantum compressor for Snapdragon Adreno

Preflight Checklist

• [x] I have searched existing requests and this feature hasn't been requested yet
• [x] This is a single feature request (not multiple features)

Problem Statement

I built TurboQuant Compressor, a small open-source MCP server that runs from Termux.

Repo:
https://github.com/kosoymiki/turboquant-compressor

Attribution: this is an AI-assisted / vibe-coded project, so I am using the vibe code flair.

What it does in Termux:

• runs as a local stdio MCP server
• compressed vector search
• context-pack retrieval
• cache/KV analysis
• OpenCL / Adreno probe tools

Quick test:

pkg install nodejs git
git clone https://github.com/kosoymiki/turboquant-compressor.git
cd turboquant-compressor
npm install
npm run build
npm run smoke:stdio

Raw bench:
https://raw.githubusercontent.com/kosoymiki/turboquant-compressor/main/bench/results/open-test-local-20260514-233707.json

Current public result: 5.88x compression, Recall@5 0.92.

I mainly want Termux failure reports: device model, Android version, Node version, and smoke output.

Proposed Solution

I developed this in Termux and only for it, and even built a custom driver. The 8 billion model consumes 4 times less. Please, make mobile Claude code. Create a native package in Termux. With this compressor, it consumes 2 times less resources only on the native driver. In theory, the same applies to Mali. Please create a native Claude code for Termux. Codex has released its agent for smartphones.

Alternative Solutions

_No response_

Priority

High - Significant impact on productivity

Feature Category

MCP server integration

Use Case Example

https://github.com/kosoymiki/turboquant-compressor/blob/main/bench%2Fresults%2Fopen-test-local-20260514-233707.json

Additional Context

Looking for a job