cd /news/ai-tools/qector-bringing-a-15-back-end-rust-q… · home topics ai-tools article
[ARTICLE · art-103553] src=github.com ↗ pub= topic=ai-tools verified=true sentiment=· neutral

Qector: Bringing a 15-back end Rust quantum decoder to Claude Desktop

QECTOR, a quantum error correction decoding environment built on the qector-decoder-v3 core, has released an official integration for Claude Code and Claude Desktop, enabling fully offline, zero-egress quantum error correction research and engineering. The plugin includes 13 slash commands, 5 specialized agent personas, 28 domain skills, and two local MCP servers (qector-library with 8 tools and qector-bench with 29 tools), with strict mathematical verification and fail-closed design. The integration is available via GitHub and supports Windows, macOS, and Linux, requiring Python 3.10+ and qector-decoder-v3==1.0.0.

read2 min views1 publishedAug 19, 2026
Qector: Bringing a 15-back end Rust quantum decoder to Claude Desktop
Image: Michielbdejong (auto-discovered)

Professional Claude Code & Claude Desktop Integration

QECTOR is a high-performance, strictly verified quantum error correction engineering and research environment built for qector-decoder-v3

. By mathematically enforcing

This repository provides the official integration for Claude Code and Claude Desktop (Windows/macOS/Linux), completely offline with zero-egress security.

1. Clone and Install

git clone https://github.com/GuillaumeLessard/qector-claude-plugin.git
cd qector-claude-plugin
python -m pip install -r requirements.txt
python scripts/qector_runtime_check.py

2. Claude Desktop GUI Installer (Windows) Instantly registers QECTOR as a first-class Extension inside Claude Desktop Settings.

.\scripts\install_windows_connector.cmd

3. Claude Code Marketplace Integration

claude plugin marketplace add GuillaumeLessard/qector-claude-plugin
claude plugin install qector@qector-tools

MCP Servers Two local stdio Model Context Protocol (MCP) servers run against the qector-decoder-v3

core:

qector-library

(8 stable tools): Core decoding, code generation, and licensing.qector-bench

(29 research tools): Threshold sweeps, Stim/DEM analysis, Wilson intervals, Sinter shims, and system setup.

Claude Desktop Extension Fully integrated custom connector extension (manifest_version: 0.3

). Displays native UI controls, documentation, and the QECTOR icon directly within Claude Desktop's Settings → Connectors menu.

Commands (13 Slash Commands)

/qec-desktop-connector

: Zero-friction Claude Desktop MCP configuration. - /qec-setup

: Guided first-time setup and diagnostic audit. - /qec-facts

: Quick reference for codes, decoders, and strict-math rules. - /qec-theorem

: Formulations and proof obligations for Theorems 1-16. - /qec-reproduce

: Reference manual Appendix D reproduction workflows. - /qec-decode

: Single-shot syndrome decoding asserting parity. - /qec-threshold-sweep

: LER sweeps with exact Wilson 95% confidence intervals. - /qec-wilson

: Wilson 95% score interval calculator. - /qec-dem

: Detector Error Models (DEM) and Stim circuit inspection. - /qec-code-inspect

: Verify code parameters$[[n,k,d]]$ and check matrices. - /qec-benchmark

: Decoder latency and throughput microbenchmarks. - /qec-sinter

: Sinter task templates and benchmark configuration. - /qec-validate-mcp

: Validate tool schemas, JSON-RPC transport, and health.

Agents (5 Specialized Personas)

qec-researcher

: Academic research, paper reproduction, threshold sweeps.qec-developer

: Code integration, API design, performance tuning.qec-validator

: Formal verification, mathematical proof checking.qec-sysadmin

: Operations, zero-egress monitoring, incident response.qec-hardware-engineer

: Physical qubit characterization, cryogenic constraints.

Skills (28 Domain Primitives) Comprehensive instruction sets covering qector-core

, qector-architecture

, qector-bp-osd

, qector-codes-builder

, qector-math-foundations

, qector-orchestration

, qector-sinter

, qector-dem-pipeline

, and more.

Mathematical Strictness: Every single syndrome decoding must verify$H c \equiv s \pmod 2$ . Approximations are rejected. - Zero-Egress Security: Operations run 100% locally. The plugin never transmits QEC simulation telemetry to the cloud, protecting proprietary hardware IP. - Fail-Closed Design: Mismatched matrix dimensions, unrecognized code families, or invalid distance requests immediately raise deterministic errors rather than silently corrupting the quantum state. - Statistical Rigor: All LER threshold sweeps include exact Wilson 95% binomial score intervals. Point estimates without bounds are rejected.

Requirements: Python 3.10+, qector-decoder-v3==1.0.0

, mcp==1.2.0

, numpy

. Documentation: See the QECTOR_Reference_Manual_v1.0.0.pdf

(DOI: 10.5281/zenodo.21941046).

── more in #ai-tools 4 stories · sorted by recency
── more on @qector 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
Live at https://your-agent.zahid.host
Get free account → Pricing
from €0/mo · no card required
LIVE [news/qector-bringing-a-15…] indexed:0 read:2min 2026-08-19 ·