SLRMagic
Local-First • Double-Blind Calibrated • PRISMA 2020

Systematic Literature Reviews
Automated with Absolute Rigor

SLR Magic combines stateful 4-stage Gemini LLM screening with double-blind human calibration sandboxes. Retain 100% data privacy on your local machine with zero-leakage SQLite architecture.

bash — quick setup
git clone https://github.com/iwas108/SLR-Magic.git && cd SLR-Magic/slr-ide && npm i
Live Web Deployments

Instant Web Application Access

4 Stages
LLM Pipeline Queue
100%
Target Recall (Stage 1)
17 Charts
Scientific Analytics
0 OAuth
Zero-Leakage Security

Workspace & Modular Suite

Click through the four integrated sub-modules powering the SLR Magic ecosystem.

Methodological Targets

Scientific Validation Standard

SLR Magic enforces non-negotiable statistical stopping criteria and quality thresholds at every execution tier to eliminate hallucination risks and prevent false exclusion of valid research papers.

Stage 1: Fast Filter (Recall Target) Recall ≥ 100% | F1 ≥ 85%

Title & abstract inclusion filter ensuring zero false exclusions before full-text acquisition.

Stage 2: Gatekeeper (Precision Target) Precision ≥ 85% | Recall ≥ 90%

Methodological full-text verification evaluating inclusion criteria alignment.

Inter-Rater Agreement (Cohen's Kappa) κ = (Po - Pe) / (1 - Pe)

Double-blind agreement metric calculated across blinded human reviewers.

PRISMA 2020 Flowchart Canvas
Figure: SLR Viewer 2D PRISMA 2020 Flowchart Generator Click image to expand →

Quick Start Setup Guide

Get up and running locally in under 2 minutes.

01

1. Launch SLR IDE

Desktop execution engine & Gemini LLM pipeline.

cd slr-ide
npm install
npm run dev
02

2. Inter-Rater SPA

Offline blinded human review workspace.

cd inter-rater
npm install
npm run dev
03

3. SLR Viewer

Offline snapshot analysis & ECharts visualizer.

cd slr-viewer
npm install
npm run dev