Blog

LeaderboardElo RatingsArchitecture

Deep DiveFebruary 2026

How the AI Model Leaderboard Works

A technical look at Elo ratings, pairwise comparisons, prompt classification across 6 dimensions, and how real developer workflows power crowdsourced AI rankings.

LeaderboardCrowdsourcedContributing

GuideFebruary 2026

Every Developer Contributes: Crowdsourced AI Rankings

How using get_perspectives automatically contributes to the world's first crowdsourced coding model leaderboard. IDE detection, base model tracking, and how to use filtered rankings.

Open SourceSelf-HostedGitHub

Open SourceJanuary 2026

Polydev is Now Open Source

Self-host Polydev with your own API keys. Get multi-model AI perspectives for your coding agents without any external dependencies.

Feature GuideFebruary 2026

CLI-as-API: Turn Your CLI Subscriptions into REST APIs

Use your existing Claude Code, Codex CLI, or Gemini CLI subscriptions as standard REST APIs with configurable rate limits and universal keys.

CLI-as-APIREST APITutorial

SWE-benchResearch PaperBenchmarks

ResearchJanuary 2026

A Small Model Matches the Best: How Multi-Model Consultation Achieves Frontier Performance

We show that multi-model consultation can match frontier model performance at significantly lower cost. Testing on real GitHub issues from open-source projects.

Integration Guides

Getting Started

Complete Installation Guide

Every way to install Polydev—from one-click plugin install to manual MCP configuration. Plus all available skills and commands.

Using Polydev with Claude Code

Add multi-model perspectives to Claude Code. Compare frontier models on every problem with a single MCP config.

Using Polydev with Cursor

Integrate Polydev into your Cursor workflow. Access multiple AI perspectives without leaving your editor.

Using Polydev with Cline

Add multi-model AI consultation to Cline (VS Code/Cursor extension) for diverse perspectives on debugging, architecture, and code review.

Using Polydev with OpenAI Codex CLI

Combine OpenAI Codex with multi-model consultation for enhanced code generation and debugging capabilities.

Using Polydev with Windsurf

Add multi-model AI consultation to your Windsurf IDE setup for smarter code suggestions and problem-solving.