CodeIntel

CodeIntel is a blog focused on code intelligence, PR pipelines, and benchmark leaderboards. It hosts the empire's main Leaderboard at codeintel.xyz/benchmarks/ and runs a PR automation pipeline.

Overview

URL: https://codeintel.xyz
Platform: Ghost CMS
Post count: ~124+ (as of Jul 2026)
Status: Active, passing all quality gates
Niche: Code intelligence, PR automation, benchmark leaderboards

Quality Status

Citation rate: 85%
Feature image rate: 97%
Unsourced claims avg: 0.44 — good
Min words: 451

Key Features

Benchmark Leaderboard

Tracks 19+ models ranked on a unified benchmark at codeintel.xyz/benchmarks/. Top tier (85+): Groq GPT-OSS 20B (#1 at 86.9), Groq GPT-OSS 120B (#2 at 86.4), DeepSeek V4, Qwen 3.5 Plus, Nemotron. Mid tier (77-82): Hy3, Xiaomi MiMo, Devstral, Codestral, Groq Llama models.

PR Pipeline

Automated PR discovery pipeline with 8-category 52-repo rotation. Phase 1 scans repos for fixable bugs, Phase 2 generates leaderboard posts. Fallback strategy: scan cli-dev, go-tools, security repos, then pending_additions.

CodeIntel

CodeIntel

Overview

Quality Status

Key Features

Benchmark Leaderboard

PR Pipeline

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