Public benchLIVE

What's on the bench.

5,040
Artifacts
26
Industries
27
Reads / week

All artifacts

4718
Industry
SKILL0

Azure Cosmosdb

Azure Cosmos DB partition keys, consistency levels, change feed, SDK patterns

software-engineering+2
0
SKILL0

AWS Dynamodb

AWS DynamoDB single-table design, GSI patterns, SDK v3 TypeScript/Python

software-engineering+1
0
SKILL0

AWS Aurora

AWS Aurora Serverless v2, RDS Proxy, Data API, connection pooling

software-engineering+1
0
SKILL0

Android Kotlin

Android Kotlin development with Coroutines, Jetpack Compose, Hilt, and MockK testing

software-engineering+1
0
SKILL0

Android Java

Android Java development with MVVM, ViewBinding, and Espresso testing

software-engineering
0
SKILL0

AI Models

Latest AI models reference - Claude, OpenAI, Gemini, Eleven Labs, Replicate

ai-prompt-engineering+1
0
SKILL0

Agent Teams

Claude Code Agent Teams - default team-based development with strict TDD pipeline enforcement

software-engineering+1
0
SKILL0

Aeo Optimization

AI Engine Optimization - semantic triples, page templates, content clusters for AI citations

marketing-growth-copy+2
0
SKILL0

Update Code Index

Regenerates `CODE_INDEX.md` by scanning the codebase for all functions, classes, hooks, and components. Organizes by capability to prevent semantic duplication.

software-engineering+1
0
SKILL0

Sync Contracts

> Lightweight incremental update of workspace contracts without full re-analysis.

software-engineering
0
SKILL0

Sync Agents

Sync project configuration between Claude Code, Kimi CLI, and Codex CLI.

software-engineering
0
SKILL0

Spawn Team

Spawn the default agent team for this project. Creates a coordinated team of agents that implement features in parallel following the strict TDD pipeline.

software-engineering+1
0
SKILL0

Model Config

View or change the **primary model** that handles your coding work across srooter (the gateway), the route-task hooks, and Maggy. One setting, read everywhere. Stored in `~/.claude/model-config.json`.

ai-prompt-engineering
0
SKILL0

Maggy

Start Maggy (the AI engineering command center) and open the dashboard in a browser.

software-engineering+1
0
SKILL0

Initialize Project

Full project setup with Claude coding guardrails. Works for both new and existing projects.

ai-prompt-engineering+1
0
SKILL0

Icpg Why

Trace any symbol back to its creating ReasonNode — show the original goal, who wrote it, and whether it's still doing what it was made for.

ai-prompt-engineering+1
0
SKILL0

Icpg Impact

Show the blast radius of a ReasonNode or symbol — what depends on it, what breaks if it changes.

software-engineering+1
0
SKILL0

Check Contributors

Checks who's working on the project and optionally converts to a multi-person project with team state management.

software-engineering+1
0
SKILL0

Build In Public

Build-in-Public — generate posts from your engineering work, anonymize, and schedule via Buffer

software-engineering+1
0
SKILL0

Analyze Workspace

> Full dynamic analysis of workspace topology, dependencies, and contracts.

software-engineering+1
0
SKILL0

Analyze Repo

Analyze an existing repository's structure, conventions, and guardrails.

software-engineering+1
0
SKILL0

Yara Rule Authoring

Guides authoring of high-quality YARA-X detection rules for malware identification. Use when writing, reviewing, or optimizing YARA rules. Covers naming conventions, string selection, performance optimization, migration from legacy YARA, and false positive reduction. Triggers on: YARA, YARA-X, malware detection, threat hunting, IOC, signature, crx module, dex module.

cybersecurity-soc+1
0
SKILL0

Designing Workflow Skills

Guides the design and structuring of workflow-based Claude Code skills with multi-step phases, decision trees, subagent delegation, and progressive disclosure. Use when creating skills that involve sequential pipelines, routing patterns, safety gates, task tracking, phased execution, or any multi-step workflow. Also applies when reviewing or refactoring existing workflow skills for quality.

software-engineering+1
0
SKILL0

Variant Analysis

Find similar vulnerabilities and bugs across codebases using pattern-based analysis. Use when hunting bug variants, building CodeQL/Semgrep queries, analyzing security vulnerabilities, or performing systematic code audits after finding an initial issue.

cybersecurity-soc+1
0

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