REPOGEO REPORT · LITE

wshobson/commands

Default branch main · commit 27d3e77b · scanned 5/18/2026, 12:43:08 AM

GitHub: 2,462 stars · 286 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

3 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface wshobson/commands, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highabout#1

Refine the 'About' description to prevent miscategorization

Why:

CURRENT

A collection of production-ready slash commands for Claude Code

COPY-PASTE FIX

Pre-built, production-ready slash commands for Claude Code, enabling intelligent automation and multi-agent orchestration for software development.

highreadme#2

Strengthen the README's opening sentence to emphasize specific niche

Why:

CURRENT

A comprehensive collection of production-ready slash commands for Claude Code that provides intelligent automation and multi-agent orchestration capabilities for modern software development.

COPY-PASTE FIX

This repository offers a comprehensive collection of **pre-built, production-ready slash commands specifically for Claude Code**, providing intelligent automation and multi-agent orchestration capabilities for modern software development.

mediumreadme#3

Clarify the 'Plugin Marketplace' note to avoid perceived deprecation

Why:

CURRENT

> **Note**: This repository uses the **slash commands** pattern. For a more modern approach, consider the **Plugin Marketplace** which provides similar functionality through a cleaner plugin architecture.

COPY-PASTE FIX

> **Note**: This repository provides a direct, ready-to-use collection of **slash commands** for Claude Code. For those exploring a broader plugin architecture, the **Plugin Marketplace** offers similar functionality through a different, more modular approach.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface wshobson/commands

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

VS Code Tasks

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

VS Code Tasks · recommended 1×
Angular Schematics · recommended 1×
React Native Tools · recommended 1×
ESLint · recommended 1×
Prettier · recommended 1×

CATEGORY QUERY
How to add pre-built automation commands for my coding assistant's development tasks?
you: not recommended
AI recommended (in order):
1. VS Code Tasks
2. Angular Schematics
3. React Native Tools
4. ESLint
5. Prettier
6. Makefiles
7. GNU Make
8. npm Scripts
9. npm
10. yarn
11. pnpm
12. jest
13. Just
14. Taskfile
15. invoke
16. Bash
17. Zsh
18. PowerShell
AI recommended 18 alternatives but never named wshobson/commands. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking multi-agent orchestration systems to manage complex workflows within my AI coding environment.
you: not recommended
AI recommended (in order):
1. LangChain
2. AutoGen
3. CrewAI
4. Haystack
5. DSPy
6. LlamaIndex
AI recommended 6 alternatives but never named wshobson/commands. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of wshobson/commands?
pass
AI named wshobson/commands explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts wshobson/commands in production, what risks or prerequisites should they evaluate first?
pass
AI named wshobson/commands explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo wshobson/commands solve, and who is the primary audience?
pass
AI named wshobson/commands explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/wshobson/commands.svg)](https://repogeo.com/en/r/wshobson/commands)

HTML

<a href="https://repogeo.com/en/r/wshobson/commands"><img src="https://repogeo.com/badge/wshobson/commands.svg" alt="RepoGEO" /></a>

Pro

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wshobson/commands — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite