REPOGEO REPORT · LITE

wshobson/commands

Default branch main · commit 27d3e77b · scanned 6/29/2026, 6:18:00 AM

GitHub: 2,535 stars · 290 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

highreadme#1

Clarify README's opening to prevent miscategorization

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 provides a comprehensive collection of production-ready slash commands *exclusively* for Claude Code, enabling intelligent automation and multi-agent orchestration for modern software development. *It is not a general-purpose Python CLI library.*

highreadme#2

Reframe the 'Plugin Marketplace' note to affirm current relevance

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 robust and actively maintained collection of 57 production-ready slash commands and workflows for Claude Code. While the Plugin Marketplace offers a newer architecture, these slash commands remain fully functional and valuable for immediate use.

mediumabout#3

Enhance the 'About' description for clarity and keywords

Why:

CURRENT

A collection of production-ready slash commands for Claude Code

COPY-PASTE FIX

Production-ready slash commands and multi-agent workflows for Claude Code, enabling intelligent automation and orchestration in software development.

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

GitHub Copilot Chat

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

GitHub Copilot Chat · recommended 1×
VS Code Extensions · recommended 1×
OpenAI Assistants API · recommended 1×
LangChain · recommended 1×
LlamaIndex · recommended 1×

CATEGORY QUERY
How to extend my AI coding assistant with custom automation slash commands?
you: not recommended
AI recommended (in order):
1. GitHub Copilot Chat
2. VS Code Extensions
3. OpenAI Assistants API
4. LangChain
5. LlamaIndex
6. Zapier
7. Make (formerly Integromat)
AI recommended 7 alternatives but never named wshobson/commands. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for pre-built multi-agent workflows to automate software development tasks efficiently.
you: not recommended
AI recommended (in order):
1. AutoGPT
2. AgentGPT
3. Smol-Developer
4. MetaGPT
5. OpenDevin
6. CrewAI
7. LangChain Agents
AI recommended 7 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?

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MARKDOWN (README)

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HTML

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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