REPOGEO REPORT · LITE

simonw/claude-skills

Default branch main · commit 6e0a1395 · scanned 6/14/2026, 8:52:49 AM

GitHub: 924 stars · 134 forks

AI VISIBILITY SCORE

17 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 0 warn · 1 fail

Objective metadata checks

AI knows your name

1 / 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 simonw/claude-skills, 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

Reposition README to clarify its value as a historical reference/example

Why:

CURRENT

See my blog post for background on this project. Anthropic now have an official repository for Claude skills here: https://github.com/anthropics/skills The files that were previously archived in this repository can be found here: https://github.com/anthropics/skills/tree/83291af582d21f5418854fa628a76686203c2f7a/document-skills

COPY-PASTE FIX

This repository serves as a historical archive and reference for the contents of `/mnt/skills` from Claude's code interpreter environment, as explored in my blog post. While Anthropic now maintains an official repository for Claude skills at https://github.com/anthropics/skills, this collection provides concrete examples of how skills were structured and can be created by prompting Claude. The specific archived files can be found at: https://github.com/anthropics/skills/tree/83291af582d21f5418854fa628a76686203c2f7a/document-skills

mediumtopics#2
Add relevant topics to the repository
Why:
COPY-PASTE FIX
```
claude, anthropic, ai-skills, code-interpreter, llm-tools, examples, archive
```

mediumlicense#3

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a `LICENSE` file in the repository root, for example, using the MIT License, to clearly define usage terms for the archived content.

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 simonw/claude-skills

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

openai/openai-python

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

openai/openai-python · recommended 1×
langchain-ai/langchain · recommended 1×
run-llama/llama_index · recommended 1×
microsoft/semantic-kernel · recommended 1×
google/generative-ai-python · recommended 1×

CATEGORY QUERY
How to integrate custom functions or tools into an AI assistant's code interpreter?
you: not recommended
AI recommended (in order):
1. OpenAI Function Calling (openai/openai-python)
2. LangChain (langchain-ai/langchain)
3. LlamaIndex (run-llama/llama_index)
4. Microsoft Semantic Kernel (microsoft/semantic-kernel)
5. Google Gemini API (google/generative-ai-python)
6. Hugging Face `transformers` library (huggingface/transformers)
AI recommended 6 alternatives but never named simonw/claude-skills. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Where can I find examples for building custom code interpreter tools for large language models?
you: not recommended
AI recommended (in order):
1. LangChain
2. OpenAI Cookbook
3. LlamaIndex
4. Hugging Face `transformers` Library
5. GitHub
6. Medium
7. Towards Data Science
AI recommended 7 alternatives but never named simonw/claude-skills. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
fail
Suggestion:
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 simonw/claude-skills?
pass
AI did not name simonw/claude-skills — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts simonw/claude-skills in production, what risks or prerequisites should they evaluate first?
pass
AI named simonw/claude-skills 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 simonw/claude-skills solve, and who is the primary audience?
pass
AI did not name simonw/claude-skills — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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