RRepoGEO

REPOGEO REPORT · LITE

jarmuine/claude-code

Default branch main · commit 4b9d30f7 · scanned 5/11/2026, 3:58:56 AM

GitHub: 2,127 stars · 5,860 forks

AI VISIBILITY SCORE
23 /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
2 / 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 jarmuine/claude-code, 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
    Add a clear statement about the repo's archival, non-functional nature to the README

    Why:

    CURRENT
    > This repository mirrors a **publicly exposed Claude Code source snapshot** that became accessible on **March 31, 2026** through a source map exposure in the npm distribution. It is maintained for **educational, defensive security research, and software supply-chain analysis**.
    COPY-PASTE FIX
    > This repository mirrors a **publicly exposed Claude Code source snapshot** that became accessible on **March 31, 2026** through a source map exposure in the npm distribution. It is maintained for **educational, defensive security research, and software supply-chain analysis**.

**This is a security research archive, not a functional tool or an official Anthropic product.**
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    security-research, software-supply-chain, source-map, npm-security, agentic-ai, developer-tools, claude-code, anthropic, leak-analysis, build-artifacts, defensive-security
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    MIT License

Copyright (c) [YEAR] [COPYRIGHT HOLDER NAME]

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

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 jarmuine/claude-code
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
webpack-contrib/source-map-explorer
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. webpack-contrib/source-map-explorer · recommended 1×
  2. trufflesecurity/trufflehog · recommended 1×
  3. returntocorp/semgrep · recommended 1×
  4. Snyk Code · recommended 1×
  5. eslint/eslint · recommended 1×
  • CATEGORY QUERY
    How to analyze npm package source map exposures for security vulnerabilities?
    you: not recommended
    AI recommended (in order):
    1. Source-map-explorer (webpack-contrib/source-map-explorer)
    2. TruffleHog (trufflesecurity/trufflehog)
    3. Semgrep (returntocorp/semgrep)
    4. Snyk Code
    5. ESLint (eslint/eslint)
    6. OWASP ZAP (zaproxy/zaproxy)

    AI recommended 6 alternatives but never named jarmuine/claude-code. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Resources for studying agentic developer tooling architecture and secure software engineering?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API Documentation & Cookbook
    2. LangChain Documentation & Examples (langchain-ai/langchain)
    3. LlamaIndex Documentation & Tutorials (run-llama/llama_index)
    4. OWASP Top 10 & OWASP Application Security Verification Standard (ASVS)
    5. NIST Special Publication 800-53
    6. "Designing Data-Intensive Applications" by Martin Kleppmann
    7. "Security Engineering: A Guide to Building Dependable Distributed Systems" by Ross Anderson

    AI recommended 7 alternatives but never named jarmuine/claude-code. 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 jarmuine/claude-code?
    pass
    AI named jarmuine/claude-code explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts jarmuine/claude-code in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jarmuine/claude-code 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 jarmuine/claude-code solve, and who is the primary audience?
    pass
    AI did not name jarmuine/claude-code — 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?

Embed your GEO score

Drop this badge into the README of jarmuine/claude-code. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/jarmuine/claude-code.svg)](https://repogeo.com/en/r/jarmuine/claude-code)
HTML
<a href="https://repogeo.com/en/r/jarmuine/claude-code"><img src="https://repogeo.com/badge/jarmuine/claude-code.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

jarmuine/claude-code — 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
jarmuine/claude-code — RepoGEO report