RRepoGEO

REPOGEO REPORT · LITE

jarmuine/claude-code

Default branch main · commit 4b9d30f7 · scanned 6/21/2026, 6:47:39 AM

GitHub: 2,223 stars · 5,923 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
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
    Reposition the README's opening to explicitly state purpose and negate misinterpretations

    Why:

    CURRENT
    # Claude Code Source Snapshot for Security Research
    COPY-PASTE FIX
    # Claude Code Source Snapshot for Security Research

**This repository is an archive for educational and defensive security research, NOT a tool or library for interacting with the Claude API or generating code.**
  • hightopics#2
    Add relevant topics to improve categorization signals

    Why:

    COPY-PASTE FIX
    security-research, software-supply-chain, supply-chain-security, build-artifact-leak, agentic-developer-tools, cli-security, educational-research, claude-code, anthropic
  • mediumlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root of the repository with the text of the MIT License.

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
jeremylong/DependencyCheck
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. jeremylong/DependencyCheck · recommended 1×
  2. Snyk · recommended 1×
  3. aquasecurity/trivy · recommended 1×
  4. Fossa · recommended 1×
  5. Black Duck by Synopsys · recommended 1×
  • CATEGORY QUERY
    How to analyze software supply chain vulnerabilities for educational security research?
    you: not recommended
    AI recommended (in order):
    1. OWASP Dependency-Check (jeremylong/DependencyCheck)
    2. Snyk
    3. Trivy (aquasecurity/trivy)
    4. Fossa
    5. Black Duck by Synopsys
    6. OpenSSF Scorecard (ossf/scorecard)
    7. Sigstore (sigstore/sigstore)

    AI recommended 7 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 CLI system security?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API Documentation & Cookbook
    2. LangChain
    3. OWASP Top 10 for LLM Applications
    4. Designing Data-Intensive Applications
    5. Black Hat Python
    6. SANS Institute
    7. The Art of Software Security Assessment

    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