RRepoGEO

REPOGEO REPORT · LITE

ghuntley/claude-code-source-code-deobfuscation

Default branch main · commit ced7586d · scanned 6/7/2026, 11:17:47 PM

GitHub: 980 stars · 550 forks

AI VISIBILITY SCORE
15 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
0 / 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 ghuntley/claude-code-source-code-deobfuscation, 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 opening to clarify repo's purpose as deobfuscated source code

    Why:

    CURRENT
    # Claude Code (Research Preview) Cleanroom Deobfuscation

**DISCLAIMER:**

This is a cleanroom of the official Claude Code npm package.

Learn more at https://ghuntley.com/tradecraft

Claude Code is a product by Anthropic. I am not anthropic. Do not pester Anthropic about this source-code. Use it as a reference to learn about the LLM clean-room technique detailed above.

## About Claude Code

Claude Code is an agentic coding tool...
    COPY-PASTE FIX
    # Claude Code (Research Preview) Cleanroom Deobfuscation Source Code

**This repository contains the cleanroom deobfuscated source code of the official Claude Code npm package, provided for research and reference purposes to understand LLM clean-room techniques and the agent's inner workings.**

**DISCLAIMER:** Claude Code is a product by Anthropic. I am not Anthropic. Do not pester Anthropic about this source-code.

Learn more about the original Claude Code product at https://ghuntley.com/tradecraft

## About the Original Claude Code Product

Claude Code is an agentic coding tool...
  • hightopics#2
    Add descriptive topics for better categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    deobfuscation, cleanroom, claude-code, llm-agents, source-code, research, reverse-engineering
  • mediumlicense#3
    Add a LICENSE file to clarify usage rights

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or a custom license if appropriate for deobfuscated code) in the repository root.

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 ghuntley/claude-code-source-code-deobfuscation
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 2×
  2. Codeium · recommended 2×
  3. GitHub Copilot CLI · recommended 1×
  4. Fig AI · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    What are the best AI coding assistants for terminal-based development workflows?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Fig AI
    3. Cursor
    4. OpenAI API
    5. Codeium
    6. Tabnine

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI tool to help understand code, fix bugs, and manage git from the terminal.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Continue.dev (continue-dev/continue)
    4. OpenAI ChatGPT
    5. Codeium
    6. GitKraken CLI

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

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 ghuntley/claude-code-source-code-deobfuscation?
    pass
    AI did not name ghuntley/claude-code-source-code-deobfuscation — 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 ghuntley/claude-code-source-code-deobfuscation in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name ghuntley/claude-code-source-code-deobfuscation — 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?

  • In one sentence, what problem does the repo ghuntley/claude-code-source-code-deobfuscation solve, and who is the primary audience?
    pass
    AI did not name ghuntley/claude-code-source-code-deobfuscation — 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

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ghuntley/claude-code-source-code-deobfuscation — 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