RRepoGEO

REPOGEO REPORT · LITE

sangrokjung/claude-forge

Default branch main · commit c91c9967 · scanned 6/3/2026, 9:16:31 AM

GitHub: 726 stars · 153 forks

AI VISIBILITY SCORE
33 /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
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 sangrokjung/claude-forge, 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 clearly define claude-forge as a plugin framework for Claude Code

    Why:

    CURRENT
    <p align="center">
  <strong>Turn Claude Code into a full development environment</strong>
</p>
    COPY-PASTE FIX
    <p align="center"><strong>claude-forge: The oh-my-zsh for Claude Code — a plugin framework to turn your AI coding assistant into a full development environment with agents, commands, and skills.</strong></p>
  • mediumreadme#2
    Add a clear statement in the README distinguishing claude-forge's focus on Claude Code from general Claude API usage

    Why:

    COPY-PASTE FIX
    While many tools interact with the Claude API, claude-forge is specifically engineered as a plugin framework to enhance the interactive Claude Code environment, enabling custom agents, commands, and skills directly within your AI coding assistant.
  • lowtopics#3
    Add a topic to highlight the "oh-my-zsh" inspiration

    Why:

    CURRENT
    agents, ai-assistant, ai-coding, ai-framework, ai-pair-programming, anthropic, automation, claude-code, claude-code-agents, cli-tools, developer-experience, developer-tools, dotfiles, hooks, llm, macos, productivity, shell, slash-commands, workflow
    COPY-PASTE FIX
    agents, ai-assistant, ai-coding, ai-framework, ai-pair-programming, anthropic, automation, claude-code, claude-code-agents, cli-tools, developer-experience, developer-tools, dotfiles, hooks, llm, macos, oh-my-zsh-inspired, productivity, shell, slash-commands, workflow

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 sangrokjung/claude-forge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. OpenAI Assistants API · recommended 2×
  4. Semantic Kernel · recommended 2×
  5. Haystack · recommended 2×
  • CATEGORY QUERY
    How can I add custom agents and commands to my AI coding assistant?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. CrewAI
    5. OpenAI Assistants API
    6. Semantic Kernel
    7. Haystack

    AI recommended 7 alternatives but never named sangrokjung/claude-forge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a plugin framework to enhance my AI assistant's developer productivity and workflow.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Assistants API
    4. Semantic Kernel
    5. Haystack
    6. Function Calling

    AI recommended 6 alternatives but never named sangrokjung/claude-forge. 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 sangrokjung/claude-forge?
    pass
    AI named sangrokjung/claude-forge explicitly

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

  • If a team adopts sangrokjung/claude-forge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sangrokjung/claude-forge 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 sangrokjung/claude-forge solve, and who is the primary audience?
    pass
    AI did not name sangrokjung/claude-forge — 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite