RRepoGEO

REPOGEO REPORT · LITE

steipete/claude-code-mcp

Default branch main · commit 676afe4a · scanned 5/14/2026, 6:12:15 PM

GitHub: 1,279 stars · 163 forks

AI VISIBILITY SCORE
28 /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
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 steipete/claude-code-mcp, 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
    Clarify the README's opening sentence to emphasize its role as an LLM tool

    Why:

    CURRENT
    An MCP (Model Context Protocol) server that allows running Claude Code in one-shot mode with permissions bypassed automatically.
    COPY-PASTE FIX
    This MCP (Model Context Protocol) server enables LLM agents to directly run Claude Code in one-shot mode, bypassing permissions for advanced code execution and file editing tasks.
  • highhomepage#2
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add `https://www.npmjs.com/package/@steipete/claude-code-mcp` as the homepage URL in the repository settings.
  • mediumtopics#3
    Expand repository topics to include specific LLM tooling and code execution terms

    Why:

    CURRENT
    ["agent", "claude", "mcp"]
    COPY-PASTE FIX
    ["agent", "claude", "mcp", "llm-tool", "code-execution", "ai-agent-tooling"]

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 steipete/claude-code-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 1×
  2. continue-ui/continue · recommended 1×
  3. gpt-engineer-org/gpt-engineer · recommended 1×
  4. OpenAI API · recommended 1×
  5. GitHub Copilot Chat · recommended 1×
  • CATEGORY QUERY
    How can I enable an AI coding assistant to perform complex, multi-step file edits?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue (continue-ui/continue)
    3. GPT-Engineer (gpt-engineer-org/gpt-engineer)
    4. OpenAI API
    5. GitHub Copilot Chat
    6. Codeium

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

    Show full AI answer
  • CATEGORY QUERY
    What tools allow large language models to directly execute code with elevated permissions?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Code Interpreter (now "Advanced Data Analysis")
    2. LangChain
    3. Python REPL Tool
    4. LlamaIndex
    5. `CodeInterpreterTool`
    6. Jupyter Notebooks
    7. JupyterLab
    8. Kernel Gateway
    9. Docker Containers

    AI recommended 9 alternatives but never named steipete/claude-code-mcp. 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 steipete/claude-code-mcp?
    pass
    AI named steipete/claude-code-mcp explicitly

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

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