RRepoGEO

REPOGEO REPORT · LITE

steipete/claude-code-mcp

Default branch main · commit 2e401f3e · scanned 6/25/2026, 7:51:56 AM

GitHub: 1,305 stars · 169 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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
    Reposition README opening to highlight LLM code execution

    Why:

    CURRENT
    # Claude Code MCP Server

An MCP (Model Context Protocol) server that allows running Claude Code in one-shot mode, with bypassed permissions by default and optional native Claude Code permission modes.
    COPY-PASTE FIX
    # Claude Code MCP Server

Empower your LLM agents to directly execute code and edit files on your machine. This MCP (Model Context Protocol) server provides a powerful `claude_code` tool, enabling Claude to perform complex, multi-step coding tasks with bypassed or native permissions.
  • mediumtopics#2
    Expand repository topics for better categorization

    Why:

    CURRENT
    agent, claude, mcp
    COPY-PASTE FIX
    agent, claude, mcp, llm-agent, code-execution, ai-coding-assistant, developer-tools
  • mediumhomepage#3
    Add a homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/steipete/claude-code-mcp

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
Open Interpreter
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Open Interpreter · recommended 1×
  2. AutoGPT · recommended 1×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. AgentGPT · recommended 1×
  • CATEGORY QUERY
    How to enable an LLM to directly execute code and edit files on my machine?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. AutoGPT
    3. LangChain
    4. LlamaIndex
    5. AgentGPT
    6. BabyAGI

    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 integrating an AI coding assistant for complex, multi-step development tasks?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Cursor
    3. Visual Studio Code
    4. CodeGPT
    5. Continue
    6. JetBrains AI Assistant
    7. IntelliJ IDEA
    8. PyCharm
    9. Tabnine Enterprise
    10. OpenAI API
    11. Azure OpenAI Service

    AI recommended 11 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 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?

  • 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