RRepoGEO

REPOGEO REPORT · LITE

ferrislucas/iterm-mcp

Default branch main · commit 936182b2 · scanned 6/12/2026, 3:22:14 PM

GitHub: 559 stars · 68 forks

AI VISIBILITY SCORE
40 /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
3 / 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 ferrislucas/iterm-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 H1 to clarify AI agent control of iTerm

    Why:

    CURRENT
    # iterm-mcp 
A Model Context Protocol server that provides access to your iTerm session.
    COPY-PASTE FIX
    # iterm-mcp 
An AI agent tool that enables large language models (LLMs) to directly control and interact with your iTerm session via the Model Context Protocol (MCP).
  • hightopics#2
    Add specific topics for AI terminal control and LLM tools

    Why:

    CURRENT
    ai, claude, claude-ai, mcp, mcp-server, repl
    COPY-PASTE FIX
    ai, claude, claude-ai, mcp, mcp-server, repl, terminal-control, ai-agent, llm-tools, iterm
  • mediumreadme#3
    Add a 'Problem Solved' section and ensure full tools list is visible

    Why:

    COPY-PASTE FIX
    Add a dedicated 'Problem Solved' or 'What it Does' section early in the README, explicitly stating: 'ferrislucas/iterm-mcp solves the challenge of enabling AI agents to directly interact with and control an iTerm2 terminal session, allowing them to execute commands, read output, and manage REPLs as if a human were typing.' Also, ensure the full list of available tools (`write_to_terminal`, `read_terminal_output`, etc.) is clearly presented and described.

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 ferrislucas/iterm-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
subprocess module
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. subprocess module · recommended 1×
  2. pexpect/pexpect · recommended 1×
  3. fabric/fabric · recommended 1×
  4. os.system() · recommended 1×
  5. amoffat/sh · recommended 1×
  • CATEGORY QUERY
    How can an AI agent execute commands and interact with a shell session?
    you: not recommended
    AI recommended (in order):
    1. subprocess module
    2. pexpect (pexpect/pexpect)
    3. fabric (fabric/fabric)
    4. os.system()
    5. sh (amoffat/sh)
    6. child_process module

    AI recommended 6 alternatives but never named ferrislucas/iterm-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow an AI to control a terminal, run commands, and assist with CLI tasks?
    you: not recommended
    AI recommended (in order):
    1. OpenAI's Code Interpreter (Advanced Data Analysis)
    2. Cursor
    3. Aider (paul-gauthier/aider)
    4. smol-developer (smol-ai/smol-developer)
    5. Marvin (PrefectHQ/marvin)
    6. Auto-GPT / BabyAGI

    AI recommended 6 alternatives but never named ferrislucas/iterm-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
    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 ferrislucas/iterm-mcp?
    pass
    AI named ferrislucas/iterm-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 ferrislucas/iterm-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ferrislucas/iterm-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 ferrislucas/iterm-mcp solve, and who is the primary audience?
    pass
    AI named ferrislucas/iterm-mcp explicitly

    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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ferrislucas/iterm-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