RRepoGEO

REPOGEO REPORT · LITE

MoonshotAI/kimi-code

Default branch main · commit ba7dd736 · scanned 6/3/2026, 7:56:23 AM

GitHub: 1,616 stars · 156 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 MoonshotAI/kimi-code, 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
  • hightopics#1
    Add relevant topics for AI coding agents

    Why:

    COPY-PASTE FIX
    ai-agent, coding-assistant, cli, terminal-ui, code-generation, developer-tools, llm, moonshot-ai
  • highreadme#2
    Reposition the README's opening to clearly state its category and competitive edge

    Why:

    CURRENT
    Kimi Code CLI is an AI coding agent that runs in your terminal — it can read and edit code, run shell commands, search files, fetch web pages, and choose the next step based on the feedback it receives.
    COPY-PASTE FIX
    Kimi Code CLI is a powerful, terminal-based AI coding agent designed to automate development tasks directly in your shell. It reads and edits code, runs shell commands, searches files, fetches web pages, and intelligently chooses the next step based on feedback.
  • mediumreadme#3
    Add a "Why Kimi Code CLI?" or "Differentiators" section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after "Key Features", titled "Why Kimi Code CLI?" or "What Makes Kimi Code CLI Different?". Content could be: "Unlike many cloud-based or proprietary AI coding tools, Kimi Code CLI offers a single-binary, blazing-fast, purpose-built TUI experience directly in your terminal, ensuring local control and rapid interaction for long, focused agent sessions."

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 MoonshotAI/kimi-code
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot CLI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot CLI · recommended 1×
  2. Fig AI · recommended 1×
  3. paul-gauthier/aider · recommended 1×
  4. smol-ai/developer · recommended 1×
  5. continuedev/continue · recommended 1×
  • CATEGORY QUERY
    What are the best terminal-based AI coding assistants for automating development tasks?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Fig AI
    3. Aider (paul-gauthier/aider)
    4. smol-ai/developer (smol-ai/developer)
    5. Continue (continuedev/continue)
    6. Shell Genie (mr-karan/shell-genie)

    AI recommended 6 alternatives but never named MoonshotAI/kimi-code. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I use an AI agent to automate code changes and shell commands in my project?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Workspace
    2. OpenAI Assistants API
    3. Cursor
    4. Aider
    5. Smol-Developer
    6. Auto-GPT
    7. BabyAGI

    AI recommended 7 alternatives but never named MoonshotAI/kimi-code. 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 MoonshotAI/kimi-code?
    pass
    AI did not name MoonshotAI/kimi-code — 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 MoonshotAI/kimi-code in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MoonshotAI/kimi-code 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 MoonshotAI/kimi-code solve, and who is the primary audience?
    pass
    AI named MoonshotAI/kimi-code explicitly

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

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MoonshotAI/kimi-code — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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