RRepoGEO

REPOGEO REPORT · LITE

MoonshotAI/kimi-agent-sdk

Default branch main · commit ed4be6be · scanned 6/23/2026, 1:22:54 AM

GitHub: 501 stars · 71 forks

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 MoonshotAI/kimi-agent-sdk, 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

2 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 paragraph to clarify its unique value

    Why:

    CURRENT
    Kimi Agent SDK is a set of multi-language libraries that expose the Kimi Code (Kimi CLI) agent runtime in your applications. Use it to build products, automations, and custom tooling while keeping the CLI as the execution engine.
    COPY-PASTE FIX
    Kimi Agent SDK provides multi-language libraries to programmatically control and integrate the Kimi Code (Kimi CLI) agent runtime directly into your applications. Unlike general LLM APIs or agent frameworks, this SDK allows you to orchestrate existing Kimi agents, automate complex workflows, and extend their capabilities while leveraging the CLI as the robust execution engine.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://moonshot.ai

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-agent-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/openai-python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/openai-python · recommended 1×
  2. anthropics/anthropic-sdk-python · recommended 1×
  3. Google Cloud Vertex AI SDK · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. langchain-ai/langchain · recommended 1×
  • CATEGORY QUERY
    What SDKs allow programmatic control of an AI agent for custom applications?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API (openai/openai-python)
    2. Anthropic API (anthropics/anthropic-sdk-python)
    3. Google Cloud Vertex AI SDK
    4. Hugging Face `transformers` library (huggingface/transformers)
    5. LangChain (langchain-ai/langchain)
    6. LlamaIndex (run-llama/llama_index)
    7. Microsoft Azure OpenAI Service SDKs

    AI recommended 7 alternatives but never named MoonshotAI/kimi-agent-sdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to integrate an AI agent's CLI runtime into my software with custom tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. AutoGPT
    6. BabyAGI
    7. SuperAGI
    8. CrewAI

    AI recommended 8 alternatives but never named MoonshotAI/kimi-agent-sdk. 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-agent-sdk?
    pass
    AI did not name MoonshotAI/kimi-agent-sdk — 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-agent-sdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MoonshotAI/kimi-agent-sdk 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-agent-sdk solve, and who is the primary audience?
    pass
    AI did not name MoonshotAI/kimi-agent-sdk — 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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MoonshotAI/kimi-agent-sdk — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite