RRepoGEO

REPOGEO REPORT · LITE

volcengine/ai-app-lab

Default branch main · commit 8cd8ee98 · scanned 5/21/2026, 2:02:29 PM

GitHub: 2,304 stars · 413 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)

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

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 volcengine/ai-app-lab, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    AI App Lab provides the Arkitect high-code SDK and a wealth of prototype application code to help small and medium-sized enterprise developers quickly build AI large model applications tailored to their business scenarios, leveraging Volcengine's large models.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["ai-applications", "llm-applications", "sdk", "python-sdk", "generative-ai", "large-language-models", "ai-framework", "volcengine", "demohouse", "arkitect"]
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    Add the official product or project landing page URL for AI App Lab or Volcengine Ark to the repository's 'About' section.

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 volcengine/ai-app-lab
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. OpenAI API · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. Google Cloud Vertex AI · recommended 1×
  • CATEGORY QUERY
    How can I quickly develop custom AI applications leveraging large language models for business needs?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI API
    4. Hugging Face Transformers (huggingface/transformers)
    5. Google Cloud Vertex AI
    6. Microsoft Azure OpenAI Service
    7. FlowiseAI (FlowiseAI/Flowise)

    AI recommended 7 alternatives but never named volcengine/ai-app-lab. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What SDKs help integrate diverse AI model capabilities and tools into complex applications?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. OpenAI Python Library
    6. OpenAI Node.js Library
    7. Hugging Face Transformers Library
    8. Google Cloud Vertex AI SDK

    AI recommended 8 alternatives but never named volcengine/ai-app-lab. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 volcengine/ai-app-lab?
    pass
    AI did not name volcengine/ai-app-lab — 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 volcengine/ai-app-lab in production, what risks or prerequisites should they evaluate first?
    pass
    AI named volcengine/ai-app-lab 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 volcengine/ai-app-lab solve, and who is the primary audience?
    pass
    AI did not name volcengine/ai-app-lab — 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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  • Brand-free category queries5 vs 2 in Lite
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