RRepoGEO

REPOGEO REPORT · LITE

volcengine/SearchCLI

Default branch main · commit 2a2b6d7c · scanned 6/17/2026, 1:41:45 AM

GitHub: 572 stars · 23 forks

AI VISIBILITY SCORE
35 /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
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 volcengine/SearchCLI, 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
  • highhomepage#1
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add the official product or project page URL (e.g., https://www.volcengine.com/products/ai-search) to the repository's homepage field.
  • highreadme#2
    Strengthen README's opening sentence to emphasize CLI and agent system integration

    Why:

    CURRENT
    Connect stable, tunable search, recommendation, and conversational retrieval to your agent system or business system.
    COPY-PASTE FIX
    SearchCLI is an open command-line interface (CLI) for integrating production-grade AI search, recommendation, and conversational retrieval into your agent system or business system.
  • mediumtopics#3
    Add 'llm-agents' to repository topics

    Why:

    CURRENT
    agent-tools, ai-agents, ai-search, ai-search-engine, automation, cli, command-line-tool, conversational-search, information-retrieval, rag, recommendation, recommendation-system, retrieval, search-cli, search-engine, semantic-search, typescript, volcengine
    COPY-PASTE FIX
    agent-tools, ai-agents, ai-search, ai-search-engine, automation, cli, command-line-tool, conversational-search, information-retrieval, llm-agents, rag, recommendation, recommendation-system, retrieval, search-cli, search-engine, semantic-search, typescript, volcengine

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/SearchCLI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Pinecone · recommended 1×
  3. Weaviate · recommended 1×
  4. Qdrant · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI search and recommendation capabilities into my agent system using a CLI?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Pinecone
    3. Weaviate
    4. Qdrant
    5. Hugging Face Transformers
    6. Elasticsearch
    7. Cohere API
    8. Google Cloud Vertex AI
    9. AWS Personalize

    AI recommended 9 alternatives but never named volcengine/SearchCLI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools help with conversational retrieval and RAG for business applications?
    you: not recommended
    AI recommended (in order):
    1. Haystack CLI (deepset/Haystack)
    2. LangChain CLI
    3. LlamaIndex CLI
    4. OpenAI CLI
    5. Elasticsearch CLI
    6. Qdrant CLI
    7. Pinecone CLI

    AI recommended 7 alternatives but never named volcengine/SearchCLI. 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 volcengine/SearchCLI?
    pass
    AI named volcengine/SearchCLI explicitly

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

  • If a team adopts volcengine/SearchCLI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named volcengine/SearchCLI 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/SearchCLI solve, and who is the primary audience?
    pass
    AI named volcengine/SearchCLI explicitly

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

Embed your GEO score

Drop this badge into the README of volcengine/SearchCLI. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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volcengine/SearchCLI — 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