RRepoGEO

REPOGEO REPORT · LITE

volcengine/MineContext

Default branch main · commit 171c7a9e · scanned 5/10/2026, 9:11:28 AM

GitHub: 5,316 stars · 398 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/MineContext, 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 the README's opening sentence to clarify application type

    Why:

    CURRENT
    An open-source, proactive context-aware AI partner, dedicated to bringing clarity and efficiency to your work, study and creation.
    COPY-PASTE FIX
    MineContext is an open-source desktop AI assistant that acts as your proactive, context-aware partner, bringing clarity and efficiency to your work, study, and creation.
  • highhomepage#2
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/volcengine/MineContext
  • mediumtopics#3
    Add application-specific topics to improve categorization

    Why:

    CURRENT
    agent, context-engineering, electron, embedding-models, javascript, memory, proactive-ai, python, python3, rag, react, typescript, vector-database, vision-language-model
    COPY-PASTE FIX
    agent, context-engineering, desktop-app, electron, embedding-models, javascript, memory, personal-productivity, proactive-ai, python, python3, rag, react, typescript, vector-database, vision-language-model, work-assistant

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/MineContext
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. OpenAI GPT-4 · recommended 1×
  4. GPT-3.5 Turbo · recommended 1×
  5. Chroma · recommended 1×
  • CATEGORY QUERY
    How can I build a desktop AI assistant that understands my ongoing work context?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI GPT-4
    3. GPT-3.5 Turbo
    4. Chroma
    5. FAISS
    6. LlamaIndex
    7. Llama 2
    8. Mistral
    9. Microsoft Semantic Kernel
    10. Azure OpenAI Service
    11. Azure Cognitive Search
    12. spaCy
    13. NLTK
    14. SQLite
    15. BERT

    AI recommended 15 alternatives but never named volcengine/MineContext. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools help manage AI context, memory, and RAG for personal productivity?
    you: not recommended
    AI recommended (in order):
    1. MemGPT
    2. LlamaIndex
    3. LangChain
    4. Haystack
    5. PrivateGPT
    6. Quivr
    7. AnythingLLM

    AI recommended 7 alternatives but never named volcengine/MineContext. 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/MineContext?
    pass
    AI named volcengine/MineContext 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/MineContext in production, what risks or prerequisites should they evaluate first?
    pass
    AI named volcengine/MineContext 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/MineContext solve, and who is the primary audience?
    pass
    AI named volcengine/MineContext 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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volcengine/MineContext — 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