RRepoGEO

REPOGEO REPORT · LITE

mistralai/mistral-vibe

Default branch main · commit 626f9051 · scanned 5/12/2026, 6:37:28 PM

GitHub: 4,159 stars · 484 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 mistralai/mistral-vibe, 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
    Reinforce CLI coding agent identity in README opening

    Why:

    CURRENT
    **Mistral's open-source CLI coding assistant.** Mistral Vibe is a command-line coding assistant powered by Mistral's models.
    COPY-PASTE FIX
    **Mistral Vibe: Your open-source CLI coding agent.** This command-line assistant, powered by Mistral's models, provides a conversational interface to explore, modify, and interact with your codebase.
  • mediumhomepage#2
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://mistral.ai/vibe

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 mistralai/mistral-vibe
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. Shell Genie · recommended 1×
  4. Aider · recommended 1×
  5. smol-ai/shell · recommended 1×
  • CATEGORY QUERY
    How can I get an AI coding assistant directly in my terminal?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Fig AI
    3. Shell Genie
    4. Aider
    5. smol-ai/shell (smol-ai/shell)

    AI recommended 5 alternatives but never named mistralai/mistral-vibe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer conversational AI for exploring and modifying code via command line?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue
    3. GitHub Copilot Chat
    4. OpenAI API
    5. Anthropic's Claude
    6. aider

    AI recommended 6 alternatives but never named mistralai/mistral-vibe. 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 mistralai/mistral-vibe?
    pass
    AI did not name mistralai/mistral-vibe — 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 mistralai/mistral-vibe in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mistralai/mistral-vibe 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 mistralai/mistral-vibe solve, and who is the primary audience?
    pass
    AI named mistralai/mistral-vibe explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite