RRepoGEO

REPOGEO REPORT · LITE

mistralai/mistral-vibe

Default branch main · commit 725d3a56 · scanned 6/23/2026, 3:21:47 AM

GitHub: 4,560 stars · 556 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
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

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    cli, ai-assistant, coding-assistant, llm, mistral, developer-tools, code-interaction, natural-language-programming
  • highreadme#2
    Reposition the core description to immediately follow the H1

    Why:

    CURRENT
    # Mistral Vibe

[](https://pypi.org/project/mistral-vibe)
[](https://www.python.org/downloads/release/python-3120/)
[](https://github.com/mistralai/mistral-vibe/actions/workflows/ci.yml)
[](https://github.com/mistralai/mistral-vibe/blob/main/LICENSE)

```
██████████████████░░
██████████████████░░
████  ██████  ████░░
████    ██    ████░░
████          ████░░
████  ██  ██  ████░░
██      ██      ██░░
██████████████████░░
██████████████████░░
```

**Mistral's open-source CLI coding assistant.**

Mistral Vibe is a command-line coding assistant powered by Mistral's models. It provides a conversational interface to your codebase, allowing you to use natural language to explore, modify, and interact with your projects through a powerful set of tools.
    COPY-PASTE FIX
    # Mistral Vibe

Mistral Vibe is a command-line coding assistant powered by Mistral's models. It provides a conversational interface to your codebase, allowing you to use natural language to explore, modify, and interact with your projects through a powerful set of tools.

**Mistral's open-source CLI coding assistant.**

[](https://pypi.org/project/mistral-vibe)
[](https://www.python.org/downloads/release/python-3120/)
[](https://github.com/mistralai/mistral-vibe/actions/workflows/ci.yml)
[](https://github.com/mistralai/mistral-vibe/blob/main/LICENSE)

```
██████████████████░░
██████████████████░░
████  ██████  ████░░
████    ██    ████░░
████          ████░░
████  ██  ██  ████░░
██      ██      ██░░
██████████████████░░
██████████████████░░
```
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    Add a URL to the project's official homepage or documentation.

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
Cursor
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 2×
  2. continue-team/continue · recommended 1×
  3. paul-gauthier/aider · recommended 1×
  4. smol-ai/smol-developer · recommended 1×
  5. OpenInterpreter/open-interpreter · recommended 1×
  • CATEGORY QUERY
    I need a command-line tool for conversational code interaction and modification.
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue (continue-team/continue)
    3. aider (paul-gauthier/aider)
    4. smol-ai/smol-developer (smol-ai/smol-developer)
    5. Open Interpreter (OpenInterpreter/open-interpreter)
    6. Code Llama
    7. Ollama (ollama/ollama)
    8. LM Studio (lmstudio-ai/lmstudio)

    AI recommended 8 alternatives but never named mistralai/mistral-vibe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI assistants can help me explore and modify my codebase using natural language?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. Cursor
    3. Codeium
    4. Tabnine Chat
    5. Cody by Sourcegraph (sourcegraph/cody)
    6. GPT-4

    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 named mistralai/mistral-vibe explicitly

    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 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?

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mistralai/mistral-vibe — 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