RRepoGEO

REPOGEO REPORT · LITE

ochyai/vibe-local

Default branch main · commit d64c8c21 · scanned 6/13/2026, 4:57:29 AM

GitHub: 794 stars · 99 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 ochyai/vibe-local, 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
    Clarify the README's main title (H1)

    Why:

    CURRENT
    # vibe-local
    COPY-PASTE FIX
    # vibe-local: Free AI Coding Agent (Ollama + Python)
  • mediumhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/ochyai/vibe-local

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 ochyai/vibe-local
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
continue-dev/continue
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. continue-dev/continue · recommended 1×
  2. Code Llama · recommended 1×
  3. Mistral · recommended 1×
  4. Phi-2 · recommended 1×
  5. ollama/ollama · recommended 1×
  • CATEGORY QUERY
    How can I set up a free, local AI coding assistant for Python development?
    you: not recommended
    AI recommended (in order):
    1. Continue.dev (continue-dev/continue)
    2. Code Llama
    3. Mistral
    4. Phi-2
    5. Ollama (ollama/ollama)
    6. VS Code (microsoft/vscode)
    7. CodeGPT (carlrobertoh/CodeGPT)
    8. LocalAI (go-skynet/LocalAI)
    9. PyCharm
    10. Tabnine
    11. FauxPilot (Venthe/fauxpilot)
    12. text-generation-webui (oobabooga/text-generation-webui)
    13. Jupyter Notebooks/Lab
    14. transformers library (huggingface/transformers)

    AI recommended 14 alternatives but never named ochyai/vibe-local. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good open source tools for offline AI agent coding practice for students?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym (openai/gym)
    2. Gymnasium (Farama-Foundation/Gymnasium)
    3. PettingZoo (Farama-Foundation/PettingZoo)
    4. PyTorch (pytorch/pytorch)
    5. TensorFlow (tensorflow/tensorflow)
    6. Minigrid (Farama-Foundation/Minigrid)
    7. Stable Baselines3 (DLR-RM/stable-baselines3)
    8. DeepMind Lab (deepmind/lab)
    9. Unity ML-Agents (Unity-Technologies/ml-agents)

    AI recommended 9 alternatives but never named ochyai/vibe-local. 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 ochyai/vibe-local?
    pass
    AI named ochyai/vibe-local explicitly

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

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

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

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ochyai/vibe-local — 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