RRepoGEO

REPOGEO REPORT · LITE

vitalops/openvibe

Default branch main · commit a9277997 · scanned 5/26/2026, 5:41:48 AM

GitHub: 1,454 stars · 131 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 vitalops/openvibe, 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
    Add a disambiguation note to the README

    Why:

    COPY-PASTE FIX
    Add this sentence right after the H1: "Note: This project is an AI coding agent framework and is not related to the OpenVibe Brain-Computer Interface (BCI) platform."
  • mediumlicense#2
    Add a LICENSE file

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a documentation site, project page, or even the GitHub repo URL itself) to the 'Homepage' field in the repository settings.

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 vitalops/openvibe
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 1×
  2. Significant-Gravitas/Auto-GPT · recommended 1×
  3. yoheinakajima/babyagi · recommended 1×
  4. OpenDevin/OpenDevin · recommended 1×
  5. langchain-ai/langchain · recommended 1×
  • CATEGORY QUERY
    How can I automate code generation and debugging tasks using an open-source AI agent?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Auto-GPT (Significant-Gravitas/Auto-GPT)
    3. BabyAGI (yoheinakajima/babyagi)
    4. OpenDevin (OpenDevin/OpenDevin)
    5. LangChain (langchain-ai/langchain)
    6. MetaGPT (geekan/MetaGPT)

    AI recommended 6 alternatives but never named vitalops/openvibe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python framework to build custom AI assistants that interact with system tools.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. CrewAI
    5. Autogen
    6. Guidance

    AI recommended 6 alternatives but never named vitalops/openvibe. 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 vitalops/openvibe?
    pass
    AI named vitalops/openvibe explicitly

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

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