RRepoGEO

REPOGEO REPORT · LITE

vibeeval/vibecosystem

Default branch main · commit cea94621 · scanned 6/12/2026, 4:56:49 PM

GitHub: 501 stars · 42 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 vibeeval/vibecosystem, 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 README H1 tagline to clarify purpose as an AI software development team

    Why:

    CURRENT
    # vibecosystem

**Your AI software team. Built on Claude Code.**
    COPY-PASTE FIX
    # vibecosystem

**Your AI software team for autonomous software development and SDLC automation. Built on Claude Code.**
  • mediumreadme#2
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled '## Why vibecosystem? (vs. AutoGPT, MetaGPT, CrewAI)' or '## Comparison to other AI Agent Frameworks' that highlights its unique strengths and differentiators.
  • lowhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Set `https://vibeeval.github.com/vibecosystem` (or your dedicated project website) as the repository homepage.

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 vibeeval/vibecosystem
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. GitHub Copilot Enterprise · recommended 1×
  3. GitHub Actions · recommended 1×
  4. Azure DevOps · recommended 1×
  5. Azure OpenAI Service · recommended 1×
  • CATEGORY QUERY
    How can I automate my software development lifecycle using an AI agent team?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. GitHub Actions
    3. Azure DevOps
    4. Azure OpenAI Service
    5. GitLab Ultimate
    6. OpenAI's API
    7. Anthropic's Claude
    8. Jenkins
    9. LangChain
    10. CircleCI
    11. Docker

    AI recommended 11 alternatives but never named vibeeval/vibecosystem. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-learning multi-agent system to autonomously generate and improve code.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. MetaGPT
    3. GPT-Engineer
    4. CrewAI
    5. LangChain

    AI recommended 5 alternatives but never named vibeeval/vibecosystem. 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 vibeeval/vibecosystem?
    pass
    AI named vibeeval/vibecosystem explicitly

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

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

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

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vibeeval/vibecosystem — 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