RRepoGEO

REPOGEO REPORT · LITE

eastlondoner/vibe-tools

Default branch main · commit 4a1d17cf · scanned 5/26/2026, 8:47:42 PM

GitHub: 4,764 stars · 240 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 eastlondoner/vibe-tools, 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 clear, concise introductory paragraph to the README

    Why:

    CURRENT
    The README currently starts with a centered div and an H1, followed immediately by a table of links, which may obscure the core message for AI parsers.
    COPY-PASTE FIX
    Add a paragraph immediately after the H1, e.g., 'Vibe-tools empowers AI agents, particularly Cursor Agent, by providing them with advanced skills and the ability to collaborate as an AI team. It extends agent capabilities for complex automation tasks, enabling more sophisticated AI-driven workflows.'
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ["ai-agents", "agent-framework", "ai-team", "automation", "cursor-agent", "llm-tools", "generative-ai"]
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Provide the official project homepage URL here, e.g., a documentation site or project landing page.]

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 eastlondoner/vibe-tools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Assistants API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Assistants API · recommended 2×
  2. AutoGen · recommended 1×
  3. CrewAI · recommended 1×
  4. LangChain · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How can I equip my AI development agents with collaborative team functionalities?
    you: not recommended
    AI recommended (in order):
    1. AutoGen
    2. CrewAI
    3. LangChain
    4. LlamaIndex
    5. Haystack
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named eastlondoner/vibe-tools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help extend AI agent capabilities for complex automation tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. AutoGPT (Significant-Gravitas/AutoGPT)
    4. BabyAGI (yoheinakajima/babyagi)
    5. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    6. OpenAI Assistants API
    7. CrewAI (joaomdmoura/crewAI)
    8. Robocorp
    9. UiPath

    AI recommended 9 alternatives but never named eastlondoner/vibe-tools. 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 eastlondoner/vibe-tools?
    pass
    AI did not name eastlondoner/vibe-tools — 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 eastlondoner/vibe-tools in production, what risks or prerequisites should they evaluate first?
    pass
    AI named eastlondoner/vibe-tools 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 eastlondoner/vibe-tools solve, and who is the primary audience?
    pass
    AI named eastlondoner/vibe-tools explicitly

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

Embed your GEO score

Drop this badge into the README of eastlondoner/vibe-tools. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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eastlondoner/vibe-tools — 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