RRepoGEO

REPOGEO REPORT · LITE

superagent-ai/vibekit

Default branch main · commit c670afd2 · scanned 5/28/2026, 7:16:59 PM

GitHub: 1,790 stars · 233 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 superagent-ai/vibekit, 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
  • highabout#1
    Refine the 'about' description to emphasize secure execution for AI developers

    Why:

    CURRENT
    Run Claude Code, Gemini, Codex — or any coding agent — in a clean, isolated sandbox with sensitive data redaction and observability baked in.
    COPY-PASTE FIX
    Securely execute code from Claude Code, Gemini, Codex, or any AI coding agent in an isolated sandbox, with built-in sensitive data redaction and observability for AI developers.
  • hightopics#2
    Add specific topics to bridge AI agents with security and sandboxing

    Why:

    CURRENT
    agent, ai, claude-code, codex, gemini-cli, vibe-coding
    COPY-PASTE FIX
    agent, ai, claude-code, codex, gemini-cli, vibe-coding, ai-security, code-sandbox, data-redaction, llm-security, agent-security, ai-agent-development, observability
  • mediumreadme#3
    Strengthen the README's introductory paragraph to reinforce the unique value for AI agents

    Why:

    CURRENT
    # VibeKit is the safety layer for your coding agent 🖖

Run Claude Code, Gemini, Codex — or any coding agent — in a clean, isolated sandbox with sensitive data redaction and observability baked in.
    COPY-PASTE FIX
    # VibeKit is the safety layer for your coding agent 🖖

VibeKit provides a secure, isolated sandbox for executing code generated by Claude Code, Gemini, Codex, or any AI coding agent. It's designed for AI developers to safely run agent outputs, featuring built-in sensitive data redaction and comprehensive observability to prevent risks and ensure transparency.

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 superagent-ai/vibekit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
google/gvisor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. google/gvisor · recommended 1×
  2. firecracker-microvm/firecracker · recommended 1×
  3. kata-containers/kata-containers · recommended 1×
  4. moby/moby · recommended 1×
  5. google/nsjail · recommended 1×
  • CATEGORY QUERY
    How can I safely execute code generated by an AI assistant in an isolated sandbox?
    you: not recommended
    AI recommended (in order):
    1. gVisor (google/gvisor)
    2. Firecracker (firecracker-microvm/firecracker)
    3. Kata Containers (kata-containers/kata-containers)
    4. Docker (moby/moby)
    5. NSjail (google/nsjail)
    6. WebAssembly (Wasm) Runtimes
    7. chroot

    AI recommended 7 alternatives but never named superagent-ai/vibekit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for redacting sensitive data and observing operations of AI coding agents?
    you: not recommended
    AI recommended (in order):
    1. Privya
    2. Microsoft Azure Purview
    3. Google Cloud Data Loss Prevention (DLP) API
    4. Presidio (Microsoft Research)
    5. OpenReel
    6. Snyk Code
    7. re
    8. spaCy
    9. NLTK

    AI recommended 9 alternatives but never named superagent-ai/vibekit. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 superagent-ai/vibekit?
    pass
    AI named superagent-ai/vibekit explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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