RRepoGEO

REPOGEO REPORT · LITE

taybenlor/runno

Default branch main · commit 3c32435e · scanned 6/8/2026, 1:36:46 PM

GitHub: 767 stars · 46 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 taybenlor/runno, 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 and opening paragraph to highlight interactive code embedding

    Why:

    CURRENT
    # Runno
    
    Runno is a collection of JavaScript Packages for running code in various languages
    inside a sandbox. It's made of the following packages:
    COPY-PASTE FIX
    # Runno: Embed Interactive Code Examples & Sandboxed Runtimes Anywhere
    
    Runno provides a powerful collection of JavaScript packages to run code in various languages and WASI binaries directly in a secure sandbox. Whether you're building interactive programming tutorials, online IDEs, or secure execution environments, Runno enables client-side code execution in the browser, on your server, or via MCP.
  • hightopics#2
    Add topics for interactive code and online IDEs

    Why:

    CURRENT
    browser, education, wasi, wasm
    COPY-PASTE FIX
    browser, education, wasi, wasm, code-editor, interactive-code, online-ide, code-playground, web-components
  • mediumreadme#3
    Add a 'Why Runno?' section highlighting client-side execution

    Why:

    COPY-PASTE FIX
    ## Why Runno?
    
    Unlike many code execution environments that rely on server-side processing, Runno leverages WebAssembly and Web Workers to execute code for multiple programming languages entirely client-side in the browser. This unique approach means:
    
    - **Zero Server Costs:** Run code examples without needing a backend server.
    - **Instant Feedback:** Near-instant execution for interactive learning.
    - **Offline Capability:** Examples can run even without an internet connection.
    - **Enhanced Privacy:** Code execution stays within the user's browser.
    
    Runno provides a secure, sandboxed environment, making it ideal for educational platforms, interactive documentation, and lightweight online development tools.

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 taybenlor/runno
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CodeSandbox
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. CodeSandbox · recommended 1×
  2. StackBlitz · recommended 1×
  3. JSFiddle · recommended 1×
  4. CodePen · recommended 1×
  5. Replit · recommended 1×
  • CATEGORY QUERY
    How to embed interactive code examples directly on a website for learning?
    you: not recommended
    AI recommended (in order):
    1. CodeSandbox
    2. StackBlitz
    3. JSFiddle
    4. CodePen
    5. Replit
    6. Observable

    AI recommended 6 alternatives but never named taybenlor/runno. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a secure sandbox for executing WebAssembly modules and various programming languages.
    you: not recommended
    AI recommended (in order):
    1. Wasmtime
    2. Wasmer
    3. GraalVM
    4. Truffle Language Implementation Framework
    5. gVisor
    6. NSjail
    7. Firecracker
    8. Cloudflare Workers

    AI recommended 8 alternatives but never named taybenlor/runno. 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 taybenlor/runno?
    pass
    AI named taybenlor/runno explicitly

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

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