RRepoGEO

REPOGEO REPORT · LITE

vercel-labs/coding-agent-template

Default branch main · commit e753e1b6 · scanned 5/25/2026, 4:48:38 AM

GitHub: 1,715 stars · 282 forks

AI VISIBILITY SCORE
22 /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
1 / 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 vercel-labs/coding-agent-template, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's H1 and opening sentence to clarify its platform nature

    Why:

    CURRENT
    # Coding Agent Template

A template for building AI-powered coding agents that supports Claude Code, OpenAI's Codex CLI, GitHub Copilot CLI, Cursor CLI, Google Gemini CLI, and opencode with Vercel Sandbox to automatically execute coding tasks on your repositories.
    COPY-PASTE FIX
    # Coding Agent Template: A Multi-Agent AI Platform for Automated Code Execution on Vercel

This template provides a robust platform for building and deploying custom AI-powered coding agents. It leverages Vercel Sandbox for secure, automated code execution on your repositories and integrates with various AI models like Claude Code, OpenAI Codex CLI, GitHub Copilot CLI, Cursor CLI, Google Gemini CLI, and opencode.
  • mediumlicense#2
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [Specify License Name(s) here, e.g., "the Vercel Labs Custom License" or "a combination of MIT and Apache-2.0"]. Please refer to the [LICENSE](LICENSE) file for full details.

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 vercel-labs/coding-agent-template
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor.sh
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor.sh · recommended 1×
  2. GitHub Copilot · recommended 1×
  3. OpenAI's GPT-4 · recommended 1×
  4. AutoGPT / BabyAGI · recommended 1×
  5. smol-ai/smol-developer · recommended 1×
  • CATEGORY QUERY
    How can I automate coding tasks and execute code changes using AI agents?
    you: not recommended
    AI recommended (in order):
    1. Cursor.sh
    2. GitHub Copilot
    3. OpenAI's GPT-4
    4. AutoGPT / BabyAGI
    5. Smol-developer (smol-ai/smol-developer)
    6. SWE-agent (princeton-nlp/SWE-agent)

    AI recommended 6 alternatives but never named vercel-labs/coding-agent-template. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms allow building and deploying custom AI development assistants for repositories?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Azure OpenAI Service
    3. AWS Bedrock
    4. Google Cloud Vertex AI
    5. Hugging Face
    6. OpenAI API
    7. LangChain (langchain-ai/langchain)
    8. LlamaIndex (run-llama/llama_index)

    AI recommended 8 alternatives but never named vercel-labs/coding-agent-template. 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 vercel-labs/coding-agent-template?
    pass
    AI did not name vercel-labs/coding-agent-template — 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 vercel-labs/coding-agent-template in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vercel-labs/coding-agent-template 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 vercel-labs/coding-agent-template solve, and who is the primary audience?
    pass
    AI did not name vercel-labs/coding-agent-template — 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?

Embed your GEO score

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vercel-labs/coding-agent-template — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite