RRepoGEO

REPOGEO REPORT · LITE

rivet-dev/sandbox-agent

Default branch main · commit ab3ff01b · scanned 5/8/2026, 4:32:30 PM

GitHub: 1,356 stars · 102 forks

AI VISIBILITY SCORE
33 /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
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 rivet-dev/sandbox-agent, 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 the README's opening to clarify its unique role for AI agents within sandboxes

    Why:

    CURRENT
    <h3 align="center">Run Coding Agents in Sandboxes. Control Them Over HTTP.</h3>

<p align="center">
  A server that runs inside your sandbox. Your app connects remotely to control Claude Code, Codex, OpenCode, Cursor, Amp, or Pi — streaming events, handling permissions, managing sessions.
</p>
    COPY-PASTE FIX
    <h3 align="center">A Unified HTTP/SSE Server for AI Coding Agents, Running Inside Your Sandbox.</h3>

<p align="center">
  Sandbox Agent is a lightweight server designed to run *within* your existing sandbox environment. It provides a single, consistent HTTP/SSE API to remotely control and manage diverse AI coding agents (such as Claude Code, Codex, OpenCode, Cursor, Amp, or Pi), handling streaming events, permissions, and session management.
</p>
  • mediumtopics#2
    Add more specific topics to highlight AI agent control and orchestration within sandboxes

    Why:

    CURRENT
    agent, ai, amp, claude, claude-code, codex, daytona, e2b, opencode, sandbox
    COPY-PASTE FIX
    agent, ai, amp, claude, claude-code, codex, daytona, e2b, opencode, sandbox, ai-agent-orchestration, ai-agent-control, remote-agent-control, ai-code-execution
  • lowreadme#3
    Add a 'Comparison to Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new top-level section to the README, perhaps after 'Why Sandbox Agent?', titled 'How Sandbox Agent Differs' or 'Comparison to Alternatives'. This section should explicitly explain that Sandbox Agent is not a sandbox provider (like Kubernetes, gVisor, or Firecracker) but rather a server that operates *within* an existing sandbox. It should also clarify that it is not a general-purpose web framework (like FastAPI or Express.js) but a specialized API for controlling AI coding agents.

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 rivet-dev/sandbox-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. kata-containers/kata-containers · recommended 1×
  3. google/gvisor · recommended 1×
  4. firecracker-microvm/firecracker · recommended 1×
  5. Google Cloud Run · recommended 1×
  • CATEGORY QUERY
    How to securely execute AI coding agents in isolated environments remotely?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Kata Containers (kata-containers/kata-containers)
    3. gVisor (google/gvisor)
    4. Firecracker (firecracker-microvm/firecracker)
    5. Google Cloud Run
    6. AWS Fargate
    7. Azure Container Instances
    8. NixOS
    9. Nix Flakes
    10. OpenNebula (OpenNebula/one)
    11. Proxmox VE

    AI recommended 11 alternatives but never named rivet-dev/sandbox-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable remote control and management of AI code generation agents via HTTP?
    you: not recommended
    AI recommended (in order):
    1. FastAPI (tiangolo/fastapi)
    2. Flask (pallets/flask)
    3. Django REST Framework (encode/django-rest-framework)
    4. Node.js (nodejs/node)
    5. Express.js (expressjs/express)
    6. Go (golang/go)
    7. Gin Gonic (gin-gonic/gin)
    8. Spring Boot (spring-projects/spring-boot)

    AI recommended 8 alternatives but never named rivet-dev/sandbox-agent. 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 rivet-dev/sandbox-agent?
    pass
    AI named rivet-dev/sandbox-agent explicitly

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

  • If a team adopts rivet-dev/sandbox-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rivet-dev/sandbox-agent 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 rivet-dev/sandbox-agent solve, and who is the primary audience?
    pass
    AI did not name rivet-dev/sandbox-agent — 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?

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rivet-dev/sandbox-agent — 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