RRepoGEO

REPOGEO REPORT · LITE

rivet-dev/sandbox-agent

Default branch main · commit ab3ff01b · scanned 6/18/2026, 8:12:10 AM

GitHub: 1,435 stars · 108 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 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 paragraph to clarify its specific focus on AI coding agents.

    Why:

    CURRENT
    <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
    <p align="center">
  A server that runs inside your sandbox, purpose-built for securely running AI coding agents like Claude Code, Codex, OpenCode, Cursor, Amp, or Pi. It provides a unified HTTP API for streaming events, handling permissions, and managing sessions, differentiating it from general container solutions.
</p>
  • mediumtopics#2
    Add more specific topics to clarify the repo's role as an AI agent execution environment.

    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-runtime, secure-ai-execution, agent-sandbox, remote-agent-execution
  • lowreadme#3
    Add a 'Comparison' section to the README.

    Why:

    COPY-PASTE FIX
    ## Comparison
Sandbox Agent fills a unique niche between general-purpose containerization solutions (like Kubernetes, gVisor, or AWS Fargate) and high-level AI orchestration frameworks (like LangChain or AutoGen).
-   **Vs. General Containerization:** Unlike Kubernetes or gVisor, Sandbox Agent is not a general-purpose orchestrator for microservices. It is specifically optimized for the secure, isolated execution of untrusted *AI coding agent* code, providing a unified API tailored for agent interactions (streaming, permissions, session management).
-   **Vs. AI Orchestration Frameworks:** While frameworks like LangChain or AutoGen help you build and manage agent logic, Sandbox Agent provides the underlying secure runtime environment where those agents actually execute their code. It handles the low-level sandboxing and API unification, allowing your orchestration layer to remain agent-agnostic.

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 · recommended 1×
  3. gVisor · recommended 1×
  4. AWS Fargate · recommended 1×
  5. Amazon EKS · recommended 1×
  • CATEGORY QUERY
    How to securely run AI coding agents in isolated environments remotely?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Kata Containers
    3. gVisor
    4. AWS Fargate
    5. Amazon EKS
    6. Amazon ECS
    7. Google Cloud Run
    8. GKE Autopilot
    9. Azure Container Apps
    10. Azure Kubernetes Service (AKS)
    11. Firecracker
    12. KVM
    13. QEMU
    14. Docker
    15. Docker Compose
    16. Docker Swarm
    17. AppArmor
    18. SELinux

    AI recommended 18 alternatives but never named rivet-dev/sandbox-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to manage and control diverse AI coding agents programmatically?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. LlamaIndex
    5. Haystack
    6. OpenAI Assistants API

    AI recommended 6 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 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?

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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