RRepoGEO

REPOGEO REPORT · LITE

eugene1g/agent-safehouse

Default branch main · commit 0bd8e553 · scanned 5/27/2026, 11:52:33 AM

GitHub: 1,815 stars · 71 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 eugene1g/agent-safehouse, 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 highlight native macOS sandboxing for AI agents

    Why:

    CURRENT
    Sandbox your LLM coding agents on macOS so they can only access the files and integrations they actually need. Agent Safehouse uses `sandbox-exec` with composable policy profiles and a deny-first model.
    COPY-PASTE FIX
    Agent Safehouse provides native macOS sandboxing for your LLM coding agents, ensuring they can only access the files and integrations they actually need. Unlike heavy virtual machines or containers, Safehouse leverages `sandbox-exec` with composable policy profiles and a deny-first model for lightweight, precise control.
  • mediumtopics#2
    Add specific macOS sandboxing and LLM security topics

    Why:

    CURRENT
    ai-agents, claude-code, llm, macos, sandbox, security
    COPY-PASTE FIX
    ai-agents, claude-code, llm, macos, sandbox, security, macos-sandbox, sandbox-exec, llm-security
  • lowcomparison#3
    Add a 'Comparison' or 'Why not X?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., 'Comparison to other sandboxing tools' or 'Why Agent Safehouse vs. VMs/Containers?', explaining how Agent Safehouse differs from general-purpose virtualization or containerization solutions for AI agent security on macOS.

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 eugene1g/agent-safehouse
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Docker Desktop
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Docker Desktop · recommended 2×
  2. OrbStack · recommended 2×
  3. VirtualBox · recommended 2×
  4. VMware Fusion · recommended 1×
  5. macOS Sandbox Profiles (App Sandbox) · recommended 1×
  • CATEGORY QUERY
    How to securely run local AI coding agents without full filesystem access on macOS?
    you: not recommended
    AI recommended (in order):
    1. Docker Desktop
    2. OrbStack
    3. VirtualBox
    4. VMware Fusion
    5. macOS Sandbox Profiles (App Sandbox)
    6. Firejail

    AI recommended 6 alternatives but never named eugene1g/agent-safehouse. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help sandbox LLM agents on macOS to limit their system access?
    you: not recommended
    AI recommended (in order):
    1. Docker Desktop
    2. OrbStack
    3. Lima (lima-vm/lima)
    4. VirtualBox
    5. macOS Sandbox (App Sandbox)
    6. Firejail (netblue30/firejail)
    7. Python Virtual Environments

    AI recommended 7 alternatives but never named eugene1g/agent-safehouse. 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 eugene1g/agent-safehouse?
    pass
    AI did not name eugene1g/agent-safehouse — 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 eugene1g/agent-safehouse in production, what risks or prerequisites should they evaluate first?
    pass
    AI named eugene1g/agent-safehouse 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 eugene1g/agent-safehouse solve, and who is the primary audience?
    pass
    AI named eugene1g/agent-safehouse explicitly

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

Embed your GEO score

Drop this badge into the README of eugene1g/agent-safehouse. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/eugene1g/agent-safehouse.svg)](https://repogeo.com/en/r/eugene1g/agent-safehouse)
HTML
<a href="https://repogeo.com/en/r/eugene1g/agent-safehouse"><img src="https://repogeo.com/badge/eugene1g/agent-safehouse.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

eugene1g/agent-safehouse — 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