RRepoGEO

REPOGEO REPORT · LITE

vercel-labs/just-bash

Default branch main · commit 38cede93 · scanned 6/27/2026, 9:57:38 PM

GitHub: 3,864 stars · 211 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
35 /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
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 vercel-labs/just-bash, 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 README to clearly state core purpose for AI agents

    Why:

    CURRENT
    # just-bash monorepo

This repository hosts the [`just-bash`](./packages/just-bash) package and its examples.
    COPY-PASTE FIX
    # just-bash: A Simulated Bash Environment for AI Agents

This monorepo provides `just-bash`, a package that offers a simulated bash environment with a virtual filesystem, specifically designed for programmatic interaction by AI agents and other applications requiring a sandboxed command-line interface.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clarify usage terms.

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/just-bash
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
moby/moby
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. moby/moby · recommended 1×
  2. containers/podman · recommended 1×
  3. lxc/lxc · recommended 1×
  4. systemd/systemd · recommended 1×
  5. chroot (Change Root) · recommended 1×
  • CATEGORY QUERY
    How can I programmatically execute bash commands within a sandboxed environment?
    you: not recommended
    AI recommended (in order):
    1. Docker (moby/moby)
    2. Podman (containers/podman)
    3. LXC (Linux Containers) (lxc/lxc)
    4. systemd-nspawn (systemd/systemd)
    5. chroot (Change Root)
    6. firejail (netblue30/firejail)

    AI recommended 6 alternatives but never named vercel-labs/just-bash. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What library helps simulate a command-line interface for AI agent interactions?
    you: not recommended
    AI recommended (in order):
    1. Cmd
    2. Click
    3. Typer
    4. Prompt Toolkit
    5. Rich
    6. InquirerPy

    AI recommended 6 alternatives but never named vercel-labs/just-bash. 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/just-bash?
    pass
    AI named vercel-labs/just-bash explicitly

    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/just-bash in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vercel-labs/just-bash 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/just-bash solve, and who is the primary audience?
    pass
    AI named vercel-labs/just-bash explicitly

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

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vercel-labs/just-bash — 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