RRepoGEO

REPOGEO REPORT · LITE

jlcodes99/cockpit-tools

Default branch main · commit 1b0327ad · scanned 6/18/2026, 1:41:09 AM

GitHub: 11,695 stars · 1,065 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 jlcodes99/cockpit-tools, 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
    Add a clarifying sentence to the README's opening to prevent miscategorization

    Why:

    CURRENT
    The README currently starts with '# Cockpit Tools' followed by language links and then '一款**通用的 AI IDE 账号管理工具**'.
    COPY-PASTE FIX
    Add this sentence immediately after the main title: 'This project is a universal AI IDE account management tool, *not* related to the Linux Cockpit web console for server management.'
  • mediumlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Expand repository topics with broader functional terms

    Why:

    CURRENT
    account-manager, ai, antigravity, codebuddy, codex, cursor, github-copilot, kiro, windsurf
    COPY-PASTE FIX
    account-manager, ai, antigravity, codebuddy, codex, cursor, github-copilot, kiro, windsurf, ai-ide, code-generation, assistant-management, multi-instance, quota-monitoring

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 jlcodes99/cockpit-tools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Chrome Profiles
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Chrome Profiles · recommended 1×
  2. Firefox Multi-Account Containers · recommended 1×
  3. GitHub Copilot · recommended 1×
  4. VS Code · recommended 1×
  5. JetBrains IDEs · recommended 1×
  • CATEGORY QUERY
    How can I efficiently manage multiple AI coding assistant accounts and their usage?
    you: not recommended
    AI recommended (in order):
    1. Google Chrome Profiles
    2. Firefox Multi-Account Containers
    3. GitHub Copilot
    4. VS Code
    5. JetBrains IDEs
    6. ChatGPT Desktop App by lencx
    7. VirtualBox
    8. VMware Workstation Player
    9. FoxyProxy
    10. Proxifier
    11. LastPass
    12. 1Password
    13. Bitwarden

    AI recommended 13 alternatives but never named jlcodes99/cockpit-tools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help automate and run multiple instances of various AI code generation environments?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Docker Swarm
    3. AWS Batch
    4. Google Cloud Batch
    5. Azure Batch
    6. Apache Airflow
    7. HashiCorp Nomad
    8. Ansible
    9. Terraform

    AI recommended 9 alternatives but never named jlcodes99/cockpit-tools. 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 jlcodes99/cockpit-tools?
    pass
    AI named jlcodes99/cockpit-tools explicitly

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

  • If a team adopts jlcodes99/cockpit-tools in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jlcodes99/cockpit-tools 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 jlcodes99/cockpit-tools solve, and who is the primary audience?
    pass
    AI named jlcodes99/cockpit-tools explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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