RRepoGEO

REPOGEO REPORT · LITE

theNetworkChuck/ai-in-the-terminal

Default branch main · commit d9338e10 · scanned 6/6/2026, 8:22:47 AM

GitHub: 826 stars · 155 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 theNetworkChuck/ai-in-the-terminal, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-cli, terminal-ai, command-line-interface, generative-ai, llm, coding-assistant, developer-tools, networkchuck
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root, for example, using the MIT License template.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://youtu.be/MsQACpcuTkU

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 theNetworkChuck/ai-in-the-terminal
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ashishb/shell-genie
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ashishb/shell-genie · recommended 2×
  2. GitHub Copilot CLI · recommended 1×
  3. continue-ui/continue · recommended 1×
  4. paul-gauthier/aider · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to use AI assistants directly from the command line for coding tasks?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Continue (continue-ui/continue)
    3. Shell Genie (ashishb/shell-genie)
    4. Aider (paul-gauthier/aider)
    5. OpenAI API
    6. llm by Simon Willison (simonw/llm)
    7. Codeium CLI

    AI recommended 7 alternatives but never named theNetworkChuck/ai-in-the-terminal. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking tools to maintain persistent conversational context with AI models in the terminal.
    you: not recommended
    AI recommended (in order):
    1. Continue (continue-team/continue)
    2. Shell Genie (ashishb/shell-genie)
    3. GPT-CLI (m-bain/gpt-cli)
    4. Oobabooga's Text Generation WebUI (oobabooga/text-generation-webui)
    5. LM Studio
    6. OpenAI (openai/openai-python)
    7. Anthropic (anthropics/anthropic-python)
    8. Google (google/generative-ai-python)

    AI recommended 8 alternatives but never named theNetworkChuck/ai-in-the-terminal. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 theNetworkChuck/ai-in-the-terminal?
    pass
    AI named theNetworkChuck/ai-in-the-terminal explicitly

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

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

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

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theNetworkChuck/ai-in-the-terminal — 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