RRepoGEO

REPOGEO REPORT · LITE

iagooar/qqqa

Default branch master · commit 939a7c81 · scanned 6/11/2026, 1:52:04 PM

GitHub: 617 stars · 21 forks

AI VISIBILITY SCORE
22 /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
1 / 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 iagooar/qqqa, 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
    Emphasize statelessness as a core differentiator in the README intro

    Why:

    CURRENT
    qqqa is a two-in-one, stateless CLI tool that brings LLM assistance to the command line without ceremony.
    COPY-PASTE FIX
    qqqa is a two-in-one, stateless CLI tool that brings LLM assistance to the command line without ceremony. Unlike many other LLM-powered shell tools, qqqa is deliberately stateless, offering a lightweight, reproducible, and privacy-focused experience without hidden conversation memory or long-running sessions.
  • highhomepage#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/iagooar/qqqa
  • mediumtopics#3
    Expand repository topics to include shell agent and stateless CLI terms

    Why:

    CURRENT
    ai, claude, cli, codex, gpt-oss-120b, groq, llm, ollama, openrouter, productivity, terminal
    COPY-PASTE FIX
    ai, claude, cli, codex, gpt-oss-120b, groq, llm, ollama, openrouter, productivity, terminal, shell-automation, cli-agent, stateless-cli, command-line-assistant

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 iagooar/qqqa
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Shell Genie
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Shell Genie · recommended 1×
  2. ai-shell · recommended 1×
  3. GPT-CLI · recommended 1×
  4. Aider · recommended 1×
  5. Shell-GPT (sgpt) · recommended 1×
  • CATEGORY QUERY
    What's a good terminal tool for getting instant AI answers without leaving the shell?
    you: not recommended
    AI recommended (in order):
    1. Shell Genie
    2. ai-shell
    3. GPT-CLI

    AI recommended 3 alternatives but never named iagooar/qqqa. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Recommend a CLI tool that uses an LLM to automate shell commands and file operations.
    you: not recommended
    AI recommended (in order):
    1. Aider
    2. Shell-GPT (sgpt)
    3. Smol developer
    4. GPT-engineer
    5. Marvin

    AI recommended 5 alternatives but never named iagooar/qqqa. 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 iagooar/qqqa?
    pass
    AI did not name iagooar/qqqa — 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 iagooar/qqqa in production, what risks or prerequisites should they evaluate first?
    pass
    AI named iagooar/qqqa 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 iagooar/qqqa solve, and who is the primary audience?
    pass
    AI did not name iagooar/qqqa — 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?

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iagooar/qqqa — 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