RRepoGEO

REPOGEO REPORT · LITE

aws/amazon-q-developer-cli

Default branch main · commit 15cc8f3c · scanned 6/25/2026, 7:46:49 AM

GitHub: 1,972 stars · 436 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 aws/amazon-q-developer-cli, 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 sentence to the README's deprecation notice to clarify the specific value proposition of this open-source repository

    Why:

    CURRENT
    > [!IMPORTANT]
> This open source project is no longer being actively maintained and will only receive critical security fixes. Amazon Q Developer CLI is now available as Kiro CLI, a closed-source product. For the latest features and updates, please use Kiro CLI. For issues with Kiro CLI, please report it here instead.
    COPY-PASTE FIX
    > [!IMPORTANT]
> This open source project is no longer being actively maintained and will only receive critical security fixes. This repository serves as the Apache-2.0 licensed open-source foundation for Amazon Q Developer CLI, providing a historical reference and critical security fixes for existing deployments. Amazon Q Developer CLI is now available as Kiro CLI, a closed-source product. For the latest features and updates, please use Kiro CLI. For issues with Kiro CLI, please report it here instead.
  • mediumabout#2
    Enhance the 'about' description to clearly state the project's original purpose and its connection to Amazon Q Developer

    Why:

    CURRENT
    ✨ Agentic chat experience in your terminal. Build applications using natural language.
    COPY-PASTE FIX
    The open-source Amazon Q Developer CLI provides an agentic chat experience in your terminal, enabling developers to build applications using natural language with Amazon Q.
  • mediumreadme#3
    Add a concise introductory sentence to the README, immediately after the H1 and deprecation notice, that summarizes the project's core function

    Why:

    COPY-PASTE FIX
    This command-line interface provides an agentic chat experience in your terminal, enabling developers to interact with Amazon Q using natural language.

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 aws/amazon-q-developer-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenInterpreter/Open-Interpreter
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenInterpreter/Open-Interpreter · recommended 2×
  2. paul-gauthier/aider · recommended 2×
  3. cli/cli · recommended 1×
  4. withfig/fig · recommended 1×
  5. continuedev/continue · recommended 1×
  • CATEGORY QUERY
    I need an AI assistant that integrates directly into my terminal for coding tasks.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI (cli/cli)
    2. Fig AI (withfig/fig)
    3. Continue.dev (continuedev/continue)
    4. Open Interpreter (OpenInterpreter/Open-Interpreter)
    5. ShellGPT (TheR1D/shell_gpt)
    6. Aider (paul-gauthier/aider)

    AI recommended 6 alternatives but never named aws/amazon-q-developer-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line utilities provide an LLM-powered chat experience for software development?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter (OpenInterpreter/Open-Interpreter)
    2. Shell Genie (ashishb/shell-genie)
    3. aider (paul-gauthier/aider)
    4. Ollama (ollama/ollama)
    5. llm (simonw/llm)
    6. CodeGPT (CodeGPTApp/CodeGPT)
    7. TermGPT (LAION-AI/TermGPT)

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

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

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