RRepoGEO

REPOGEO REPORT · LITE

kirodotdev/Kiro

Default branch main · commit 2f1d7a72 · scanned 5/20/2026, 11:48:25 AM

GitHub: 3,738 stars · 234 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 kirodotdev/Kiro, 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
    Strengthen README's opening statement to emphasize AI IDE category

    Why:

    CURRENT
    Kiro is an agentic IDE and command-line interface that helps you go from prototype to production with spec-driven development, agent hooks,powers, and natural language coding assistance.
    COPY-PASTE FIX
    Kiro is an **agentic AI-powered IDE** and command-line interface that helps you go from prototype to production with spec-driven development, agent hooks, powers, and natural language coding assistance.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Expand repository topics to include more specific keywords

    Why:

    CURRENT
    ai, ide, kiro, spec
    COPY-PASTE FIX
    ai, ide, agentic-ai, natural-language-coding, development-environment, code-generation, spec-driven-development, cli, desktop-app

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 kirodotdev/Kiro
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
WebStorm
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. WebStorm · recommended 2×
  2. GitHub Copilot · recommended 1×
  3. Visual Studio Code · recommended 1×
  4. JetBrains IntelliJ IDEA · recommended 1×
  5. PyCharm · recommended 1×
  • CATEGORY QUERY
    What are the best AI-powered IDEs for automating development tasks and natural language coding?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Visual Studio Code
    3. JetBrains IntelliJ IDEA
    4. PyCharm
    5. WebStorm
    6. JetBrains AI Assistant
    7. GoLand
    8. Cursor
    9. Codeium
    10. Tabnine
    11. OpenAI's GPT models

    AI recommended 11 alternatives but never named kirodotdev/Kiro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an intelligent development environment that helps go from prototype to production with structured specs.
    you: not recommended
    AI recommended (in order):
    1. JetBrains IDEs
    2. IntelliJ IDEA Ultimate
    3. PyCharm Professional
    4. WebStorm
    5. Visual Studio Code (microsoft/vscode)
    6. OpenAPI/Swagger
    7. JSON Schema (json-schema-org/json-schema-spec)
    8. ESLint (eslint/eslint)
    9. Prettier (prettier/prettier)
    10. Eclipse
    11. Spring Tools Suite (spring-projects/sts4)
    12. Maven
    13. Gradle (gradle/gradle)
    14. Xcode
    15. Visual Studio
    16. Azure DevOps

    AI recommended 16 alternatives but never named kirodotdev/Kiro. 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 kirodotdev/Kiro?
    pass
    AI named kirodotdev/Kiro explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of kirodotdev/Kiro. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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kirodotdev/Kiro — 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