RRepoGEO

REPOGEO REPORT · LITE

jasonkneen/kiro

Default branch main · commit 22577b63 · scanned 6/9/2026, 12:48:01 AM

GitHub: 675 stars · 180 forks

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 jasonkneen/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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Update the repository description to match README content

    Why:

    CURRENT
    Complete System Prompts for Kiro IDE by Amazon
    COPY-PASTE FIX
    A comprehensive guide to systematic feature development using the three-phase spec process: Requirements → Design → Tasks. Includes strategies for working with AI to generate or refine software specifications.
  • mediumhomepage#2
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/jasonkneen/kiro

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 jasonkneen/kiro
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAPI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAPI · recommended 1×
  2. AsyncAPI · recommended 1×
  3. OpenAPI Generator · recommended 1×
  4. Swagger UI · recommended 1×
  5. ReDoc · recommended 1×
  • CATEGORY QUERY
    How to implement a systematic spec-driven development process for new features?
    you: not recommended
    AI recommended (in order):
    1. OpenAPI
    2. AsyncAPI
    3. OpenAPI Generator
    4. Swagger UI
    5. ReDoc
    6. Stoplight Studio
    7. JSON Schema
    8. Ajv
    9. jsonschema
    10. Gherkin
    11. Cucumber
    12. SpecFlow
    13. Behave
    14. UML
    15. BPMN
    16. PlantUML
    17. Mermaid
    18. Lucidchart
    19. draw.io
    20. Postman
    21. Insomnia

    AI recommended 21 alternatives but never named jasonkneen/kiro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to use AI effectively for generating or refining software development specifications?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat / Copilot for Business
    2. ChatGPT (GPT-4 or newer)
    3. Claude (Anthropic)
    4. Google Gemini Advanced
    5. Jira Product Discovery (with AI features)
    6. ClickUp AI
    7. Notion AI

    AI recommended 7 alternatives but never named jasonkneen/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 jasonkneen/kiro?
    pass
    AI named jasonkneen/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 jasonkneen/kiro in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jasonkneen/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 jasonkneen/kiro solve, and who is the primary audience?
    pass
    AI named jasonkneen/kiro explicitly

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

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jasonkneen/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