RRepoGEO

REPOGEO REPORT · LITE

jwadow/kiro-gateway

Default branch main · commit a5292ca0 · scanned 5/20/2026, 9:57:02 AM

GitHub: 1,707 stars · 373 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 jwadow/kiro-gateway, 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 clarify tech stack and AI proxy niche

    Why:

    CURRENT
    **Proxy gateway for Kiro API (Amazon Q Developer / AWS CodeWhisperer)**
    COPY-PASTE FIX
    **A Python/FastAPI proxy gateway for Kiro API (Amazon Q Developer / AWS CodeWhisperer), enabling free Claude models with any OpenAI-compatible client.**
  • mediumreadme#2
    Add a 'Who is this for?' section to the README

    Why:

    COPY-PASTE FIX
    ## 🎯 Who is Kiro Gateway For?

Kiro Gateway is designed for developers, AI enthusiasts, and teams looking to leverage free Claude models (via Kiro IDE/CLI) with their existing OpenAI-compatible development tools, such as Cursor, Obsidian, LangChain, or custom applications. It's ideal for those who need a lightweight, self-hosted solution to unify access to various AI providers.
  • lowhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/jwadow/kiro-gateway

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 jwadow/kiro-gateway
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 1×
  2. LM Studio · recommended 1×
  3. LocalAI · recommended 1×
  4. OpenRouter.ai · recommended 1×
  5. Anyscale Endpoints · recommended 1×
  • CATEGORY QUERY
    How to use free large language models with existing OpenAI compatible development tools?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. LocalAI
    4. OpenRouter.ai
    5. Anyscale Endpoints
    6. Groq

    AI recommended 6 alternatives but never named jwadow/kiro-gateway. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python API gateway to unify access to different AI model providers.
    you: not recommended
    AI recommended (in order):
    1. FastAPI (tiangolo/fastapi)
    2. Kong Gateway (Kong/kong)
    3. Tyk API Gateway (TykTechnologies/tyk)
    4. AWS API Gateway
    5. Azure API Management
    6. GCP API Gateway

    AI recommended 6 alternatives but never named jwadow/kiro-gateway. 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 jwadow/kiro-gateway?
    pass
    AI named jwadow/kiro-gateway explicitly

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

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

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

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jwadow/kiro-gateway — 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