RRepoGEO

REPOGEO REPORT · LITE

aws-samples/bedrock-access-gateway

Default branch main · commit 95794585 · scanned 6/7/2026, 2:07:53 PM

GitHub: 986 stars · 308 forks

AI VISIBILITY SCORE
28 /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
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-samples/bedrock-access-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
    Clarify the README's opening to emphasize its role as an OpenAI-compatible proxy for Bedrock

    Why:

    CURRENT
    OpenAI-compatible RESTful APIs for Amazon Bedrock
    COPY-PASTE FIX
    A Bedrock Access Gateway providing OpenAI-compatible RESTful APIs, enabling existing OpenAI API applications to seamlessly integrate with Amazon Bedrock's diverse foundation models.
  • mediumtopics#2
    Add more specific topics related to unified LLM access and API compatibility

    Why:

    CURRENT
    bedrock, genai, openai, openai-api, openai-proxy, proxy
    COPY-PASTE FIX
    bedrock, genai, openai, openai-api, openai-proxy, proxy, llm-api, unified-api, multi-llm
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a link to the project's main documentation, a demo, or a relevant AWS landing page for Bedrock Access 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 aws-samples/bedrock-access-gateway
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 2×
  2. LangChain · recommended 2×
  3. OpenRouter · recommended 1×
  4. Anyscale Endpoints · recommended 1×
  5. Together AI · recommended 1×
  • CATEGORY QUERY
    How can I use my existing OpenAI API code to call different large language models?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. Anyscale Endpoints
    4. Together AI
    5. LocalAI
    6. FastChat
    7. LangChain

    AI recommended 7 alternatives but never named aws-samples/bedrock-access-gateway. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What is the best way to unify access to multiple generative AI models with a single API endpoint?
    you: not recommended
    AI recommended (in order):
    1. OpenRouter.ai
    2. LiteLLM
    3. Portkey.ai
    4. Helicone.ai
    5. LangChain
    6. LlamaIndex
    7. Azure AI Studio
    8. Google Vertex AI

    AI recommended 8 alternatives but never named aws-samples/bedrock-access-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 aws-samples/bedrock-access-gateway?
    pass
    AI did not name aws-samples/bedrock-access-gateway — 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-samples/bedrock-access-gateway in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aws-samples/bedrock-access-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 aws-samples/bedrock-access-gateway solve, and who is the primary audience?
    pass
    AI named aws-samples/bedrock-access-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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  • Brand-free category queries5 vs 2 in Lite
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