RRepoGEO

REPOGEO REPORT · LITE

envoyproxy/ai-gateway

Default branch main · commit 1d1e81a0 · scanned 5/14/2026, 3:16:42 PM

GitHub: 1,611 stars · 245 forks

AI VISIBILITY SCORE
40 /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
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 envoyproxy/ai-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
    Reposition README H1/intro to emphasize AI-specific value

    Why:

    CURRENT
    Envoy AI Gateway is an open source project for using Envoy Gateway to handle request traffic from application clients to Generative AI services.
    COPY-PASTE FIX
    Envoy AI Gateway is a specialized, Kubernetes-native API gateway built on Envoy Gateway, designed specifically to manage and optimize request traffic from applications to diverse Generative AI services and LLM inference endpoints. It provides fine-grained control, authentication, and routing tailored for AI workloads, distinguishing it from general-purpose API gateways.
  • mediumcomparison#2
    Add a 'Why Envoy AI Gateway?' or 'Comparison' section

    Why:

    COPY-PASTE FIX
    ## Why Envoy AI Gateway?
Unlike general API gateways or service meshes like Kong, NGINX, or Istio, Envoy AI Gateway is purpose-built for Generative AI workloads. It leverages Envoy's robust traffic management capabilities while adding AI-specific features such as endpoint picking for LLM inference optimization, unified access to various AI providers (OpenAI, Azure OpenAI, Google Gemini, Vertex AI, AWS Bedrock, Mistral), and fine-grained control over AI model access.
  • lowreadme#3
    Ensure full list of supported AI providers is text-parsable in README

    Why:

    CURRENT
    The current 'Supported AI Providers' section uses an HTML table that is truncated in the README excerpt.
    COPY-PASTE FIX
    ## Supported AI Providers
Envoy AI Gateway supports a wide range of AI providers, making it easy to integrate with your preferred LLM services, including OpenAI, Azure OpenAI, Google Gemini, Vertex AI, AWS Bedrock, and Mistral.

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 envoyproxy/ai-gateway
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kong Gateway
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Kong Gateway · recommended 2×
  2. Istio · recommended 2×
  3. NGINX Plus · recommended 1×
  4. NGINX Open Source · recommended 1×
  5. Envoy Proxy · recommended 1×
  • CATEGORY QUERY
    How to manage and route traffic to multiple generative AI models and services?
    you: not recommended
    AI recommended (in order):
    1. NGINX Plus
    2. NGINX Open Source
    3. Kong Gateway
    4. Envoy Proxy
    5. AWS API Gateway
    6. Azure API Management
    7. Google Cloud Endpoints
    8. Istio
    9. HAProxy

    AI recommended 9 alternatives but never named envoyproxy/ai-gateway. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Kubernetes-native gateway for fine-grained control over LLM inference requests.
    you: not recommended
    AI recommended (in order):
    1. Envoy Gateway
    2. Istio
    3. Kong Gateway
    4. NGINX Gateway Fabric
    5. Traefik Proxy

    AI recommended 5 alternatives but never named envoyproxy/ai-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
    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 envoyproxy/ai-gateway?
    pass
    AI named envoyproxy/ai-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 envoyproxy/ai-gateway in production, what risks or prerequisites should they evaluate first?
    pass
    AI named envoyproxy/ai-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 envoyproxy/ai-gateway solve, and who is the primary audience?
    pass
    AI named envoyproxy/ai-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
  • Prioritized action items8 vs 3 in Lite