RRepoGEO

REPOGEO REPORT · LITE

envoyproxy/ai-gateway

Default branch main · commit 598388d1 · scanned 6/25/2026, 4:41:29 AM

GitHub: 1,783 stars · 283 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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's opening to emphasize AI/LLM specialization

    Why:

    CURRENT
    # Envoy AI Gateway

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

Envoy AI Gateway is an open source project built on Envoy Gateway, specifically designed to manage, secure, and optimize request traffic from application clients to Generative AI services and LLM inference endpoints. It provides specialized features beyond a generic API gateway for AI workloads.
  • mediumtopics#2
    Add more specific AI/LLM related topics

    Why:

    CURRENT
    ai, ai-gateway, api-gateway, cncf, inference, kubernetes, llm
    COPY-PASTE FIX
    ai, ai-gateway, api-gateway, cncf, inference, kubernetes, llm, generative-ai, llm-ops, model-serving, traffic-management, edge-ai, ai-security
  • lowreadme#3
    Add a 'Why Envoy AI Gateway?' or 'Comparison' section to README

    Why:

    COPY-PASTE FIX
    Consider adding a new section to the README, perhaps titled "Why Envoy AI Gateway?" or "Comparison with Generic API Gateways," that explicitly outlines its unique benefits and differentiators for AI/LLM workloads compared to general-purpose API gateways like Kong, NGINX, or cloud-native API management services. This section could leverage insights from the "Compared to common alternatives" self-mention query.

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
AWS API Gateway
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS API Gateway · recommended 2×
  2. Azure API Management · recommended 2×
  3. Kong/kong · recommended 2×
  4. NGINX Plus · recommended 1×
  5. nginx/nginx · recommended 1×
  • CATEGORY QUERY
    How to manage and route traffic to multiple generative AI models?
    you: not recommended
    AI recommended (in order):
    1. NGINX Plus
    2. NGINX Open Source (nginx/nginx)
    3. Envoy Proxy (envoyproxy/envoy)
    4. AWS API Gateway
    5. Azure API Management
    6. Google Cloud Endpoints
    7. Kong Gateway (Kong/kong)
    8. HAProxy (haproxy/haproxy)
    9. Istio (istio/istio)

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking an API gateway for fine-grained control and LLM inference optimization.
    you: not recommended
    AI recommended (in order):
    1. Kong Gateway (Kong/kong)
    2. AWS API Gateway
    3. Azure API Management
    4. Apigee
    5. Ambassador Edge Stack (datawire/ambassador)
    6. Nginx Plus

    AI recommended 6 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