RRepoGEO

REPOGEO REPORT · LITE

bricks-cloud/BricksLLM

Default branch main · commit c7d80a62 · scanned 5/28/2026, 3:37:09 PM

GitHub: 1,207 stars · 95 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 bricks-cloud/BricksLLM, 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
  • hightopics#1
    Add specific LLM gateway/proxy topics

    Why:

    CURRENT
    ai, anthropic, api, artificial-intelligence, azure, docker, generative-ai, golang, gpt, llm, open-source, openai, postgresql, privacy, rest-api, security, self-hosted, vllm, ycombinator
    COPY-PASTE FIX
    ai, anthropic, api, artificial-intelligence, azure, docker, generative-ai, golang, gpt, llm, llm-gateway, llm-proxy, open-source, openai, postgresql, privacy, rest-api, security, self-hosted, vllm, ycombinator, ai-gateway
  • highreadme#2
    Clarify BricksLLM's specialization in the README introduction

    Why:

    CURRENT
    **BricksLLM** is a cloud native AI gateway written in Go. Currently, it provides native support for OpenAI, Anthropic, Azure OpenAI and vLLM. BricksLLM aims to provide enterprise level infrastructure that can power any LLM production use cases.
    COPY-PASTE FIX
    **BricksLLM** is a cloud native **LLM API Gateway** written in Go, specifically designed for putting large language models into production. Unlike generic API gateways, BricksLLM provides native support for OpenAI, Anthropic, Azure OpenAI, and vLLM, offering enterprise-level infrastructure tailored for any LLM production use case.
  • mediumreadme#3
    Highlight open-source and self-hostable nature in README introduction

    Why:

    COPY-PASTE FIX
    Add this sentence to the introduction, ideally after the initial positioning: 'As an open-source and self-hostable solution, BricksLLM gives you full control over your LLM traffic, data, and infrastructure.'

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 bricks-cloud/BricksLLM
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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kong Gateway · recommended 1×
  2. Apigee · recommended 1×
  3. AWS API Gateway · recommended 1×
  4. Azure API Management · recommended 1×
  5. NGINX · recommended 1×
  • CATEGORY QUERY
    How to implement an LLM API gateway for fine-grained access control and usage limits?
    you: not recommended
    AI recommended (in order):
    1. Kong Gateway
    2. Apigee
    3. AWS API Gateway
    4. Azure API Management
    5. NGINX
    6. OpenResty
    7. Envoy Proxy
    8. Tyk Open Source API Gateway

    AI recommended 8 alternatives but never named bricks-cloud/BricksLLM. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hosted LLM proxy with security, cost tracking, and failover features.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM (BerriAI/litellm)
    2. Keycloak (keycloak/keycloak)
    3. NGINX (nginx/nginx)
    4. Envoy Proxy (envoyproxy/envoy)
    5. Kong Gateway (Kong/kong)
    6. Tyk API Gateway (TykTechnologies/tyk)
    7. Caddy (caddyserver/caddy)

    AI recommended 7 alternatives but never named bricks-cloud/BricksLLM. 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 bricks-cloud/BricksLLM?
    pass
    AI named bricks-cloud/BricksLLM explicitly

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

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

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

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MARKDOWN (README)
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