RRepoGEO

REPOGEO REPORT · LITE

tbphp/gpt-load

Default branch main · commit 275cc508 · scanned 5/11/2026, 2:51:24 AM

GitHub: 6,173 stars · 639 forks

AI VISIBILITY SCORE
33 /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
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 tbphp/gpt-load, 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 Go-based AI API proxy

    Why:

    CURRENT
    A high-performance, enterprise-grade AI API transparent proxy service designed specifically for enterprises and developers who need to integrate multiple AI services. Built with Go, featuring intelligent key management, load balancing, and comprehensive monitoring capabilities, designed for high-concurrency production environments.
    COPY-PASTE FIX
    GPT-Load is a high-performance, Go-based AI API transparent proxy service, designed for enterprises and developers to integrate and manage multiple AI services like OpenAI, Google Gemini, and Anthropic Claude. It features intelligent key management, load balancing, and comprehensive monitoring for high-concurrency production environments.
  • hightopics#2
    Add specific LLM proxy/gateway topics

    Why:

    CURRENT
    anthropic, claude, gemini, gin, go, golang, openai
    COPY-PASTE FIX
    llm-proxy, ai-gateway, api-gateway, load-balancing, key-management, multi-llm, go-proxy, openai-proxy, claude-proxy, gemini-proxy, anthropic, claude, gemini, gin, go, golang, openai
  • mediumcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled 'Why GPT-Load? (vs. Generic Proxies & LLM Libraries)' that explicitly outlines its unique value proposition, such as specialized LLM API format preservation, intelligent key rotation, and failure handling, differentiating it from generic HTTP proxies (e.g., Nginx, Caddy) and general LLM orchestration libraries (e.g., LangChain, LiteLLM).

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 tbphp/gpt-load
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Evals
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Evals · recommended 1×
  2. LiteLLM · recommended 1×
  3. LangChain · recommended 1×
  4. Azure API Management · recommended 1×
  5. FastAPI · recommended 1×
  • CATEGORY QUERY
    How to manage multiple AI API keys and services with intelligent rotation?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Evals
    2. LiteLLM
    3. LangChain
    4. Azure API Management
    5. FastAPI
    6. Express.js
    7. Gin
    8. Vercel AI SDK

    AI recommended 8 alternatives but never named tbphp/gpt-load. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a high-performance Go-based proxy for load balancing various large language model APIs.
    you: not recommended
    AI recommended (in order):
    1. Caddy (caddyserver/caddy)
    2. Traefik (traefik/traefik)
    3. HAProxy (haproxy/haproxy)
    4. Nginx (nginx/nginx)
    5. Go's `net/http/httputil` package
    6. Envoy Proxy (envoyproxy/envoy)

    AI recommended 6 alternatives but never named tbphp/gpt-load. 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 tbphp/gpt-load?
    pass
    AI did not name tbphp/gpt-load — 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 tbphp/gpt-load in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tbphp/gpt-load 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 tbphp/gpt-load solve, and who is the primary audience?
    pass
    AI named tbphp/gpt-load explicitly

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

Embed your GEO score

Drop this badge into the README of tbphp/gpt-load. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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tbphp/gpt-load — 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