RRepoGEO

REPOGEO REPORT · LITE

adaline/gateway

Default branch main · commit d011bb9b · scanned 5/30/2026, 3:21:50 PM

GitHub: 594 stars · 27 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 adaline/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 the README H1 to specify LLM category

    Why:

    CURRENT
    # Adaline Gateway
    COPY-PASTE FIX
    # Adaline Gateway: The LLM Super SDK
  • mediumreadme#2
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, perhaps titled 'Why Adaline Gateway?' or 'Adaline Gateway vs. Alternatives', that explicitly contrasts its 'fully local, not a proxy' architecture and 'production-grade' features (batching, retries, caching, OpenTelemetry) with common LLM SDKs like LiteLLM, LangChain, and LlamaIndex.
  • lowtopics#3
    Add more specific LLM SDK and orchestration topics

    Why:

    CURRENT
    ai, ai-agents, anthropic, language-model, llm, llmops, openai, prompt-engineering, togetherai, typescript
    COPY-PASTE FIX
    ai, ai-agents, anthropic, language-model, llm, llmops, openai, prompt-engineering, togetherai, typescript, llm-sdk, llm-orchestration, typescript-library

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 adaline/gateway
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
BerriAI/LiteLLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. BerriAI/LiteLLM · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. run-llama/llama_index · recommended 1×
  4. openai/openai-python · recommended 1×
  5. anthropics/anthropic-python · recommended 1×
  • CATEGORY QUERY
    What's a production-grade SDK for locally managing multiple LLM providers with a unified API?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM (BerriAI/LiteLLM)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. OpenAI Python Library (openai/openai-python)
    5. anthropic (anthropics/anthropic-python)
    6. cohere (cohere-ai/cohere-python)
    7. Hugging Face `transformers` library (huggingface/transformers)
    8. text-generation-inference (huggingface/text-generation-inference)

    AI recommended 8 alternatives but never named adaline/gateway. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a TypeScript library for LLM orchestration with built-in batching, caching, and observability features.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. OpenAI SDK
    4. Tracer
    5. Promptfoo

    AI recommended 5 alternatives but never named adaline/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 adaline/gateway?
    pass
    AI named adaline/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 adaline/gateway in production, what risks or prerequisites should they evaluate first?
    pass
    AI named adaline/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 adaline/gateway solve, and who is the primary audience?
    pass
    AI named adaline/gateway 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 adaline/gateway. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/adaline/gateway.svg)](https://repogeo.com/en/r/adaline/gateway)
HTML
<a href="https://repogeo.com/en/r/adaline/gateway"><img src="https://repogeo.com/badge/adaline/gateway.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

adaline/gateway — 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