RRepoGEO

REPOGEO REPORT · LITE

SylphAI-Inc/AdalFlow

Default branch main · commit f231f234 · scanned 5/10/2026, 8:26:52 AM

GitHub: 4,134 stars · 375 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 SylphAI-Inc/AdalFlow, 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 H1 to explicitly state LLM application framework category

    Why:

    CURRENT
    <h2>
    <p align="center">
     ⚡ AdalFlow is a PyTorch-like library to build and auto-optimize any LM workflows, from Chatbots, RAG,  to Agents. ⚡
    </p>
</h2>
    COPY-PASTE FIX
    <h2>
    <p align="center">
     ⚡ AdalFlow: The LLM Application Framework for building & auto-optimizing RAG, Chatbots, and Agents. ⚡
    </p>
</h2>
  • mediumtopics#2
    Add more specific LLM framework/orchestration topics

    Why:

    CURRENT
    agent, ai, auto-prompting, bm25, chatbot, faiss, framework, generative-ai, information-retrieval, llm, machine-learning, nlp, optimizer, python, question-answering, rag, reranker, retriever, summarization, trainer
    COPY-PASTE FIX
    agent, ai, auto-prompting, bm25, chatbot, faiss, framework, generative-ai, information-retrieval, llm, llm-framework, llm-orchestration, machine-learning, nlp, optimizer, python, question-answering, rag, reranker, retriever, summarization, trainer
  • lowabout#3
    Refine the 'about' description for clarity and full sentence structure

    Why:

    CURRENT
    AdalFlow: The library to build & auto-optimize LLM applications.
    COPY-PASTE FIX
    AdalFlow is a library designed to build and auto-optimize LLM applications.

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 SylphAI-Inc/AdalFlow
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Haystack · recommended 2×
  3. LlamaIndex · recommended 1×
  4. Microsoft Semantic Kernel · recommended 1×
  5. Guidance · recommended 1×
  • CATEGORY QUERY
    How to build and automatically optimize LLM applications for RAG or agent workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. Guidance
    6. LiteLLM

    AI recommended 6 alternatives but never named SylphAI-Inc/AdalFlow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python framework helps develop and fine-tune generative AI models for question answering?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. PyTorch Lightning
    3. Keras
    4. DeepSpeed
    5. LangChain
    6. Haystack

    AI recommended 6 alternatives but never named SylphAI-Inc/AdalFlow. 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 SylphAI-Inc/AdalFlow?
    pass
    AI named SylphAI-Inc/AdalFlow explicitly

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

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

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

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