RRepoGEO

REPOGEO REPORT · LITE

vercel/modelfusion

Default branch main · commit c53afa50 · scanned 6/19/2026, 7:01:44 PM

GitHub: 1,320 stars · 96 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)

2 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 vercel/modelfusion, 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
    Rephrase or move the 'IMPORTANT' note in the README

    Why:

    CURRENT
    > [!IMPORTANT]
> ModelFusion has joined Vercel and is being integrated into the Vercel AI SDK. We are bringing the best parts of modelfusion to the Vercel AI SDK, starting with text generation, structured object generation, and tool calls. Please check out the AI SDK for the latest developments.
    COPY-PASTE FIX
    Move the entire `> [!IMPORTANT]` block from its current position directly under `## Introduction` to *after* the paragraph starting with `**ModelFusion** is an abstraction layer for integrating AI models...`
  • mediumtopics#2
    Add 'framework' and 'sdk' related topics

    Why:

    CURRENT
    ai, artificial-intelligence, chatbot, claude, dall-e, embedding, gpt-3, huggingface, javascript, js, llamacpp, llm, mistral, multi-modal, ollama, openai, stable-diffusion, ts, typescript, whisper
    COPY-PASTE FIX
    ai, artificial-intelligence, chatbot, claude, dall-e, embedding, gpt-3, huggingface, javascript, js, llamacpp, llm, mistral, multi-modal, ollama, openai, stable-diffusion, ts, typescript, whisper, ai-framework, llm-framework, ai-sdk, llm-sdk
  • lowreadme#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## Comparison with Alternatives' or '## Why ModelFusion?', briefly outlining how ModelFusion differentiates itself from other AI frameworks/SDKs (e.g., LangChain.js, LlamaIndex) with its TypeScript-native design, strong typing, and built-in observability.

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 vercel/modelfusion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 1×
  2. OpenAI SDK · recommended 1×
  3. LiteLLM · recommended 1×
  4. Zod · recommended 1×
  5. Axios · recommended 1×
  • CATEGORY QUERY
    Looking for a TypeScript library to stream text and generate objects with LLMs.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. OpenAI SDK
    3. LiteLLM
    4. Zod
    5. Axios

    AI recommended 5 alternatives but never named vercel/modelfusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework provides a unified API for integrating various AI models in production?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. Hugging Face Transformers
    5. MLflow
    6. Keras

    AI recommended 6 alternatives but never named vercel/modelfusion. 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 vercel/modelfusion?
    pass
    AI named vercel/modelfusion explicitly

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

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

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

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vercel/modelfusion — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite