RRepoGEO

REPOGEO REPORT · LITE

TanStack/ai

Default branch main · commit e144a53e · scanned 5/23/2026, 3:31:59 AM

GitHub: 2,683 stars · 213 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 TanStack/ai, 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 H1 and intro to highlight headless, framework-agnostic control

    Why:

    CURRENT
    # TanStack AI
    
    Type-safe, provider-agnostic TypeScript SDK for building streaming chat, tool-calling agents, structured outputs, realtime voice, media generation, and framework-native AI apps.
    COPY-PASTE FIX
    # TanStack AI: Headless, Framework-Agnostic AI SDK for Full Control
    
    TanStack AI is a type-safe, provider-agnostic TypeScript SDK for building advanced streaming chat, tool-calling agents, structured outputs, and multimodal AI applications. Unlike opinionated full-stack frameworks or UI libraries, TanStack AI provides a headless core that integrates seamlessly with React, Vue, Svelte, Solid, and any backend, giving you complete control over your UI, infrastructure, and AI model integrations.
  • mediumtopics#2
    Add explicit competitor names to topics

    Why:

    CURRENT
    ai, ai-agents, ai-sdk, anthropic, chatbot, function-calling, gemini, gneerative-ai, llm, multimodal, openai, react, solidjs, streaming, svelte, tanstack, tool-calling, typescript, typescript-sdk, vue
    COPY-PASTE FIX
    ai, ai-agents, ai-sdk, anthropic, chatbot, function-calling, gemini, gneerative-ai, llm, multimodal, openai, react, solidjs, streaming, svelte, tanstack, tool-calling, typescript, typescript-sdk, vue, vercel-ai-sdk, langchain, llamaindex
  • lowreadme#3
    Add a concise differentiator statement against Vercel AI SDK in the README intro

    Why:

    COPY-PASTE FIX
    While other SDKs like Vercel AI SDK often couple with specific frameworks or backend opinions, TanStack AI prioritizes a headless, composable architecture, giving developers maximum flexibility and control.

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 TanStack/ai
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Next.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Next.js · recommended 1×
  2. Nuxt.js · recommended 1×
  3. Vercel AI SDK · recommended 1×
  4. TypeScript · recommended 1×
  5. React · recommended 1×
  • CATEGORY QUERY
    How can I build a type-safe streaming chat UI with AI models in React or Vue?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Nuxt.js
    3. Vercel AI SDK
    4. TypeScript
    5. React
    6. Vite
    7. Vue
    8. TanStack Query
    9. React Query
    10. Vue Query
    11. event-source-parser
    12. Express.js
    13. Fastify
    14. SvelteKit
    15. Svelte AI SDK
    16. Svelte
    17. Remix
    18. Astro

    AI recommended 18 alternatives but never named TanStack/ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a provider-agnostic TypeScript SDK for AI agent development with tool calling capabilities.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js (langchain-ai/langchainjs)
    2. LlamaIndex.TS (run-llama/LlamaIndexTS)
    3. Agent Protocol
    4. OpenAI SDK (openai/openai-node)
    5. Google AI SDK for JavaScript (google/generative-ai-js)
    6. Hugging Face Transformers.js (huggingface/transformers.js)

    AI recommended 6 alternatives but never named TanStack/ai. 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 TanStack/ai?
    pass
    AI named TanStack/ai explicitly

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

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

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

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TanStack/ai — 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