RRepoGEO

REPOGEO REPORT · LITE

assistant-ui/tool-ui

Default branch main · commit e3f90d71 · scanned 6/9/2026, 3:07:36 PM

GitHub: 720 stars · 31 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 assistant-ui/tool-ui, 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 opening to clarify niche

    Why:

    CURRENT
    Copy/paste React components for rendering tool calls in AI chat interfaces. Built by assistant-ui.
    COPY-PASTE FIX
    The missing UI layer for AI tool calls. `tool-ui` provides copy/paste React components to render LLM function calls into rich, interactive UI within chat interfaces. Built by assistant-ui.
  • hightopics#2
    Add specific topics for LLM function/tool calling UI

    Why:

    CURRENT
    ai, chat, components, llm, mcp, ui
    COPY-PASTE FIX
    ai, llm, function-calling, tool-calling, react-components, chat-ui, interactive-ui, shadcn-ui
  • mediumreadme#3
    Summarize core differentiators earlier in README

    Why:

    COPY-PASTE FIX
    Add this sentence after the initial problem statement (e.g., after "without leaving the chat."): "Unlike generic chat UIs or raw JSON dumps, Tool UI components are schema-validated, interactive with receipts, and follow the shadcn/ui model for easy copy/paste integration without dependency lock-in."

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 assistant-ui/tool-ui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Chakra UI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Chakra UI · recommended 2×
  2. Vercel AI SDK · recommended 2×
  3. LangChain.js · recommended 2×
  4. Streamlit · recommended 1×
  5. Gradio · recommended 1×
  • CATEGORY QUERY
    How to display AI model tool call responses interactively in a chat interface?
    you: not recommended
    AI recommended (in order):
    1. Streamlit
    2. Gradio
    3. React
    4. Material-UI
    5. Chakra UI
    6. Flask
    7. FastAPI
    8. Node.js Express
    9. Recharts
    10. Chart.js
    11. Vue.js
    12. Vuetify
    13. Element Plus
    14. Next.js
    15. Vercel AI SDK
    16. LangChain.js
    17. LangChain (Python)

    AI recommended 17 alternatives but never named assistant-ui/tool-ui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    React components for rendering LLM function calls into rich UI within conversations?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. OpenAI SDK
    3. Vercel AI SDK
    4. Botpress
    5. Material-UI (MUI)
    6. Ant Design
    7. Chakra UI

    AI recommended 7 alternatives but never named assistant-ui/tool-ui. 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 assistant-ui/tool-ui?
    pass
    AI did not name assistant-ui/tool-ui — 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 assistant-ui/tool-ui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named assistant-ui/tool-ui 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 assistant-ui/tool-ui solve, and who is the primary audience?
    pass
    AI named assistant-ui/tool-ui 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 assistant-ui/tool-ui. 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/assistant-ui/tool-ui.svg)](https://repogeo.com/en/r/assistant-ui/tool-ui)
HTML
<a href="https://repogeo.com/en/r/assistant-ui/tool-ui"><img src="https://repogeo.com/badge/assistant-ui/tool-ui.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

assistant-ui/tool-ui — 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