RRepoGEO

REPOGEO REPORT · LITE

tinykit-studio/tinykit

Default branch main · commit 617db341 · scanned 6/9/2026, 9:37:30 PM

GitHub: 499 stars · 74 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
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 tinykit-studio/tinykit, 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
  • highabout#1
    Clarify the project description to correct miscategorization

    Why:

    CURRENT
    Self-hosted Lovable/v0 alternative. Realtime database & storage included.
    COPY-PASTE FIX
    An open-source, self-hosted agentic app builder for AI-powered web applications and internal tools, offering a complete platform with realtime database and storage. A direct alternative to Lovable or v0, designed for general-purpose app development.
  • highreadme#2
    Add a statement about active project maintenance to the README

    Why:

    COPY-PASTE FIX
    Add a 'Project Status' section or a line in the 'Overview' like: "Tinykit is under active development, with regular updates and a growing community. We welcome contributions!"
  • mediumreadme#3
    Add a 'Why Tinykit?' section to differentiate from common alternatives

    Why:

    COPY-PASTE FIX
    Add a section like: "### Why Tinykit? Unlike frameworks such as Streamlit or Gradio, Tinykit is a full-stack agentic app builder, not just for data science dashboards. Compared to traditional internal tools like Strapi or Appsmith, Tinykit offers a more integrated, code-centric, and AI-driven development experience."

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 tinykit-studio/tinykit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Spaces
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Spaces · recommended 1×
  2. gradio-app/gradio · recommended 1×
  3. streamlit/streamlit · recommended 1×
  4. holoviz/panel · recommended 1×
  5. tiangolo/fastapi · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hostable platform to build AI-powered web applications quickly.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Spaces
    2. Gradio (gradio-app/gradio)
    3. Streamlit (streamlit/streamlit)
    4. Panel (holoviz/panel)
    5. FastAPI (tiangolo/fastapi)
    6. React (facebook/react)
    7. Vue.js (vuejs/core)
    8. Svelte (sveltejs/svelte)
    9. Django (django/django)
    10. Django REST Framework (encode/django-rest-framework)
    11. Docker
    12. Kubernetes (kubernetes/kubernetes)

    AI recommended 12 alternatives but never named tinykit-studio/tinykit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source, batteries-included platforms for developing internal tools and CMS?
    you: not recommended
    AI recommended (in order):
    1. Strapi (strapi/strapi)
    2. Appsmith (appsmithorg/appsmith)
    3. Directus (directus/directus)
    4. Baserow (baserow/baserow)
    5. NocoDB (nocodb/nocodb)
    6. Budibase (Budibase/budibase)

    AI recommended 6 alternatives but never named tinykit-studio/tinykit. 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 tinykit-studio/tinykit?
    pass
    AI did not name tinykit-studio/tinykit — 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 tinykit-studio/tinykit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tinykit-studio/tinykit 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 tinykit-studio/tinykit solve, and who is the primary audience?
    pass
    AI named tinykit-studio/tinykit explicitly

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

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