RRepoGEO

REPOGEO REPORT · LITE

cgoinglove/better-chatbot

Default branch main · commit 489596fd · scanned 6/24/2026, 7:31:54 AM

GitHub: 1,135 stars · 345 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 cgoinglove/better-chatbot, 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 the README's main title to reflect its 'AI workspace' identity

    Why:

    CURRENT
    **Keinsaas NavigatorA better open-source AI chatbot for individuals and teams.**
    COPY-PASTE FIX
    **Keinsaas Navigator: An open-source AI workspace for agents, MCP, and workflow automation.**
  • mediumreadme#2
    Add an explicit statement about agent and workflow automation capabilities

    Why:

    COPY-PASTE FIX
    Navigator empowers individuals and teams to build, manage, and automate AI agents and complex workflows.
  • lowreadme#3
    Add a direct link to the live demo/homepage in the README's introduction

    Why:

    CURRENT
    🚀 **Live Demo** | See the experience in action in the [preview](#preview) below!
    COPY-PASTE FIX
    🚀 **Live Demo:** Experience Navigator in action at [app.keinsaas.com](https://app.keinsaas.com/). See the [preview](#preview) below for more details.

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 cgoinglove/better-chatbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. Haystack · recommended 1×
  3. OpenRAG · recommended 1×
  4. AutoGPT · recommended 1×
  5. FlowiseAI · recommended 1×
  • CATEGORY QUERY
    Open-source AI workspace for building and managing agents, with workflow automation for teams.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. OpenRAG
    4. AutoGPT
    5. FlowiseAI
    6. LlamaIndex

    AI recommended 6 alternatives but never named cgoinglove/better-chatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Self-hostable AI chatbot solution supporting multiple large language models, built with Next.js.
    you: not recommended
    AI recommended (in order):
    1. Chatbot UI
    2. Lobe Chat
    3. Open WebUI
    4. GPT-Next-Web
    5. LangChain.js
    6. Next.js

    AI recommended 6 alternatives but never named cgoinglove/better-chatbot. 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 cgoinglove/better-chatbot?
    pass
    AI named cgoinglove/better-chatbot explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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cgoinglove/better-chatbot — 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