RRepoGEO

REPOGEO REPORT · LITE

lobehub/lobe-chat-agents

Default branch main · commit ec2b0e41 · scanned 6/23/2026, 5:37:11 AM

GitHub: 1,140 stars · 318 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
27 /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
1 / 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 lobehub/lobe-chat-agents, 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 clearly state it's an agent marketplace/hub

    Why:

    CURRENT
    <h1>Lobe Chat Agents Index</h1>
Lobe Chat accesses `Agents Index` from this repo to show user the list of available agents for LobeChat.
    COPY-PASTE FIX
    <h1>LobeChat Agent Marketplace & Index</h1>
This repository is the official marketplace and index for LobeChat, providing a curated collection of pre-built AI agents for users to discover and integrate directly into their LobeChat application.
  • mediumtopics#2
    Add marketplace-related keywords to topics

    Why:

    CURRENT
    agent, ai, awesome, chatgpt, lobe-chat-agent, lobehub, openai, prompt
    COPY-PASTE FIX
    agent, ai, awesome, chatgpt, lobe-chat-agent, lobehub, openai, prompt, marketplace, agent-store, agent-collection
  • lowabout#3
    Refine description to emphasize its role as a marketplace/hub

    Why:

    CURRENT
    🤖 / 🏪 Agent Index - This is the agent index for LobeChat. It accesses index.json from this repository to display a list of available agents for LobeChat to the agent market.
    COPY-PASTE FIX
    🤖 / 🏪 LobeChat Agent Marketplace & Index. Discover and integrate a curated collection of pre-built AI agents for LobeChat directly from this repository.

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 lobehub/lobe-chat-agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT Store
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT Store · recommended 1×
  2. Botpress Marketplace · recommended 1×
  3. Voiceflow Marketplace · recommended 1×
  4. Hugging Face Hub · recommended 1×
  5. Zapier App Marketplace · recommended 1×
  • CATEGORY QUERY
    Where can I find a marketplace for pre-built AI agents to use in my chat application?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT Store
    2. Botpress Marketplace
    3. Voiceflow Marketplace
    4. Hugging Face Hub
    5. Zapier App Marketplace
    6. Microsoft Azure AI Gallery

    AI recommended 6 alternatives but never named lobehub/lobe-chat-agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a curated collection of awesome prompts and conversational AI agents.
    you: not recommended
    AI recommended (in order):
    1. Awesome ChatGPT Prompts
    2. Prompt Engineering Guide
    3. FlowGPT
    4. PromptBase
    5. Hugging Face Spaces
    6. LangChain Hub
    7. OpenAI Cookbook

    AI recommended 7 alternatives but never named lobehub/lobe-chat-agents. 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 lobehub/lobe-chat-agents?
    pass
    AI did not name lobehub/lobe-chat-agents — 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 lobehub/lobe-chat-agents in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lobehub/lobe-chat-agents 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 lobehub/lobe-chat-agents solve, and who is the primary audience?
    pass
    AI did not name lobehub/lobe-chat-agents — 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?

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lobehub/lobe-chat-agents — 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