REPOGEO REPORT · LITE

lobehub/lobe-chat-agents

Default branch main · commit ec2b0e41 · scanned 5/12/2026, 8:57:10 PM

GitHub: 1,075 stars · 305 forks

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 the README H1 and opening paragraph to emphasize 'marketplace' or '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 serves as the official, community-driven marketplace and index for LobeChat AI agents, providing a curated list of available agents for the LobeChat application.

hightopics#2

Add 'marketplace', 'agent-store', 'prompt-hub', and 'directory' 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, prompt-hub, directory

mediumabout#3

Refine the repository description to highlight its community marketplace role

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 - A community-driven hub providing a curated list of AI agents for LobeChat, accessible directly within the application's agent market.

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

Of all named tools, what % are you?

Top rival

Agent Hub

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Agent Hub · recommended 1×
ai-collection/awesome-agi · recommended 1×
Hugging Face Models · recommended 1×
OpenAI GPTs · recommended 1×
SuperAGI/SuperAGI · recommended 1×

CATEGORY QUERY
Where can I find a curated list of useful AI agents for my chat application?
you: not recommended
AI recommended (in order):
1. Agent Hub
2. Awesome-AGI (ai-collection/awesome-agi)
3. Hugging Face Models
4. OpenAI GPTs
5. SuperAGI Agent Marketplace (SuperAGI/SuperAGI)
6. Microsoft AutoGen (microsoft/autogen)
7. CrewAI (joaomdmoura/crewai)
AI recommended 7 alternatives but never named lobehub/lobe-chat-agents. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can I share or publish my custom AI prompts for a conversational assistant?
you: not recommended
AI recommended (in order):
1. GitHub Gist
2. GitHub Repository
3. PromptBase
4. FlowGPT
5. PromptHero
6. Hugging Face Spaces
7. Hugging Face Hub
8. Notion
9. Google Docs
10. Confluence
11. WordPress
12. Medium
13. Substack
14. Ghost
15. Squarespace
16. Webflow
AI recommended 16 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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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/lobehub/lobe-chat-agents"><img src="https://repogeo.com/badge/lobehub/lobe-chat-agents.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite