Directory

Compare Agents

Start Over3/5 selected
HuggingChat70
NotebookLM67
OpenAI Codex CLI70
Market70
Trust24
Trend58
Votes97%
980
Watch
2,100
Votes
220.0k
Views
Market67
Trust19
Trend54
Votes98%
1,900
Watch
4,200
Votes
360.0k
Views
Market70
Trust24
Trend50
Votes98%
2,900
Watch
6,200
Votes
540.0k
Views

Side-by-Side Comparison

FeatureHuggingChatNotebookLMOpenAI Codex CLI
Verification
Reviewed
Reviewed
Reviewed
Pricingfreefreemiumusage based
Deploymentweb appweb appapi
Review LevelReviewedReviewedReviewed
Ownershipunclaimedunclaimedunclaimed
Market Score706770
Trust Score241924
Trend Score585450
Watchers9801,9002,900
Page Views220000360001540000
Upvotes2,1004,2006,200
CountryUSUSUS
Founded2,0232,0232,025
Agent Typeassistantassistantagent
Model Stack
llama-4
deepseek-v3
mistral-large-3
gemini-2.5-pro
gemini-2.5-flash
gpt-5
gpt-5-codex
o3
Docs
Open Source
Demo
Websitehuggingface.conotebooklm.google.comopenai.com

Score Factor Breakdown

Factor (weight)HuggingChatNotebookLMOpenAI Codex CLI
Trust Score (25%)
24%
19%
24%
Watchers (20%)
100%
100%
100%
Net Votes (20%)
100%
100%
100%
Page Views (15%)
100%
100%
100%
Verification (10%)
13%
13%
13%
Completeness (10%)
80%
55%
80%