Directory

Compare Agents

Start Over4/5 selected
HuggingChat70
Ideogram12
NotebookLM67
OpenAI Codex CLI70
Market70
Trust24
Trend53
Votes97%
980
Watch
2,100
Votes
220.0k
Views
Market12
Trust19
Trend55
Votes50%
0
Watch
0
Votes
0
Views
Market67
Trust19
Trend47
Votes98%
1,900
Watch
4,200
Votes
360.0k
Views
Market70
Trust24
Trend40
Votes98%
2,900
Watch
6,200
Votes
540.0k
Views

Side-by-Side Comparison

FeatureHuggingChatIdeogramNotebookLMOpenAI Codex CLI
Verification
Reviewed
Reviewed
Reviewed
Reviewed
Pricingfreefreemiumfreemiumusage based
Deploymentweb appweb appweb appapi
Review LevelReviewedReviewedReviewedReviewed
Ownershipunclaimedunclaimedunclaimedunclaimed
Market Score70126770
Trust Score24191924
Trend Score53554740
Watchers98001,9002,900
Page Views2200000360001540000
Upvotes2,10004,2006,200
CountryUSCAUSUS
Founded2,0232,0232,0232,025
Agent Typeassistantmodelassistantagent
Model Stack
llama-4
deepseek-v3
mistral-large-3
ideogram-3
gemini-2.5-pro
gemini-2.5-flash
gpt-5
gpt-5-codex
o3
Docs
Open Source
Demo
Websitehuggingface.coideogram.ainotebooklm.google.comopenai.com

Score Factor Breakdown

Factor (weight)HuggingChatIdeogramNotebookLMOpenAI Codex CLI
Trust Score (25%)
24%
19%
19%
24%
Watchers (20%)
100%
0%
100%
100%
Net Votes (20%)
100%
0%
100%
100%
Page Views (15%)
100%
0%
100%
100%
Verification (10%)
13%
13%
13%
13%
Completeness (10%)
80%
55%
55%
80%