Directory

Compare Agents

Start Over4/5 selected
Microsoft Copilot70
HuggingChat70
Augment Code67
NotebookLM67

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Productivity

Market70
Trust29
Trend65
Votes96%
3,500
Watch
7,200
Votes
850.0k
Views
Market70
Trust24
Trend51
Votes97%
980
Watch
2,100
Votes
220.0k
Views
Market67
Trust19
Trend58
Votes98%
2,200
Watch
4,800
Votes
390.0k
Views
Market67
Trust19
Trend55
Votes98%
1,900
Watch
4,200
Votes
360.0k
Views

Side-by-Side Comparison

FeatureMicrosoft CopilotHuggingChatAugment CodeNotebookLM
Verification
Reviewed
Reviewed
Reviewed
Reviewed
Pricingfreemiumfreepaidfreemium
Deploymentweb appweb appbrowser extensionweb app
Review LevelReviewedReviewedReviewedReviewed
Ownershipunclaimedunclaimedunclaimedunclaimed
Market Score70706767
Trust Score29241919
Trend Score65515855
Watchers3,5009802,2001,900
Page Views850000220000390000360001
Upvotes7,2002,1004,8004,200
CountryUSUSUSUS
Founded2,0232,0232,0232,023
Agent Typecopilotassistantagentassistant
Model Stack
gpt-5
gpt-4o
llama-4
deepseek-v3
mistral-large-3
claude-4-5-opus
claude-4-5-sonnet
gpt-5
gemini-2.5-pro
gemini-2.5-flash
Docs
Open Source
Demo
Websitecopilot.microsoft.comhuggingface.coaugmentcode.comnotebooklm.google.com

Score Factor Breakdown

Factor (weight)Microsoft CopilotHuggingChatAugment CodeNotebookLM
Trust Score (25%)
29%
24%
19%
19%
Watchers (20%)
100%
100%
100%
100%
Net Votes (20%)
100%
100%
100%
100%
Page Views (15%)
100%
100%
100%
100%
Verification (10%)
25%
13%
13%
13%
Completeness (10%)
55%
80%
55%
55%