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Market70
Trust24
Trend48
Votes97%
980
Watch
2,100
Votes
220.0k
Views
Market67
Trust19
Trend44
Votes98%
1,900
Watch
4,200
Votes
360.0k
Views
Market70
Trust29
Trend100.05
Votes97%
7,100
Watch
14,200
Votes
1900.0k
Views
Side-by-Side Comparison
| Feature | HuggingChat | NotebookLM | GitHub Copilot |
|---|---|---|---|
| Verification | Reviewed | Reviewed | Reviewed |
| Pricing | free | freemium | paid |
| Deployment | web app | web app | browser extension |
| Review Level | Reviewed | Reviewed | Reviewed |
| Ownership | unclaimed | unclaimed | unclaimed |
| Market Score | 70 | 67 | 70 |
| Trust Score | 24 | 19 | 29 |
| Trend Score | 48 | 44 | 100.05 |
| Watchers | 980 | 1,900 | 7,100 |
| Page Views | 220000 | 360000 | 1900001 |
| Upvotes | 2,100 | 4,200 | 14,200 |
| Country | US | US | US |
| Founded | 2,023 | 2,023 | 2,021 |
| Agent Type | assistant | assistant | copilot |
| Model Stack | llama-4 deepseek-v3 mistral-large-3 | gemini-2.5-pro gemini-2.5-flash | gpt-5 claude-sonnet-4.6 gemini-2.5-pro |
| Docs | |||
| Open Source | |||
| Demo | |||
| Website | huggingface.co | notebooklm.google.com | github.com |
Score Factor Breakdown
| Factor (weight) | HuggingChat | NotebookLM | GitHub Copilot |
|---|---|---|---|
| Trust Score (25%) | 24% | 19% | 29% |
| Watchers (20%) | 100% | 100% | 100% |
| Net Votes (20%) | 100% | 100% | 100% |
| Page Views (15%) | 100% | 100% | 100% |
| Verification (10%) | 13% | 13% | 25% |
| Completeness (10%) | 80% | 55% | 55% |