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Showing 14 agents in this category for fair comparison.
MessageCircleAgentscope14MessageCircleWechaty14MessageCirclePython Telegram Bot14MessageCircleCherry Studio14MessageCircleLangchain13MessageCircleCamel AI13MessageCircleBrowser Use13MessageCirclePydantic AI13MessageCircleLangchain Core13MessageCircleLangchain Openai13MessageCircleVllm13MessageCircleCrewai Tools13MessageCircleKimi AI12MessageCircleERNIE Bot (Wenxin Yiyan)12
Market5
Trust8
Trend48
Votes50%
0
Watch
0
Votes
6
Views
Market12
Trust19
Trend50
Votes50%
0
Watch
0
Votes
30
Views
Market12
Trust19
Trend51.05
Votes50%
0
Watch
0
Votes
35
Views
Side-by-Side Comparison
| Feature | GitHub Code Search | Augment Code | NotebookLM |
|---|---|---|---|
| Verification | Listed | Reviewed | Reviewed |
| Pricing | free | paid | freemium |
| Deployment | api | browser extension | web app |
| Review Level | Listed | Reviewed | Reviewed |
| Ownership | unclaimed | unclaimed | unclaimed |
| Market Score | 5 | 12 | 12 |
| Trust Score | 8 | 19 | 19 |
| Trend Score | 48 | 50 | 51.05 |
| Watchers | 0 | 0 | 0 |
| Page Views | 6 | 30 | 35 |
| Upvotes | 0 | 0 | 0 |
| Country | — | US | US |
| Founded | — | — | — |
| Agent Type | mcp_server | copilot | assistant |
| Model Stack | claude-opus-4.6 claude-sonnet-4.6 gpt-5 | gemini-2.5-pro gemini-2.5-flash | |
| Docs | |||
| Open Source | |||
| Demo | |||
| Website | smithery.ai | augmentcode.com | notebooklm.google.com |
Score Factor Breakdown
| Factor (weight) | GitHub Code Search | Augment Code | NotebookLM |
|---|---|---|---|
| Trust Score (25%) | 8% | 19% | 19% |
| Watchers (20%) | 0% | 0% | 0% |
| Net Votes (20%) | 0% | 0% | 0% |
| Page Views (15%) | 0% | 0% | 0% |
| Verification (10%) | 0% | 13% | 13% |
| Completeness (10%) | 30% | 55% | 55% |