The io.github.shulex-voc/smart-crawler server provides e-commerce competitor intelligence, VOC sentiment analysis, Amazon ASIN analysis, and Reddit growth playbooks. It aggregates market signals to help product teams understand customer voice and competitive dynamics.

🛠️ Key Features

E-commerce competitor intelligence
Voice of Customer sentiment analysis
Amazon ASIN performance analysis
Reddit growth playbooks

🚀 Use Cases

Monitor competitor products and pricing signals
Analyze customer sentiment across reviews and social conversations
Track ASIN performance for visibility and benchmarking
Capture Reddit growth tactics for audience expansion

⚡ Developer Benefits

Lightweight, single-source server data for market intelligence
Grounded in concrete data signals (competitors, VOC, ASINs, Reddit)
Clear feature and use-case mapping for integration planning

⚠️ Limitations

Data completeness depends on input signals and data sources
May require additional enrichment for full operational dashboards

{ "type": "object", "properties": { "subreddit": { "type": "string", "description": "Subreddit name without r/" }, "top_n": { "type": "integer", "default": 3, "description": "Number of top contributors to analyze" } }, "required": [ "subreddit" ] }

{ "type": "object", "properties": { "username": { "type": "string" }, "subreddit": { "type": "string", "description": "Filter to specific subreddit (optional)" }, "post_limit": { "type": "integer", "default": 100 }, "comment_limit": { "type": "integer", "default": 100 } }, "required": [ "username" ] }

Install

Tools (8)

reddit_subreddit_playbookreddit_top_contributorsreddit_user_activitysearch_competitor_productsget_voc_reviewsamazon_voc_reportcompetitor_landscapelist_data_sources

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://smartcrawler.io/mcp/

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "smart-crawler": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://smartcrawler.io/mcp/"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

subreddit	string	required	Subreddit name without r/
top_n	integer	optional	Number of top contributors to analyze

username	string	required
subreddit	string	optional	Filter to specific subreddit (optional)
post_limit	integer	optional
comment_limit	integer	optional

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

reddit_subreddit_playbook

reddit_top_contributors

reddit_user_activity

search_competitor_products

get_voc_reviews

amazon_voc_report

competitor_landscape

list_data_sources

Install

Remote endpoint

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