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mcp_server_trending

Verified Safe

by Talljack

Overview

Aggregates trending content and data from a multitude of online platforms (e.g., GitHub, Hacker News, Product Hunt, AI tools, academic papers, job boards) for AI assistants and indie developers.

Installation

Run Command
mcp-server-trending

Environment Variables

  • REDDIT_CLIENT_ID
  • REDDIT_CLIENT_SECRET
  • OPENROUTER_API_KEY
  • HUGGINGFACE_TOKEN
  • SEMANTICSCHOLAR_API_KEY
  • MCP_SERVER_LOG_LEVEL

Security Notes

The server uses environment variables for sensitive API keys (Reddit, OpenRouter, HuggingFace, Semantic Scholar), which is good practice. It fetches data from numerous third-party APIs and performs web scraping on several sites (e.g., Betalist, Replicate, TrustMRR, Gumroad, Twitter via Nitter). Web scraping introduces inherent fragility and potential for breakage if target site structures change. The `TrustMRRFetcher` and fallback for `RemoteOKFetcher` utilize Playwright, which launches a headless browser, adding a dependency and another process to manage. However, there are no obvious hardcoded secrets or malicious code patterns detected in the provided snippets. Input sanitization is implicitly handled by the Pydantic models for output, but direct HTML/JSON parsing should be robust to malformed data.

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Stats

Interest Score31
Security Score8
Cost ClassMedium
Avg Tokens10000
Stars1
Forks0
Last Update2025-12-04

Tags

trending dataaggregationdeveloper toolsindie hackersAI context