Search 9 public discussion platforms for real opinions. Semantic routing, no API keys required.
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io.github.mushfique-dgist/vox-pop is an MCP server that search 9 public discussion platforms for real opinions. Semantic routing, no API keys required. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 82/100 on MCPpedia's security, maintenance and efficiency rubric.
Config is the same across clients - only the file and path differ.
{
"mcpServers": {
"vox-pop": {
"args": [
"-m",
"vox_pop.server"
],
"command": "python"
}
}
}Are you the author?
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Search 9 public discussion platforms for real opinions. Semantic routing, no API keys required.
Run this in your terminal to verify the server starts. Then let us know if it worked - your result helps other developers.
uvx 'vox-pop' 2>&1 | head -1 && echo "✓ Server started successfully"
After testing, let us know if it worked:
Five weighted categories - click any category to see the underlying evidence.
No known CVEs.
Checked vox-pop against OSV.dev.
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9 platforms • Semantic routing • LLM intelligence layer • Works without API keys
Install • Quick Start • Platforms • How Routing Works • MCP Server • Claude Code Plugin • Roadmap
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Without vox-pop
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With vox-pop
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pip install vox-pop
That's it. All 9 platforms work with zero API keys. Optional LLM key unlocks smarter routing (see How Routing Works).
CLI — search all 9 platforms in one command:
vox-pop search "should I learn Rust or Go"
Perspective mode — see how opinions evolved over time:
vox-pop search "rust vs go" --perspective --platforms hackernews,reddit
## hackernews — Then vs Now
Historical (1+ year ago):
> "Rust vs. Go"
— hackernews | +481 points | 580 replies | 2017-01-18
Recent (last 6 months):
> "Rust vs. Go: Memory Management"
— hackernews | +2 points | 2025-11-15
## reddit — Then vs Now
Historical:
> "Experienced developer but total beginner in Rust..."
— reddit | +124 points | 34 replies | 2025-03-14
Recent:
> "I rebuilt the same API in Java, Go, Kotlin, and Rust — here are the numbers"
— reddit | +174 points | 59 replies | 2026-03-19
The shift tells a story: 2017 was a flame war. 2026 is domain-specific pragmatism.
Standard search — flat results from all platforms:
vox-pop search "should I learn Rust or Go" --limit 3
### hackernews (45 found)
> "I am a full stack TypeScript dev looking to broaden my skill set..."
— hackernews | +78 points | 42 replies | by throwaway_dev
Source: https://news.ycombinator.com/item?id=41907717
### 4chan /g/ (12 found)
> "Rust is a mass psychosis. Go is boring but you'll actually ship..."
— 4chan /g/ | 129 replies | by Anonymous
### reddit (8 found)
> "After 2 years with both: Rust for systems, Go for services..."
— reddit | +234 points | 87 replies | by senior_dev_42
Python — embed in your own tools:
import asyncio
from vox_pop.core import search_multiple, format_context, get_default_providers
async def main():
results = await search_multiple(
... [View full README on GitHub](https://github.com/mushfique-dgist/vox-pop#readme)