Community Prompt Voting

MCP server for community-driven prompt voting and discovery — submit, upvote, and find the best AI prompts. Like Reddit/HackerNews, but for prompts.

PyPI version License: MIT

Why Community Prompt Voting?

The best prompts should rise to the top. This MCP server brings democratic voting to AI prompt libraries:

• Community-driven: Anyone can submit prompts, anyone can vote
• Network effect: More users → better prompts → more users (exponential value)
• Trending: Like HackerNews — recent + upvoted prompts surface first
• Searchable: Find prompts by keyword, category, or tags

Tools (7)

Tool	Description
submit_prompt	Submit a new prompt to the community library
upvote_prompt	Upvote a prompt (toggle to remove vote)
downvote_prompt	Downvote a prompt (toggle to remove vote)
get_trending_prompts	Get trending prompts (score × recency)
get_category_rankings	Rankings by category
search_prompts	Search by keyword, category, or tags
get_voting_info	System statistics and top-rated prompts

Installation

pip install community-prompt-voting-mcp-server

Claude Desktop Configuration

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "community-prompt-voting": {
      "command": "community-prompt-voting-mcp-server"
    }
  }
}

Usage Examples

# Discover trending prompts
get_trending_prompts(limit=10)

# Submit a prompt
submit_prompt(
    title="Chain-of-Thought Debugger",
    prompt_text="Walk through this code step by step...",
    category="coding",
    tags="debugging,cot,code"
)

# Vote on a prompt
upvote_prompt(prompt_id="p001", voter_id="my_agent_id")

# Find writing prompts
search_prompts(category="writing", sort_by="score")

# See all categories
get_category_rankings()

Categories

reasoning · coding · writing · data · education · creative · research · productivity · roleplay · other

Data Storage

Prompts and votes are stored locally at ~/.community_prompt_voting_store.json. The server ships with 5 seed prompts to bootstrap the community experience.

Network Effect

"The best prompts rise through community voting. Every new voter makes the library better for everyone."

This server is part of the AiAgentKarl MCP ecosystem — 55+ servers for AI agent infrastructure.

License

MIT