community-prompt-voting-mcp-server
# community-prompt-voting-mcp-server
**MCP server for community-driven prompt voting and discovery** — submit, upvote, and find the best AI prompts. Like Reddit/HackerNews, but for prompts.
[](https://pypi.org/project/community-prompt-voting-mcp-server/)
[](https://opensource.org/licenses/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
```bash
pip install community-prompt-voting-mcp-server
```
## Claude Desktop Configuration
Add to `claude_desktop_config.json`:
```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](https://github.com/AiAgentKarl) MCP ecosystem — 55+ servers for AI agent infrastructure.
## License
MIT
TDQS
Scored across 7 tools
Tools like upvote_prompt and downvote_prompt are clearly distinct. However, get_category_rankings, get_trending_prompts, and get_voting_info all provide listings of prompts with different sorting, which could cause some confusion, but descriptions clearly differentiate their purposes.
All tools follow a consistent verb_noun pattern in snake_case, with clear verbs (downvote, upvote, get, search, submit) and nouns (prompt, rankings, prompts, voting_info).
Seven tools is appropriate for a community prompt voting system, covering submission, voting, and various listing views without being excessive.
The set covers submission and voting but lacks tools for updating or deleting prompts, and there is no tool to retrieve a single prompt by ID, which are basic operations for a prompt library. This leaves gaps in typical CRUD coverage.