Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Runs on your computer
Ap MCP Server
Overview
Description from the maker (original English)
Model Context Protocol (MCP) server for the Associated Press Media API
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
- UsageiVery new↓ 55/wk · ★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs on your computer
- Transport: stdio
- Category: Other
- You need to fill in: YOUR_API_KEY
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on your computer with your user’s permissions (files, network, apps).
- You fill in yourself:
YOUR_API_KEY
Values marked secret are keys to your account. Never share them or paste them into a chat.
You need
- npmNode.js installed (for the npx command)
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"ap": {
"command": "npx",
"args": [
"-y",
"ap-mcp-server"
],
"env": {
"YOUR_API_KEY": "your-value"
}
}
}
}Run this in your terminal
claude mcp add ap --env YOUR_API_KEY=your-value -- npx -y ap-mcp-serverFill in the empty values before running it.
Or copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"ap": {
"command": "npx",
"args": [
"-y",
"ap-mcp-server"
],
"env": {
"YOUR_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"ap": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"ap-mcp-server"
],
"env": {
"YOUR_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
Values you fill in
- Your API key for the service
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
Runs on your computer; the tool list appears in your AI app after you install it.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account rbonestell, which owns the repo
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- – Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
- – Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
- … Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints
Compared with others in Otheri
- More stars than 0% of the other 18513 servers in this category
- Published to the registry more recently than 0% of the other 18513 servers in this category
- Basic checks equal to or better than 100% of the other 18513 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is Ap MCP Server safe?
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
You need to fill in: YOUR_API_KEY
Does it run on my computer or in the cloud?
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
Is it still maintained?
The GitHub repo last changed –, and the latest version (1.2.6) reached the registry 14 months ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
What can I use instead?
In the same category: Spec Driven Development, Remote Desktop Commander, Cape Winelands Visit Planner
Alternatives
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Remote Desktop Commander
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Runs in the cloud✓ desktopcommander.app
Cape Winelands Visit Planner
Cape Winelands wine farm finder and day-route planner
Runs in the cloud✓ aiagenttools.co.za
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Associated Press Media API MCP Server
An _unofficial_ Model Context Protocol (MCP) server that transforms the Associated Press Media API into an AI-optimized content intelligence resource. With 26 powerful tools, this MCP server enables conversational AI applications to seamlessly access, analyze, and interact with AP's comprehensive news content through natural language interfaces.
Perfect for: Conversational AI assistants, news analysis applications, content research tools, and automated journalism workflows.
[!NOTE]
For more info about the AP Media API, visit the AP developer documentation.
🔑 Key Features
🤖 Conversational AI Features
- Natural Language Query Processing: Convert conversational queries into optimized AP API searches
- Intelligent Prompt Templates: 17 pre-configured prompts for common workflows and use cases
- Intelligent Content Recommendations: AI-powered content discovery and related article suggestions
- Trend Analysis: Real-time trending topic detection and analysis
- Smart Query Optimization: Automatic query enhancement for better search results
- Plan Enforcement: Automatic content filtering to authorized plan items (configurable via
AP_ENFORCE_PLAN) - AI Error Recovery: Self-healing error hints with suggested actions and retry guidance
- Rate Limit Intelligence: Automatic rate limit detection and backoff with retry hints
- Query Suggestions: Intelligent query refinement suggestions for broad searches
📈 Performance & Scale
- Bulk Operations: Handle up to 2,000 search results and 50 items in single operations
- Intelligent Caching: TTL-based caching system for improved performance
- Auto-Pagination: Seamlessly handle large result sets with automatic pagination
- Production-Ready: Enterprise-grade performance and reliability
📰 Complete Content Intelligence
- 26 Comprehensive Tools: Full coverage of AP Media API functionality
- Live Content Feeds: Real-time access to AP's breaking news and updates
- Advanced Search: Multi-parameter search with flexible filtering and sorting
- Content Monitoring: Create and manage automated content alerts and monitors
🛡️ Enterprise-Grade Foundation
- Full Type Safety: Complete TypeScript implementation with OpenAPI-based types
- Robust Error Handling: Graceful handling of API errors, rate limits, and network issues
- Secure Configuration: Environment-based configuration with validation
- Comprehensive Testing: High test coverage with both unit and integration tests
Quick Start
Prerequisites
- Node.js 18+
- An Associated Press API key (get one at api.ap.org)
Installation
Claude Code (CLI)
Add to your Claude Code MCP configuration:
{"mcpServers": { "ap-media": { "type": "stdio", "command": "npx", "args": ["-y", "ap-mcp-server@latest"], "env": { "AP_API_KEY": "your_api_key_here" } } } }
Visual Studio Code et al.
For VS Code, Windsurf, Cursor, Void, and other VS Code-based editors:
Add the following server definition to your workspace MCP settings (.vscode/mcp.json):
{"servers": { "ap-media": { "type": "stdio", "command": "npx", "args": ["-y", "ap-mcp-server@latest"], "env": { "AP_API_KEY": "your_api_key_here" } } } }
Generic MCP Client Configuration
Applies to Claude Desktop, ChatGPT Desktop, OpenAI Codex, etc.
For most MCP-compatible AI tools, use this standard configuration format:
{"mcpServers": { "ap-media": { "command": "npx", "args": ["-y", "ap-mcp-server@latest"], "env": { "AP_API_KEY": "your_api_key_here" } } } }
🤖 AI & LLM Integration
The AP MCP Server is designed to be used directly by AI tools, chatbots, and LLM applications through the MCP protocol. AI assistants can access AP news content using natural language:
Natural Language AI Interactions
- "Find recent articles about artificial intelligence in healthcare"
- "Show me trending topics in technology this week"
- "Get the latest breaking news about climate change"
- "Find related articles to this story about renewable energy"
AI tools automatically convert these requests into the appropriate MCP tool calls.
Smart Content Discovery
- Trend Detection: Automatically identify what's trending in news
- Content Recommendations: Get AI-suggested related articles and topics
- Query Enhancement: Transform vague queries into precise, optimized searches
- Bulk Analysis: Process large amounts of content for pattern recognition
AI Application Types
- News Chatbots: AI assistants with conversational access to AP news
- Research Assistants: AI tools for journalists and researchers
- Analysis Systems: Automated news trend and pattern analysis
- Content Curation: AI-powered content discovery and recommendation engines
Configuration
Environment Variables
| Variable | Required | Default | Description |
|---|---|---|---|
AP_API_KEY | ✅ | - | Your AP API key |
AP_BASE_URL | 🚫 | https://api.ap.org/media/v | AP API base URL |
AP_TIMEOUT | 🚫 | 30000 | Request timeout (ms) |
AP_RETRIES | 🚫 | 3 | Retry attempts for failed requests |
AP_ENFORCE_PLAN | 🚫 | true | Enforce in_my_plan=true for all content requests (AI safety feature) |
AP_DEBUG | 🚫 | false | Enable debug logging |
AP_LOG_LEVEL | 🚫 | info | Log level (error, warn, info, debug) |
AP_VERBOSE_LOGGING | 🚫 | false | Enable request/response logging |
AP_CACHE_ENABLED | 🚫 | true | Enable intelligent caching system |
AP_CACHE_TTL_TRENDS | 🚫 | 300000 | Trending topics cache TTL (5 minutes) |
AP_CACHE_TTL_SEARCH | 🚫 | 180000 | Search results cache TTL (3 minutes) |
🎯 MCP Prompts (17 Available)
The AP MCP Server now includes intelligent prompt templates that simplify complex operations and optimize API usage. These prompts abstract away parameter complexity and provide natural language interfaces for common workflows.
🔍 Search & Discovery Prompts
breaking-news-search
Search for the latest breaking news with optimized parameters.
- Arguments:
topic,hours_ago,location,max_results - Example: "Get breaking news about technology from the last 2 hours"
topic-deep-dive
Comprehensive research on a specific topic with in-depth coverage.
- Arguments:
topic,days_back,min_word_count,include_analysis,max_results - Example: "Deep dive into climate change coverage from the past week"
multimedia-search
Find photos, videos, graphics, and audio content.
- Arguments:
topic,media_type,days_back,high_quality_only,max_results - Example: "Find high-quality photos of the Olympics from the last 7 days"
regional-coverage
Get comprehensive news coverage for specific regions or locations.
- Arguments:
location,include_national,include_local,days_back,max_results - Example: "Get all news from California including national and local stories"
smart-search
Intelligently search with natural language queries and auto-expansion.
- Arguments:
query,search_mode,auto_expand - Example: "Smart search for renewable energy innovations"
📊 Analysis & Insights Prompts
trend-analysis
Analyze trending topics and patterns in news coverage.
- Arguments:
category,timeframe,location_filter,include_sentiment,max_topics - Example: "Analyze technology trends from the past day"
content-recommendations
Get AI-powered content recommendations based on topics or past content.
- Arguments:
based_on,subjects,content_types,location_preference,max_recommendations - Example: "Get recommendations based on artificial intelligence topics"
coverage-comparison
Compare news coverage across different time periods.
- Arguments:
topic,period1_days_ago,period2_days_ago,period_length_days,metrics - Example: "Compare election coverage between last week and this week"
quick-trending
Get a quick snapshot of what's trending right now.
- Arguments:
max_topics - Example: "Show me the top 10 trending topics"
🔔 Monitoring & Alert Prompts
create-news-monitor
Set up automated monitoring for specific news topics.
- Arguments:
topic,monitor_name,email,alert_frequency,description - Example: "Monitor breaking news about climate change every 30 minutes"
breaking-alert-setup
Quick setup for urgent breaking news alerts.
- Arguments:
topics,email,sensitivity - Example: "Set up high-sensitivity alerts for earthquake and tsunami news"
list-monitors
View all active content monitors and their status.
- Arguments:
include_status,include_history - Example: "List all my active monitors with their current status"
manage-monitor
Update or delete existing monitors.
- Arguments:
monitor_id,action,new_email,new_frequency - Example: "Update my climate monitor to check every 10 minutes"
📰 Workflow Prompts
daily-news-briefing
Generate a comprehensive daily news briefing.
- Arguments:
categories,location,include_breaking,include_trending,include_recommendations - Example: "Create a daily briefing focused on technology and business"
research-workflow
Comprehensive research workflow for investigating topics.
- Arguments:
topic,depth,time_range_days,include_multimedia,include_analysis - Example: "Deep research on renewable ene
Only the beginning is shown; read the rest in the repo