AppNiche MCP Server
Open-source Model Context Protocol server for iOS App Store market research with four read-only tools for app discovery, revenue/download estimates, ASO keyword research, and review analysis.
README
AppNiche MCP Server
Open-source Model Context Protocol server for iOS App Store market research with AppNiche. It gives Claude, Cursor, Codex, and other MCP clients four read-only tools for app discovery, directional revenue and download estimates, ASO keyword research, and review analysis.
This repository runs a local stdio bridge to the AppNiche REST API. AppNiche also provides a hosted Streamable HTTP MCP endpoint if your client supports remote servers directly.
Tools
| Tool | What it does | Credits |
|---|---|---|
search_apps |
Search and filter iOS apps by keyword, category, rating, reviews, downloads, revenue, and sort order. | 1 |
get_app_detail |
Get metadata, ratings, and directional revenue and download estimates for one app. | 1 |
get_keyword_difficulty |
Score one iOS App Store keyword for difficulty and opportunity. | 10 |
get_app_reviews |
Fetch enriched review rows with sentiment and topic signals. | 1 |
All tools are read-only and marked with MCP read-only annotations.
Requirements
- Node.js 18 or newer.
- An AppNiche API key from Settings > API Keys.
API and MCP access use the same credit pool. Current limits, pricing, and error behavior are documented in the API quickstart. Never commit an API key to source control.
Quick start
Run directly from GitHub with npx:
{
"mcpServers": {
"appniche": {
"command": "npx",
"args": ["-y", "github:skiffer/appniche-mcp-server"],
"env": {
"APPNICHE_API_KEY": "getappniche_replace_me"
}
}
}
}
Or clone and build locally:
git clone https://github.com/skiffer/appniche-mcp-server.git
cd appniche-mcp-server
npm ci
npm run build
APPNICHE_API_KEY=getappniche_replace_me node dist/index.js
For a local clone, point your MCP client to node with the absolute path to dist/index.js and
set APPNICHE_API_KEY in the server environment.
Docker is also supported:
docker build -t appniche-mcp-server .
docker run --rm -i \
-e APPNICHE_API_KEY=getappniche_replace_me \
appniche-mcp-server
Keep stdin open with -i; stdio carries the MCP JSON-RPC connection.
Hosted MCP alternative
Clients that support Streamable HTTP can use the hosted server without installing this bridge:
URL: https://api.getappniche.com/mcp
Authorization: Bearer YOUR_API_KEY
Exact setup snippets for Claude Code, Claude Desktop, Cursor, and generic MCP clients are in the AppNiche MCP setup guide.
Development
npm install
npm test
npm test compiles the TypeScript project, tests API request and error behavior, starts the
server over stdio, and verifies the published tool list. CI also builds the production Docker
image.
Data caveats
Revenue and download values are modeled estimates derived from public App Store signals. Treat them as directional market intelligence, not accounting data. AppNiche currently covers the Apple App Store; this server does not claim Google Play coverage.
License
MIT
Recommended Servers
playwright-mcp
A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.
Magic Component Platform (MCP)
An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.
Audiense Insights MCP Server
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.
VeyraX MCP
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
graphlit-mcp-server
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
Kagi MCP Server
An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.
E2B
Using MCP to run code via e2b.
Neon Database
MCP server for interacting with Neon Management API and databases
Exa Search
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
Qdrant Server
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.