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Vetted Servers(9120)
aidd-app-mcp-server
by mfridson
Automates task extraction and synchronization from Apple Notes, leveraging AI for prioritization and organization, primarily targeting ADHD users.
Automates task extraction and synchronization from Apple Notes, leveraging AI for prioritization and organization, primarily targeting ADHD users.
Setup Requirements
- ⚠️Requires macOS for Apple Notes integration.
- ⚠️Requires Node.js 18+.
- ⚠️Requires an AiDD account (free or premium) for authentication and service usage.
Verified SafeView Analysis
mcp-neo4j-vectordb
by guerinjeanmarc
This server integrates Neo4j as a pure vector database for LLM applications, primarily designed to compare the performance of Vector RAG against Graph RAG by explicitly hiding graph features.
This server integrates Neo4j as a pure vector database for LLM applications, primarily designed to compare the performance of Vector RAG against Graph RAG by explicitly hiding graph features.
Setup Requirements
- ⚠️Requires a running Neo4j database instance.
- ⚠️The Neo4j APOC plugin must be installed and enabled for schema discovery.
- ⚠️An API key for an embedding provider (e.g., OPENAI_API_KEY for OpenAI) is required for vector search operations.
- ⚠️Requires Python 3.10 or newer.
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avalogica-consumer-needs-mcp
by mdwillman
The Avalogica Emergent Consumer Needs MCP server analyzes emerging consumer signals, synthesizes market trends, and helps entrepreneurs and business owners brainstorm novel product ideas based on their capabilities and current market trajectories.
The Avalogica Emergent Consumer Needs MCP server analyzes emerging consumer signals, synthesizes market trends, and helps entrepreneurs and business owners brainstorm novel product ideas based on their capabilities and current market trajectories.
Setup Requirements
- ⚠️Requires Node.js 18 or later.
- ⚠️Requires an OpenAI API Key (Paid Service for actual use).
- ⚠️Requires an Exa API Key (Paid Service for actual use).
Verified SafeView Analysis
security-architect-mcp-server
by flying-coyote
An AI-powered interactive decision support tool for cybersecurity architects, designed to filter and select optimal security data platforms based on organizational constraints and technical requirements.
An AI-powered interactive decision support tool for cybersecurity architects, designed to filter and select optimal security data platforms based on organizational constraints and technical requirements.
Setup Requirements
- ⚠️Requires Python 3.11+ to run locally.
- ⚠️Requires Anthropic MCP SDK 1.2.0+ for integration with Claude Desktop.
- ⚠️Requires Docker 24.0+ for the recommended containerized deployment.
Verified SafeView Analysis
mcp-server-tools
by peteqian
Provides utilities for managing or extending a Minecraft server.
Provides utilities for managing or extending a Minecraft server.
Review RequiredView Analysis
WordPressMCPTestServer
by collegeman
Provides a WordPress-native Model Context Protocol (MCP) server for AI-assisted page building using the Ollie block theme, allowing AI clients like Claude to build pages from patterns and design tokens.
Provides a WordPress-native Model Context Protocol (MCP) server for AI-assisted page building using the Ollie block theme, allowing AI clients like Claude to build pages from patterns and design tokens.
Setup Requirements
- ⚠️Requires PHP 8.1+.
- ⚠️Needs a MySQL database named 'olliewpmcp' with user 'root' and password 'password' for local setup.
- ⚠️A local PHP web server (e.g., Herd) is required to run the WordPress site.
- ⚠️Composer must be used for dependency management (`composer install`).
- ⚠️WP-CLI is necessary for testing and interacting with the MCP adapter.
- ⚠️The 'ollie-mcp' plugin is a Git submodule and needs to be initialized and updated (`git submodule update --init --recursive`).
- ⚠️For HTTP transport, a WordPress Application Password must be generated for authentication.
Verified SafeView Analysis
mcp_calculator_server
by NaokiTest
A server that provides an API for basic mathematical calculations.
A server that provides an API for basic mathematical calculations.
Review RequiredView Analysis
pdf-cleaner
by telediego
MCP server to clean Wuolah PDFs by removing ads and rescaling content.
MCP server to clean Wuolah PDFs by removing ads and rescaling content.
Setup Requirements
- ⚠️Requires Python 3.10 or newer.
- ⚠️Outbound internet access is required for the automatic online sharing feature (uploading cleaned PDFs to external services).
- ⚠️Requires the 'mcp' client/server framework to be understood for proper integration.
Verified SafeView Analysis
mcp-web3-wallet-tester
by dennisonbertram
A programmable Ethereum wallet for automated Web3 dApp testing controlled by LLMs via MCP tools.
A programmable Ethereum wallet for automated Web3 dApp testing controlled by LLMs via MCP tools.
Setup Requirements
- ⚠️Requires Node.js 18+.
- ⚠️Requires Anvil (from Foundry) to be running separately as a local blockchain.
- ⚠️The provider script (dist/provider.js) must be built using `npm run build` before starting the server if any code changes are made.
Verified SafeView Analysis
gcp-dataflow-template-kit
by bharath03-a
The MCP server and CLI tool enable the creation of standardized Dataflow projects from templates, streamlining development and deployment.
The MCP server and CLI tool enable the creation of standardized Dataflow projects from templates, streamlining development and deployment.
Setup Requirements
- ⚠️Requires a GCP Account, Project, and Service Account for Cloud Run deployment.
- ⚠️The 'uv' tool is recommended for faster dependency management but needs to be installed separately if chosen over 'pip'.
- ⚠️The 'pre-commit' tool is required for installing and running pre-commit hooks during development.
Review RequiredView Analysis
tcsas-devtools-mcp-server
by TCMPP-Team
A Node.js-based Multi-Client Proxy (MCP) server likely designed for developer tools to manage and route client requests.
A Node.js-based Multi-Client Proxy (MCP) server likely designed for developer tools to manage and route client requests.
Setup Requirements
- ⚠️Requires Node.js and npm to be installed on the system.
- ⚠️As a TypeScript project (indicated by `tsconfig.json` and `src` directory), a build step (`npm run build`) is typically required before running the server.
- ⚠️The server may require specific environment variables for configuration (e.g., port, proxy targets, API keys).
Verified SafeView Analysis
simple_mcp_server
by ruk-shan
This server exposes Python functions as an API using FastMCP, primarily intended for LLM function calling to integrate custom tools with AI models.
This server exposes Python functions as an API using FastMCP, primarily intended for LLM function calling to integrate custom tools with AI models.
Setup Requirements
- ⚠️Requires Python 3 and virtual environment setup.
- ⚠️Requires `fastmcp` package installed.
- ⚠️Intended usage implicitly requires a local Ollama server running for LLM integration.