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Vetted Servers(9120)
PG_SQL_MCP_SERVER
by TomerGutman1
Production-ready PostgreSQL server supporting both MCP and A2A protocols for secure, read-only database access.
Production-ready PostgreSQL server supporting both MCP and A2A protocols for secure, read-only database access.
Setup Requirements
- ⚠️Requires a running PostgreSQL database instance; a `setup_postgres.sh` script is provided for local Docker setup.
- ⚠️Python 3.11+ is required for direct execution.
- ⚠️For production A2A use, `api_keys` in `config.yaml` (and `SECRET_KEY`) must be replaced with strong secrets, ideally managed via environment variables.
Verified SafeView Analysis
crimeapp-mcp
by Batman-05
A Cloudflare Worker acting as a Model Context Protocol (MCP) server that exposes tools for crime analysis and news article fetching, delegating complex natural language queries to an external LangChain/LangGraph-powered AI agent.
A Cloudflare Worker acting as a Model Context Protocol (MCP) server that exposes tools for crime analysis and news article fetching, delegating complex natural language queries to an external LangChain/LangGraph-powered AI agent.
Setup Requirements
- ⚠️Requires an OpenAI API Key (Paid) for LLM interactions.
- ⚠️Requires a Cloudflare D1 Database instance bound as `CRIME_DB` with a predefined schema.
- ⚠️Requires deploying two distinct services: a Cloudflare Worker (`crimeapp-mcp-server`) and a Python FastAPI server (`lang-agent`). The Python server's URL must be configured as `LANG_AGENT_URL` in the Cloudflare Worker's environment.
- ⚠️The `lang-agent` also requires `MCP_BASE_URL` (the URL of the deployed Cloudflare Worker) and `MCP_GATEWAY_TOKEN` (a shared secret for agent-to-worker authentication) environment variables.
- ⚠️Cloudflare Access configuration (`POLICY_AUD`, `TEAM_DOMAIN`) is present but currently bypassed, requiring manual re-enabling and configuration for secure deployment.
Review RequiredView Analysis
mcp-memory-server
by QianJue-CN
An intelligent memory management server for AI models, providing persistent memory storage with CRUD operations, semantic vector search, and folder organization via the Model Context Protocol (MCP).
An intelligent memory management server for AI models, providing persistent memory storage with CRUD operations, semantic vector search, and folder organization via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires API keys for external embedding providers (e.g., Gemini, OpenAI), which may incur usage costs.
- ⚠️If 'ollama' is chosen as the embedding provider, a local Ollama server must be installed and running.
- ⚠️Requires Node.js version 18.0.0 or higher.
Verified SafeView Analysis
exa-mcp
by rglaubitz
An MCP server to integrate AI agents (like Claude) with the Exa AI search API, providing enhanced web search, content extraction, answer generation, and research capabilities with full parameter support.
An MCP server to integrate AI agents (like Claude) with the Exa AI search API, providing enhanced web search, content extraction, answer generation, and research capabilities with full parameter support.
Setup Requirements
- ⚠️Requires Python 3.13+
- ⚠️Requires uv package manager
- ⚠️Requires an Exa API key (available via dashboard.exa.ai)
Verified SafeView Analysis
command-runner-mcp-server
by kdspaul
Provides a sandboxed command execution environment for AI coding assistants, enabling controlled directory listing and Git operations with robust output transformations and security features.
Provides a sandboxed command execution environment for AI coding assistants, enabling controlled directory listing and Git operations with robust output transformations and security features.
Setup Requirements
- ⚠️Rust toolchain (Cargo) required for building the server executable.
- ⚠️Server configuration for 'BLOCKED_PATHS' requires setting an environment variable before startup.
Verified SafeView Analysis
requirements-advisor
by arthurfantaci
An MCP server providing expert guidance on requirements management best practices using Retrieval-Augmented Generation (RAG).
An MCP server providing expert guidance on requirements management best practices using Retrieval-Augmented Generation (RAG).
Setup Requirements
- ⚠️Requires Docker and Docker Compose for easy setup.
- ⚠️Requires a Voyage AI API Key (Voyage AI is a paid service).
- ⚠️Requires content files (JSONL format) to be placed in the 'content/' directory for ingestion.
Verified SafeView Analysis
mcp-servers
by hazzaz-am
Provides Model Context Protocol (MCP) server functionality to retrieve Google Calendar events for a specified date.
Provides Model Context Protocol (MCP) server functionality to retrieve Google Calendar events for a specified date.
Setup Requirements
- ⚠️Requires a Google API Key with Calendar API access, configured as GOOGLE_API_KEY environment variable.
- ⚠️Requires a Google Calendar ID to fetch events from, configured as GOOGLE_CALENDAR_ID environment variable.
- ⚠️Requires Node.js (version 18 or higher, based on package-lock.json peer dependencies) to run.
Verified SafeView Analysis
mcp-ultra
by vertikon
A robust, secure, and performant backend server application, likely serving as a core control program with a strong emphasis on security and compliance.
A robust, secure, and performant backend server application, likely serving as a core control program with a strong emphasis on security and compliance.
Setup Requirements
- ⚠️Requires Go 1.x environment (for development/compilation)
- ⚠️Docker and Docker Compose required (for deployment/local setup)
- ⚠️Buf CLI required (for Protobuf definition and code generation)
Verified SafeView Analysis
spotify-mcp-server
by thormuller
Enables AI assistants to control Spotify playback and manage playlists through the Model Context Protocol (MCP).
Enables AI assistants to control Spotify playback and manage playlists through the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires Node.js v16+ to be installed.
- ⚠️A Spotify Premium account is required for full playback control.
- ⚠️Requires manual creation of a Spotify Developer application to obtain Client ID and Client Secret.
- ⚠️An initial authentication step (`npm run auth`) involves a browser redirect and a local HTTP server to obtain access and refresh tokens.
Verified SafeView Analysis
MCP-Shared-Memory
by bivex
This server facilitates inter-process communication on Windows systems by managing shared memory operations using the Model Context Protocol (MCP) via memory-mapped files and JSON-RPC 2.0.
This server facilitates inter-process communication on Windows systems by managing shared memory operations using the Model Context Protocol (MCP) via memory-mapped files and JSON-RPC 2.0.
Setup Requirements
- ⚠️Requires Windows operating system (Windows 10/11 recommended).
- ⚠️Requires .NET 8.0 SDK or later installed.
- ⚠️Requires Administrator privileges to run due to global shared memory access.
Review RequiredView Analysis
ozon-mcp-server
by eduard256
Provides an MCP-compliant server for AI assistants to programmatically interact with Ozon.ru, enabling product search, detail retrieval, and delivery information.
Provides an MCP-compliant server for AI assistants to programmatically interact with Ozon.ru, enabling product search, detail retrieval, and delivery information.
Setup Requirements
- ⚠️Requires manual installation of Playwright browser dependencies (Chromium) if not using Docker, e.g., 'npx playwright install chromium'.
- ⚠️High resource consumption (CPU, RAM) due to launching a new browser instance for nearly every API call to bypass antibot systems, leading to increased latency per request.
- ⚠️Web scraping is inherently fragile and can break if Ozon.ru changes its website structure or antibot mechanisms.
Verified SafeView Analysis
niws-delivery
by nohuiam
Orchestrates multi-platform news content delivery, including Notion integration, teleprompter exports, and video production workflows.
Orchestrates multi-platform news content delivery, including Notion integration, teleprompter exports, and video production workflows.
Setup Requirements
- ⚠️Requires Notion API Token (NOTION_TOKEN, NOTION_DATABASE_ID)
- ⚠️Requires FFmpeg installed for video processing (FFMPEG_PATH env var)
- ⚠️AirDrop functionality is macOS-specific; will gracefully degrade on other OSes
- ⚠️Depends on `niws-intake`, `niws-analysis`, and `niws-production` servers being operational via HTTP.