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Vetted Servers(8554)
pg_mcp_server
by vweiss960
This server likely manages and provides an API for data stored in a PostgreSQL database, serving as a backend component for an application.
This server likely manages and provides an API for data stored in a PostgreSQL database, serving as a backend component for an application.
Setup Requirements
- ⚠️Requires a running PostgreSQL database instance.
Review RequiredView Analysis
memory-mcp
by michael-denyer
Provides Claude with persistent 'two-tier' memory (hot cache for zero-latency access, cold storage for semantic search) and automatic pattern mining from outputs to enhance long-term context and reduce token usage.
Provides Claude with persistent 'two-tier' memory (hot cache for zero-latency access, cold storage for semantic search) and automatic pattern mining from outputs to enhance long-term context and reduce token usage.
Setup Requirements
- ⚠️Requires Python 3.10+.
- ⚠️Embedding model (~90MB) downloads automatically on first run, causing a 30-60 second startup delay.
- ⚠️Manual setup of a Claude Code Stop hook in ~/.claude/settings.json is required for automatic output logging and pattern mining.
- ⚠️Optional Apple Silicon (MLX) optimization requires manual installation of 'mlx' and 'mlx-lm' if not already present, otherwise falls back to CPU-based Sentence Transformers.
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deploy-mcp-server
by sankar-v
An AWS Lambda-compatible Model Context Protocol (MCP) server providing weather forecast and alerts tools by integrating with the National Weather Service (NWS) API, primarily for consumption by AI models and agents.
An AWS Lambda-compatible Model Context Protocol (MCP) server providing weather forecast and alerts tools by integrating with the National Weather Service (NWS) API, primarily for consumption by AI models and agents.
Setup Requirements
- ⚠️Requires an AWS account with configured AWS Lambda and API Gateway services, which are paid services.
- ⚠️Manual configuration of AWS API Gateway is necessary, including creating a REST API, defining `/mcp` resource with POST, GET, and DELETE methods, setting up Lambda integrations, and deploying the API.
- ⚠️The AWS Lambda implementation uses in-memory session storage, which will be reset on Lambda cold starts; a persistent session storage solution (e.g., AWS DynamoDB) is required for production use to maintain session state.
- ⚠️AWS API Gateway may have timeout limitations for Server-Sent Events (SSE) connections; WebSockets are suggested in the README for truly persistent connections.
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avirupa-mcp-server
by avirupahomoeo
A backend server for a multi-channel communication platform, managing user conversations, integrating with external messaging services, storing user data, and facilitating interactions with AI models and e-commerce platforms.
A backend server for a multi-channel communication platform, managing user conversations, integrating with external messaging services, storing user data, and facilitating interactions with AI models and e-commerce platforms.
Setup Requirements
- ⚠️Requires a Redis instance for session memory (REDIS_URL).
- ⚠️Requires a Supabase project (SUPABASE_URL, SUPABASE_KEY) for persistent user data.
- ⚠️Requires WooCommerce API credentials (WOOCOMERCE_BASE, WOOCONSUMERKEY, WOOCONSUMERSECRET) for e-commerce integration.
- ⚠️Requires an OpenAI API Key (OPENAI_API_KEY) for the '/ask-model' endpoint to function with an actual LLM.
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MCP_Server5
by WebDev70
An MCP server enabling LLMs to accurately answer complex questions about U.S. federal award spending by integrating with USAspending.gov API v2.
An MCP server enabling LLMs to accurately answer complex questions about U.S. federal award spending by integrating with USAspending.gov API v2.
Setup Requirements
- ⚠️uv package manager required
- ⚠️Python 3.12+ required
- ⚠️Docker required (for integration tests and containerization)
- ⚠️Google Cloud SDK required (for Cloud Run deployment)
Verified SafeView Analysis
clara-mcp-server
by crazi-co
Exposes Clara backend APIs as tools for AI agents using the Model Context Protocol (MCP).
Exposes Clara backend APIs as tools for AI agents using the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a separate Clara API backend server to be running for core functionality.
- ⚠️All MCP server interactions (including those intended for backend API endpoints that might otherwise be public like `/health`) require `USER_ID` and `API_KEY_TOKEN` to be provided either via environment variables or `Authorization` and `User-Id` HTTP headers.
- ⚠️The `file_path` parameter in `agent.analysis` refers to a file located on the server hosting this MCP, not a file uploaded directly by the client, which demands careful management of server-side paths.
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nyt_mcp
by kbrimijoin
This server provides a Model Context Protocol (MCP) interface for searching New York Times articles, intended for integration with MCP clients like Claude Desktop, potentially for saving results to spreadsheets.
This server provides a Model Context Protocol (MCP) interface for searching New York Times articles, intended for integration with MCP clients like Claude Desktop, potentially for saving results to spreadsheets.
Setup Requirements
- ⚠️Requires a valid NYT_API_KEY (typically a paid API subscription or developer key).
- ⚠️Requires Python 3.10 or newer.
- ⚠️NYT_API_BASE_URL environment variable must be set (default to NYT search API endpoint).
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figma-mcp
by alucardeht
MCP server for Figma API with intelligent context management, token optimization, and multi-agent context preparation.
MCP server for Figma API with intelligent context management, token optimization, and multi-agent context preparation.
Setup Requirements
- ⚠️Requires a Figma API Token (FIGMA_API_TOKEN) to be set as an environment variable.
- ⚠️Requires a paid Figma plan (Professional or Organization) for practical use, as free accounts have a very low API rate limit (6 requests/month for file content).
- ⚠️Requires a Node.js environment (specifically Node.js v18.17.0, v20.3.0, or >=v21.0.0 due to 'sharp' dependency).
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epic-ehr-mcp-server
by pcjx8
A comprehensive Electronic Health Record (EHR) system for healthcare AI agent development, EHR integration testing, clinical workflow simulation, and medical AI training, mimicking EPIC-style operations.
A comprehensive Electronic Health Record (EHR) system for healthcare AI agent development, EHR integration testing, clinical workflow simulation, and medical AI training, mimicking EPIC-style operations.
Setup Requirements
- ⚠️Requires Python 3.11+.
- ⚠️Data (patients, appointments, etc.) is stored in-memory using mock_data.py and resets on server restart.
- ⚠️Requires `pip install -r requirements.txt` to install Python dependencies.
Verified SafeView Analysis
Expense_tracker_mcp_server
by Hrishikesh-Gaikwad-GG
A server for tracking and managing personal expenses.
A server for tracking and managing personal expenses.
Setup Requirements
- ⚠️Python installed
- ⚠️FastMCP library dependency (pip install fastmcp)
- ⚠️categories.json file must be present in the same directory as main.py
Verified SafeView Analysis
Home-Assistant-Diagnostics-MCP-Server
by burgueishon
Enables AI models to autonomously diagnose, troubleshoot, and monitor Home Assistant smart home installations.
Enables AI models to autonomously diagnose, troubleshoot, and monitor Home Assistant smart home installations.
Setup Requirements
- ⚠️Requires Python 3.13+ (or later)
- ⚠️Requires an existing Home Assistant instance
- ⚠️Requires a Home Assistant 'Long-Lived Access Token' with broad permissions
- ⚠️WebSocket connections bypass SSL certificate validation, potentially exposing to MITM if HA_URL is untrusted
Verified SafeView Analysis
ftp-mcp-server
by ahinoam400
This project provides an MCP server with FTP client capabilities, allowing natural language interaction with FTP servers for file management.
This project provides an MCP server with FTP client capabilities, allowing natural language interaction with FTP servers for file management.
Setup Requirements
- ⚠️Requires Python 3.7+ and pip.
- ⚠️Requires Node.js and npm for the Gemini CLI.
- ⚠️Manual configuration of the Gemini CLI `settings.json` file is required, including updating `<path_to_this_project>` placeholders.
- ⚠️The local FTP server (`ftp_server.py`) must be started manually in a separate terminal before interacting with the MCP server (`server.py`) via the Gemini CLI.