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Vetted Servers(8554)
mcp
by xuemingqi
This server acts as a Model Context Protocol (MCP) tool provider, exposing various functionalities (like user management and mail services) as AI-callable tools for Spring AI applications.
This server acts as a Model Context Protocol (MCP) tool provider, exposing various functionalities (like user management and mail services) as AI-callable tools for Spring AI applications.
Setup Requirements
- ⚠️Requires a MySQL database instance to be accessible at the configured URL, username, and password.
- ⚠️Requires a Redis server instance to be accessible at the configured address and password.
- ⚠️Requires `x-framework` libraries to be built and available as dependencies (suggesting a multi-module Maven/Gradle project).
- ⚠️The default configurations in `application.yml` for database and Redis (`username: username`, `password: ''`) are insecure and must be changed for any non-local/test environment.
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test_remote_mcp_server
by aanal25patel
This server functions as an expense tracker, allowing users to add, list, and summarize financial expenditures via an API.
This server functions as an expense tracker, allowing users to add, list, and summarize financial expenditures via an API.
Setup Requirements
- ⚠️Requires Python 3.12 or newer.
- ⚠️Requires file system write access in the temporary directory for the SQLite database.
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temporal-mcp
by vreme-ai
Provides an AI assistant with comprehensive temporal intelligence, including timezone conversions, multi-cultural calendars, holiday data, business time calculations, and astronomical events.
Provides an AI assistant with comprehensive temporal intelligence, including timezone conversions, multi-cultural calendars, holiday data, business time calculations, and astronomical events.
Setup Requirements
- ⚠️Requires an active connection to the external Vreme Time API (api.vreme.ai) for its core functionality, which may incur costs or require registration/API keys not detailed in the provided context.
- ⚠️Requires Node.js runtime version 18.0.0 or higher.
- ⚠️It is designed to be run as an MCP server, meaning an MCP-compatible AI client (e.g., Claude Desktop, VS Code, Continue, Cline) is necessary for its intended use.
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cortex-mcp-server
by Tuckdin
The Cortex MCP Server provides a semantic search interface and content ingestion capabilities for a knowledge base focused on ICT trading and social intelligence.
The Cortex MCP Server provides a semantic search interface and content ingestion capabilities for a knowledge base focused on ICT trading and social intelligence.
Setup Requirements
- ⚠️Requires an OpenAI API Key (Paid service for embeddings)
- ⚠️Requires a Supabase project URL and API Key for data storage
- ⚠️Python environment with specific dependencies (fastmcp, openai, supabase) must be set up
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LiteGhidraMCP
by Hao17
Provides AI systems programmatic access to Ghidra's reverse engineering capabilities via an HTTP JSON API.
Provides AI systems programmatic access to Ghidra's reverse engineering capabilities via an HTTP JSON API.
Setup Requirements
- ⚠️Requires Ghidra to be running; the `ghidra_mcp_server.py` script must be executed within Ghidrathon.
- ⚠️Requires `pip install mcp uvicorn httpx` for the MCP SSE proxy functionality.
- ⚠️The Python interpreter path for the MCP SSE proxy (`scripts/mcp_sse_proxy.py`) might need to be explicitly set via the `GHIDRA_MCP_PYTHON` environment variable if Ghidrathon's embedded Python is not accessible to subprocesses.
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TxGemma-MCP
by t-neumann
Deploying the TxGemma model as a local MCP server for AI/ML inference.
Deploying the TxGemma model as a local MCP server for AI/ML inference.
Setup Requirements
- ⚠️Gemma model files must be downloaded and configured for the server.
- ⚠️Requires sufficient compute resources (CPU/GPU, RAM) for running the Gemma model locally.
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AI-Agent-MCP-Server
by FaisalAhmedBijoy
Serves as a backend for AI agents, likely in the context of Minecraft (MCP).
Serves as a backend for AI agents, likely in the context of Minecraft (MCP).
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idfm-mcp-server
by HeshamWM
Provides real-time Paris public transport data (Île-de-France Mobilités) to AI assistants via an MCP server.
Provides real-time Paris public transport data (Île-de-France Mobilités) to AI assistants via an MCP server.
Setup Requirements
- ⚠️Requires Docker Desktop with MCP Toolkit enabled.
- ⚠️Requires a PRIM API key from prim.iledefrance-mobilites.fr (registration likely required, possibly paid tiers).
- ⚠️Uses Python 3.11.
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planner_mcp
by serser152
A Micro-Capability Protocol (MCP) server designed to serve as a planning tool for an intelligent agent, providing task management and time/date functionalities.
A Micro-Capability Protocol (MCP) server designed to serve as a planning tool for an intelligent agent, providing task management and time/date functionalities.
Setup Requirements
- ⚠️Requires Docker for the recommended installation and execution method.
- ⚠️The 'add_task' function, although defined in 'mcp_server.py' and mentioned in the README's function list, is not decorated with '@mcp.tool()' and therefore not exposed as an accessible tool for agents via the MCP server.
- ⚠️The 'get_current_time' function hardcodes a '+3 hours' timedelta, potentially leading to unexpected time values if the agent/user expects UTC or a different local timezone.
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mcp-api-gateway-template
by Clauskraft
Serves as a universal API gateway for Claude Desktop, providing access to various external services like social media, search engines, and LLMs through the Model Context Protocol (MCP).
Serves as a universal API gateway for Claude Desktop, providing access to various external services like social media, search engines, and LLMs through the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires API keys for external services (Twitter, Google, OpenAI/LLM, Brave), which may incur costs or rate limits.
- ⚠️Requires Node.js/npm or Docker runtime environment.
- ⚠️Designed for integration with Claude Desktop.
Verified SafeView Analysis
ship-mcp-server
by vibeatlas
Provides AI coding reliability scores and feedback mechanisms for AI coding assistants like Claude Desktop and Cursor by integrating with the SHIP Protocol API.
Provides AI coding reliability scores and feedback mechanisms for AI coding assistants like Claude Desktop and Cursor by integrating with the SHIP Protocol API.
Setup Requirements
- ⚠️Requires Node.js (version 18 or higher) and npm/npx to be installed on the host machine.
- ⚠️Requires manual configuration in the settings of AI coding environments (e.g., Claude Desktop or Cursor).
- ⚠️Optional `SHIP_API_KEY` can be provided for personalized predictions, which may involve usage costs or registration with the external SHIP Protocol service.
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visum-thinker-mcp-server
by multiluca2020
AI-driven sequential thinking, large PDF processing, and PTV Visum transportation modeling analysis and automation.
AI-driven sequential thinking, large PDF processing, and PTV Visum transportation modeling analysis and automation.
Setup Requirements
- ⚠️Requires Windows operating system due to heavy reliance on PowerShell and PTV Visum COM API.
- ⚠️Requires PTV Visum (defaulting to 2025 64-bit) to be installed on the system, including its Python API (VisumPy).
- ⚠️Many hardcoded file paths (e.g., 'H:\Program Files\PTV Vision\PTV Visum 2025\Exe\Python\python.exe', 'H:\go\italferr2025\Campoleone\...') necessitate adaptation to the specific deployment environment.
- ⚠️Processing large PDF files and complex Visum projects can be memory and disk intensive.