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Vetted Servers(9120)
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.
Review RequiredView Analysis
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).
Review RequiredView Analysis
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.
Verified SafeView Analysis
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.
Review RequiredView Analysis
mcp-server-9090
by 111031075jack
Provides a shopping cart and inventory management service designed to be exposed as tools for an AI orchestrator or LLM.
Provides a shopping cart and inventory management service designed to be exposed as tools for an AI orchestrator or LLM.
Setup Requirements
- ⚠️Requires Java Development Kit (JDK) to compile and run.
- ⚠️Intended for integration with a Spring AI orchestrator/LLM to utilize its '@Tool' annotated methods.
Verified SafeView Analysis
sci-writer
by ywatanabe1989
Manages and compiles scientific LaTeX manuscripts, including content creation, document analysis, versioning, and background job processing for AI assistants.
Manages and compiles scientific LaTeX manuscripts, including content creation, document analysis, versioning, and background job processing for AI assistants.
Setup Requirements
- ⚠️Requires the `fastmcp` Python package.
- ⚠️Requires a full LaTeX distribution (e.g., `texlive-full`, ~5GB) OR a container runtime (`Apptainer`/`Singularity`).
- ⚠️Requires `bibtexparser`, `rich`, `click`, `pydantic` Python packages.
Review RequiredView Analysis
OI-Memory-Orchestrator
by OI-OS
A vivid backend for AI agents, providing persistent memory, sophisticated task planning, a codebase knowledge graph, and semantic understanding to power intelligent workflows like code review and project management.
A vivid backend for AI agents, providing persistent memory, sophisticated task planning, a codebase knowledge graph, and semantic understanding to power intelligent workflows like code review and project management.
Setup Requirements
- ⚠️Requires Google Gemini API Key (Paid Service)
- ⚠️Requires Tavily Search API Key (Paid Service)
- ⚠️Specific client-side configuration needed for full OI OS integration (see OI.md)
Verified SafeView Analysis
db-mcp-server
by kazheko
Hosts a Model Context Protocol (MCP) server exposing a stubbed MSSQL query tool for structural data previewing to LLM clients.
Hosts a Model Context Protocol (MCP) server exposing a stubbed MSSQL query tool for structural data previewing to LLM clients.
Setup Requirements
- ⚠️Node.js 20.x required