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Vetted Servers(9120)
parrotscribe-mcp
by johanthoren
Enables AI agents to interact with the ParrotScribe real-time transcription service on macOS to facilitate 'Speech-to-Action' workflows such as monitoring meetings, tracking action items, or summarizing discussions.
Enables AI agents to interact with the ParrotScribe real-time transcription service on macOS to facilitate 'Speech-to-Action' workflows such as monitoring meetings, tracking action items, or summarizing discussions.
Setup Requirements
- ⚠️Requires macOS with ParrotScribe installed.
- ⚠️Requires Node.js 18 or higher.
- ⚠️The `pscribe` CLI must be available in your system PATH.
Verified SafeView Analysis
stock-screening-server
by jefeboss0
A Cloudflare Workers server for stock screening using SBI証券 CSV data, integrated with ChatGPT for natural language queries.
A Cloudflare Workers server for stock screening using SBI証券 CSV data, integrated with ChatGPT for natural language queries.
Setup Requirements
- ⚠️Requires downloading SBI証券 CSV files in a specific two-step process and placing them in the `inbox/` directory.
- ⚠️Requires a Cloudflare account and configured Cloudflare KV for data storage.
- ⚠️The `npm run upload-csv` command will require local Cloudflare CLI authentication or API tokens to interact with Cloudflare KV.
Verified SafeView Analysis
bigbang142.github.io
by BigBang142
Enables anonymous web searching via the Tor network and DuckDuckGo for use with local language models.
Enables anonymous web searching via the Tor network and DuckDuckGo for use with local language models.
Review RequiredView Analysis
Expenses-Tracker
by Pravamaya2
Track and manage personal expenses with a remote API server.
Track and manage personal expenses with a remote API server.
Setup Requirements
- ⚠️Requires Python 3.12 or higher.
Verified SafeView Analysis
RiMCP_hybrid
by Mezo1122
A server-side application related to the Minecraft protocol, likely for custom game hosting or server management, with features for adapting to different Minecraft versions or platforms.
A server-side application related to the Minecraft protocol, likely for custom game hosting or server management, with features for adapting to different Minecraft versions or platforms.
Setup Requirements
- ⚠️Requires Java Runtime Environment (JRE)
- ⚠️May require specific Minecraft client versions for compatibility.
Review RequiredView Analysis
templates
by mcpize
A boilerplate template for building Model Context Protocol (MCP) servers in Python using FastMCP, providing basic synchronous and asynchronous tool examples with development logging.
A boilerplate template for building Model Context Protocol (MCP) servers in Python using FastMCP, providing basic synchronous and asynchronous tool examples with development logging.
Setup Requirements
- ⚠️Requires Python 3.11+
- ⚠️Requires `uv` for dependency management (alternative to pip)
- ⚠️Requires `make` to use the provided quick start commands
Verified SafeView Analysis
wiki_mcp_server
by kunaldb
An MCP (Model Context Protocol) server for integrating Confluence wiki content, allowing AI models to search, retrieve, and list Confluence information.
An MCP (Model Context Protocol) server for integrating Confluence wiki content, allowing AI models to search, retrieve, and list Confluence information.
Setup Requirements
- ⚠️Requires a Databricks workspace with Apps enabled and Databricks CLI configured.
- ⚠️Requires a Confluence account with API access and an API token (not a password).
- ⚠️Confluence credentials (URL, email, API token) must be configured as environment variables or in 'app.yaml' (not committed to Git).
Verified SafeView Analysis
dynamic-shell-server
by b48f8f5xg2-blip
This server provides a secure Model Context Protocol (MCP) interface for executing shell commands with an external approval system and process management.
This server provides a secure Model Context Protocol (MCP) interface for executing shell commands with an external approval system and process management.
Setup Requirements
- ⚠️Requires Python virtual environment and dependencies from `requirements.txt`.
- ⚠️Claude Desktop integration requires manual configuration with absolute paths to Python interpreter and server script.
- ⚠️An interactive user approval process (external to this server's code) is required for first-time command executions.
Review RequiredView Analysis
ChatBot
by 080bct12alex
Develops a versatile and interactive AI chatbot using LangGraph, featuring advanced concepts like memory, persistence, tool integration (search, calculator, stock price), multi-party communication (MCP), and retrieval-augmented generation (RAG) with a Streamlit user interface and user management.
Develops a versatile and interactive AI chatbot using LangGraph, featuring advanced concepts like memory, persistence, tool integration (search, calculator, stock price), multi-party communication (MCP), and retrieval-augmented generation (RAG) with a Streamlit user interface and user management.
Setup Requirements
- ⚠️Requires Google Generative AI API Key (Paid) for ChatGoogleGenerativeAI.
- ⚠️Requires `alexmcp.fastmcp.app` service to be running and accessible for Multi-Server MCP tools.
- ⚠️Relies on several Python packages including `streamlit`, `langchain`, `langgraph`, `aiosqlite`, `bcrypt`, `requests`, `streamlit-cookies-manager`, `huggingface_hub`, `pypdf`, and `faiss-cpu`. Missing any could cause runtime errors.
- ⚠️The Alpha Vantage API key is hardcoded and should be replaced with an environment variable.
- ⚠️The Streamlit cookie manager password is hardcoded and must be replaced with a strong, securely managed environment variable.
Review RequiredView Analysis
substack-mcp
by danielsimonjr
Unable to determine the use case as the source code was not provided.
Unable to determine the use case as the source code was not provided.
Setup Requirements
- ⚠️Source code was not provided, preventing analysis of specific requirements, dependencies, or setup friction.
- ⚠️Cannot identify specific system requirements or configuration needs without access to the code.
Review RequiredView Analysis
ShellFusion-mcp-server
by ValentinTorassa
A full-stack application for managing tickets, with a Python-based Model Context Protocol (MCP) server to enable AI assistant integration for interacting with the backend API.
A full-stack application for managing tickets, with a Python-based Model Context Protocol (MCP) server to enable AI assistant integration for interacting with the backend API.
Setup Requirements
- ⚠️Docker Desktop is required to run the MongoDB database component.
- ⚠️Separate Python 3.10+ virtual environment and the `mcp` CLI tool (`pip install fastmcp`) are required to run the AI integration server.
- ⚠️The full local development setup requires running multiple `npm install` and `npm run dev` commands in both `backend` and `frontend` directories.
- ⚠️Crucial environment variables (`BACKEND_API_KEY`, `TOKEN_SECRET`, `MONGODB_URI`) must be set for the backend and MCP server to function correctly.
- ⚠️Default database credentials (`root/example` and `appuser/apppass`) are hardcoded in the Docker setup, which must be changed for production deployments.
Review RequiredView Analysis
TerraformAI
by dinesh20025
This repository uses Terraform to provision and manage cloud infrastructure, likely on Microsoft Azure, with a focus on deploying or supporting AI-related services.
This repository uses Terraform to provision and manage cloud infrastructure, likely on Microsoft Azure, with a focus on deploying or supporting AI-related services.
Setup Requirements
- ⚠️Terraform CLI must be installed and configured on the local machine or CI/CD runner.
- ⚠️Requires an Azure subscription with authenticated credentials and appropriate permissions (e.g., Contributor role for resource provisioning).
- ⚠️Absence of a README file means critical information regarding variables, prerequisites, and specific deployment instructions is missing, leading to friction during setup.