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Vetted Servers(8554)
bubble-ai-backend
by Aadhavan-Pachauri
Enterprise-grade Model Context Protocol (MCP) server for Bubble AI, providing intelligent web search, secured LLM proxy, deep research streaming, caching, and analytics.
Enterprise-grade Model Context Protocol (MCP) server for Bubble AI, providing intelligent web search, secured LLM proxy, deep research streaming, caching, and analytics.
Setup Requirements
- ⚠️Requires Node.js 18.x
- ⚠️Requires Docker and Docker Compose for local monorepo setup.
- ⚠️Requires API keys for Tavily, Firecrawl, Gemini, and OpenRouter (though some have free tiers).
- ⚠️Requires a JWT_SECRET environment variable for authentication/authorization.
Verified SafeView Analysis
lightspeed-xseries-mcp
by lightspeed-skhattane
Enables AI assistants to interact with Lightspeed Retail (X-Series) data by providing a comprehensive API interface.
Enables AI assistants to interact with Lightspeed Retail (X-Series) data by providing a comprehensive API interface.
Setup Requirements
- ⚠️Requires Lightspeed Retail (X-Series) account with API access and a Personal Access Token.
- ⚠️The Lightspeed API Token must have appropriate scopes (e.g., customers:read/write, products:read/write, sales:read/write, inventory:read/write, outlets:read).
- ⚠️Requires Node.js v18 or later.
Verified SafeView Analysis
alliance-docs-mcp
by CARTE-Toronto
Serves Digital Research Alliance of Canada's technical documentation via a Model Context Protocol (MCP) server, offering search, categorization, related page discovery, and LLM-optimized content access.
Serves Digital Research Alliance of Canada's technical documentation via a Model Context Protocol (MCP) server, offering search, categorization, related page discovery, and LLM-optimized content access.
Setup Requirements
- ⚠️Requires Python 3.11+.
- ⚠️Requires downloading a ~90MB sentence-transformer model (`all-MiniLM-L6-v2`) on first run if related-page indexing is enabled.
- ⚠️Requires a functioning MediaWiki API URL for content mirroring (default is `https://docs.alliancecan.ca/mediawiki/api.php`).
- ⚠️Initial documentation sync can be time-consuming and consume significant disk space (~393MB uncompressed for full content).
Verified SafeView Analysis
FirstMCP
by HeathLoganCampbell
To enable LLMs (like Copilot/VS Code client) to interact with local applications and data sources (e.g., WinForms, SQL Server) through a locally hosted C# Model Context Protocol (MCP) server.
To enable LLMs (like Copilot/VS Code client) to interact with local applications and data sources (e.g., WinForms, SQL Server) through a locally hosted C# Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Requires a custom C# application to be developed, compiled, and run separately.
- ⚠️Requires the .NET SDK and a C# development environment.
- ⚠️The C# server must be running and accessible on `http://localhost:3001`.
Verified SafeView Analysis
snippy
by Mustapha5298
A Python-based web scraper designed to collect book-related data from online sources like OpenLibrary and Barnes & Noble.
A Python-based web scraper designed to collect book-related data from online sources like OpenLibrary and Barnes & Noble.
Setup Requirements
- ⚠️Python environment required (likely 3.7+)
- ⚠️Playwright browsers required (install via `playwright install`)
- ⚠️Can consume significant RAM and CPU, especially for extensive scraping.
Verified SafeView Analysis
model-forge-3d
by consigcody94
Unable to identify use case as no files or README were provided for analysis.
Unable to identify use case as no files or README were provided for analysis.
Setup Requirements
- ⚠️No files or README were provided, making it impossible to determine any specific requirements or friction points.
Verified SafeView Analysis
mcp-server
by sobia523
Provides server functionality likely related to the Minecraft Protocol (MCP), enabling multiplayer interaction or specific game services.
Provides server functionality likely related to the Minecraft Protocol (MCP), enabling multiplayer interaction or specific game services.
Review RequiredView Analysis
imap-email-mcp
by schwabenschulle
Enables AI assistants to fetch, read, summarize, and send emails via IMAP/SMTP, primarily for extracting structured information like payment details.
Enables AI assistants to fetch, read, summarize, and send emails via IMAP/SMTP, primarily for extracting structured information like payment details.
Setup Requirements
- ⚠️Requires a paid ngrok account with a custom domain for public access.
- ⚠️Requires an OpenAI API Key (paid service) for summarization and `gpt-5.1` model, which is not a publicly available OpenAI model and will likely cause API errors for summarization.
- ⚠️Email operations require IMAP/SMTP account credentials, which must be securely configured in `.env`.
- ⚠️The server configuration variables `FLASK_PORT` and `FLASK_HOST` are mentioned in the `.env` example, but the server uses FastAPI/Uvicorn, not Flask, and the port is hardcoded as 5001 in the `uvicorn.run` command.
Verified SafeView Analysis
MCP-Filesystem-Server---Python
by Ferreyrajp
Provides secure, tool-based access to the local filesystem for AI models via the Model Context Protocol (MCP), enabling AI agents to read, write, edit, and search files.
Provides secure, tool-based access to the local filesystem for AI models via the Model Context Protocol (MCP), enabling AI agents to read, write, edit, and search files.
Setup Requirements
- ⚠️Requires explicit configuration of 'allowed directories' via command-line arguments or client (LM Studio/Claude Desktop) configuration; no filesystem access is permitted otherwise.
- ⚠️Python must be installed and accessible via PATH, or its full path must be specified in the client configuration.
- ⚠️A full restart of the MCP client (e.g., Claude Desktop) is typically required after modifying the server configuration.
Verified SafeView Analysis
mcp-gitlab-mcp-server80
by bioanywhere
Deploys and manages an MCP (Managed Container Platform) server using Docker and Docker Compose.
Deploys and manages an MCP (Managed Container Platform) server using Docker and Docker Compose.
Setup Requirements
- ⚠️Docker required for local development and deployment.
- ⚠️GCP Service Account credentials and Project ID required for CI/CD and image pull from Google Artifact Registry.
- ⚠️gcloud CLI required to configure Docker for GCP Artifact Registry.
Verified SafeView Analysis
mcp-server-demo
by VADIVEL-T
This server demonstrates a basic implementation of the Multi-Modal Compute Protocol (MCP) using the FastMCP framework, exposing a simple 'hello' tool over HTTP or standard I/O for agent interaction.
This server demonstrates a basic implementation of the Multi-Modal Compute Protocol (MCP) using the FastMCP framework, exposing a simple 'hello' tool over HTTP or standard I/O for agent interaction.
Setup Requirements
- ⚠️Requires the `fastmcp` Python library to be installed.
- ⚠️The `server_http.py` binding `host="127.0.0.1"` might prevent external access on cloud deployments like Render, which typically require `0.0.0.0`.
Verified SafeView Analysis
divakar-2005-02-02.github.io
by Divakar-2005-02-02
Demonstrates how to build an MCP server and client in .NET for tool exposure, integrating results into an Ollama LLM for enhanced responses.
Demonstrates how to build an MCP server and client in .NET for tool exposure, integrating results into an Ollama LLM for enhanced responses.
Setup Requirements
- ⚠️Requires Windows 10 or later
- ⚠️Requires .NET Framework 5.0 or higher installed
- ⚠️Requires a local Ollama instance running with a downloaded LLM model