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Vetted Servers(8554)
aligneurs-mcp-server
by Akilinoxx
This server uses the Model Context Protocol (MCP) to allow AI agents to query and analyze a PostgreSQL database containing aligner activity data.
This server uses the Model Context Protocol (MCP) to allow AI agents to query and analyze a PostgreSQL database containing aligner activity data.
Setup Requirements
- ⚠️CRITICAL: The import scripts (`import_csv_to_postgres.py`, `import_csv_optimized.py`) and schema creation scripts (`create_schema.py`, `setup_railway.sh`) contain hardcoded Railway PostgreSQL credentials, which must be replaced with environment variables or user-specific values before running to avoid exposing sensitive information.
- ⚠️The CSV import scripts hardcode a specific local file path (`/home/goupilus/Téléchargements/query_result_2025-11-04T10_22_01.982276Z.csv`) which users will need to modify to their own CSV file path.
- ⚠️Requires a running PostgreSQL database instance (local or remote like Railway).
Review RequiredView Analysis
specwright
by acartag7
Spec-driven AI software development platform that turns vague feature requests into executable plans, leveraging AI for planning, chunking, execution, and review with transparent oversight.
Spec-driven AI software development platform that turns vague feature requests into executable plans, leveraging AI for planning, chunking, execution, and review with transparent oversight.
Setup Requirements
- ⚠️Requires `opencode` server running locally at `http://localhost:4096` for AI execution.
- ⚠️Requires `claude` CLI installed and configured for planning and review operations (uses `claude-opus`, `claude-sonnet`, `claude-haiku` models).
- ⚠️Requires `pnpm` as the package manager and Node.js version `>=20.9.0`.
Verified SafeView Analysis
mcp_server4j
by jeremylem
Provides a local Java-based knowledge base for Retrieval-Augmented Generation (RAG), supporting hybrid keyword and vector search over multi-format documents via the Model Context Protocol (MCP).
Provides a local Java-based knowledge base for Retrieval-Augmented Generation (RAG), supporting hybrid keyword and vector search over multi-format documents via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Docker and Docker Compose are required to run the full stack (ChromaDB and MCP Server).
- ⚠️Java 21+ and Maven 3.8+ are required for local development and building.
- ⚠️An initial document ingestion step is required to build the BM25 index and populate ChromaDB after setup or if data is lost. The BM25 index is loaded from a persisted Docker volume on server start, but needs to be built initially.
Verified SafeView Analysis
mcp-selenium-server
by faimerecruiter
An enterprise-grade Model Context Protocol (MCP) server that empowers Large Language Models (LLMs) to perform advanced browser automation using Selenium WebDriver for tasks like web scraping, form automation, and end-to-end testing.
An enterprise-grade Model Context Protocol (MCP) server that empowers Large Language Models (LLMs) to perform advanced browser automation using Selenium WebDriver for tasks like web scraping, form automation, and end-to-end testing.
Setup Requirements
- ⚠️Requires Node.js version 18.0.0 or higher.
- ⚠️Requires a compatible browser (e.g., Chrome, Firefox, Edge, Safari) to be installed on the host machine or accessible via a Selenium Grid.
Verified SafeView Analysis
grr-gaggiuino-mcp
by sgerlach
An MCP server for Gaggiuino-modified espresso machines, providing tools for real-time monitoring, detailed shot analysis, and brewing profile management.
An MCP server for Gaggiuino-modified espresso machines, providing tools for real-time monitoring, detailed shot analysis, and brewing profile management.
Setup Requirements
- ⚠️Requires Node.js 18+ runtime.
- ⚠️Requires a Gaggiuino-modified espresso machine to be present on the local network.
- ⚠️The 'GAGGIUINO_BASE_URL' environment variable must be configured with the correct IP address or hostname of the Gaggiuino machine; the default value is unlikely to work for all users.
Verified SafeView Analysis
raglit-mcp-server
by thebrownproject
RagLit is an MCP server enabling AI agents to ingest, embed, and semantically search documents in PostgREST-compatible PostgreSQL databases for RAG pipelines.
RagLit is an MCP server enabling AI agents to ingest, embed, and semantically search documents in PostgREST-compatible PostgreSQL databases for RAG pipelines.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid) for embedding generation.
- ⚠️Requires PostgreSQL database with 'pgvector' extension enabled and a PostgREST API endpoint configured.
- ⚠️Requires Node.js version 18 or higher.
Verified SafeView Analysis
json-to-toon-mcp-server
by mhabedini
Converts JSON data to a token-efficient TOON (Token-Oriented Object Notation) format and vice-versa, providing token savings analysis specifically for LLM applications.
Converts JSON data to a token-efficient TOON (Token-Oriented Object Notation) format and vice-versa, providing token savings analysis specifically for LLM applications.
Setup Requirements
- ⚠️Requires Node.js (version 18.0.0 or higher)
- ⚠️Manual configuration within an MCP client like Claude Desktop is necessary for integration
- ⚠️Communicates via stdio, requiring an MCP client compatible with this communication method
Verified SafeView Analysis
Debian-13-Server-Manager
by emilsteixner
Manages Debian 13 servers by leveraging continue.dev as an IDE copilot and mcp-ssh-manager for SSH interactions.
Manages Debian 13 servers by leveraging continue.dev as an IDE copilot and mcp-ssh-manager for SSH interactions.
Setup Requirements
- ⚠️Requires `continue.dev` setup, which typically involves configuring an LLM provider (e.g., OpenAI API Key, Anthropic API Key, or a local LLM like Ollama).
- ⚠️Requires `mcp-ssh-manager` to be configured and have appropriate SSH access to the target Debian 13 servers.
Review RequiredView Analysis
tradepilot-mcp-serverAdvance2.0
by Sakhir786
An advanced server for autonomous options trading intelligence that processes real-time market data through 18 specialized analytical layers to provide actionable trading signals and AI-ready outputs.
An advanced server for autonomous options trading intelligence that processes real-time market data through 18 specialized analytical layers to provide actionable trading signals and AI-ready outputs.
Setup Requirements
- ⚠️Requires a paid Polygon.io API key for data fetching.
- ⚠️Requires Python 3.8+ and installation of numerous Python dependencies (from `requirements.txt`).
- ⚠️Relies on `TRADEPILOT_PRODUCTION_PATH` and `TRADEPILOT_LAYERS_PATH` environment variables for module imports; incorrect configuration can lead to runtime errors.
Verified SafeView Analysis
CERT-MCP-SERVER
by wouter-bon
Manages SSL/TLS certificates across various device types using Let's Encrypt and Cloudflare DNS for automated issuance and renewal.
Manages SSL/TLS certificates across various device types using Let's Encrypt and Cloudflare DNS for automated issuance and renewal.
Setup Requirements
- ⚠️Requires Cloudflare API Token for Let's Encrypt DNS-01 challenges.
- ⚠️Requires ACME contact email for Let's Encrypt account registration.
- ⚠️Requires device-specific authentication credentials (API tokens, username/password, SSH keys) for each managed device.
- ⚠️Requires Python 3.11 or higher.
Review RequiredView Analysis
remote-mcp-server-authless
by QAZ83
A remote Model Context Protocol (MCP) server designed for Cloudflare Workers to expose AI agent tools, primarily demonstrating a calculator without requiring authentication for easy integration with MCP clients.
A remote Model Context Protocol (MCP) server designed for Cloudflare Workers to expose AI agent tools, primarily demonstrating a calculator without requiring authentication for easy integration with MCP clients.
Setup Requirements
- ⚠️Requires deployment on Cloudflare Workers or local execution via Wrangler, tying it to the Cloudflare ecosystem.
- ⚠️The server operates entirely without authentication, meaning any user with the server's URL can execute its exposed tools. This is suitable for demos but highly insecure for production applications without additional security layers.
- ⚠️Interaction with the server's tools requires a compatible Model Context Protocol (MCP) client (e.g., Cloudflare AI Playground, Claude Desktop with `mcp-remote` proxy).
Verified SafeView Analysis
mcp-cubing
by Fantomas42
An MCP server for Rubik's cube manipulation, visualization, and algorithm analysis, ideal for developing and testing cube-related projects.
An MCP server for Rubik's cube manipulation, visualization, and algorithm analysis, ideal for developing and testing cube-related projects.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Dependency 'kociemba' might require build tools for compilation on some systems if wheels are not available.
- ⚠️The server maintains a single global cube state, not isolated per MCP connection as suggested by comments, meaning all users interacting with a single server instance will share and modify the same cube state.