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Vetted Servers(9120)
mcp-server-generator
by consigcody94
Automates the generation of Model Context Protocol (MCP) servers from OpenAPI/Swagger specifications, enabling rapid integration for LLM agents and API orchestration.
Automates the generation of Model Context Protocol (MCP) servers from OpenAPI/Swagger specifications, enabling rapid integration for LLM agents and API orchestration.
Setup Requirements
- ⚠️Requires network access to fetch the OpenAPI specification if a URL is provided.
- ⚠️The generated MCP server will require installing its own language-specific dependencies (e.g., npm for TypeScript, pip for Python) after generation.
Verified SafeView Analysis
dataql
by adrianolaselva
Query and transform data across multiple formats using SQL, specifically designed for efficient integration with Large Language Models.
Query and transform data across multiple formats using SQL, specifically designed for efficient integration with Large Language Models.
Setup Requirements
- ⚠️Remote data sources (S3, GCS, Azure, PostgreSQL, MySQL, MongoDB) require specific environment variables (e.g., AWS_ACCESS_KEY_ID, GOOGLE_APPLICATION_CREDENTIALS, AZURE_STORAGE_KEY) or local CLI configuration for authentication.
- ⚠️Building from source requires Go 1.24+ and GCC (for CGO-enabled SQLite/DuckDB support).
- ⚠️LLM integration requires configuring the specific LLM client (e.g., Claude Code, OpenAI Codex) with the MCP server details or installing skills in the LLM's environment.
Review RequiredView Analysis
mcp-hq
by odenizo
MCP server providing persistent code context, memory, and semantic search capabilities for AI development tools to enhance agent performance.
MCP server providing persistent code context, memory, and semantic search capabilities for AI development tools to enhance agent performance.
Setup Requirements
- ⚠️Requires `CONTEXTSTREAM_API_KEY` or `CONTEXTSTREAM_JWT` for authentication (obtained from contextstream.io).
- ⚠️Requires Node.js version 18+ and npm 10+ to run locally.
- ⚠️Automated setup script `install-all.sh` recommends `jq` for seamless JSON configuration.
Verified SafeView Analysis
observability-mcp-server
by vgunti1982
Provides log search capabilities, including regex-based keyword search and natural language semantic search, for local log files.
Provides log search capabilities, including regex-based keyword search and natural language semantic search, for local log files.
Setup Requirements
- ⚠️Requires an internet connection for the initial download of the 'all-MiniLM-L6-v2' SentenceTransformer model for semantic search.
- ⚠️Log files must be present in the configured LOG_DIRECTORY for the server to perform useful operations.
Review RequiredView Analysis
git-context
by osick
Unable to determine the use case due to the absence of file content or a README.
Unable to determine the use case due to the absence of file content or a README.
Verified SafeView Analysis
mcp-shark-viewer-vscode
by AmitafAdir-RidaFatima
Inspect and analyze Model Context Protocol (MCP) traffic directly within Visual Studio Code, providing real-time network monitoring and debugging capabilities.
Inspect and analyze Model Context Protocol (MCP) traffic directly within Visual Studio Code, providing real-time network monitoring and debugging capabilities.
Setup Requirements
- ⚠️Requires Node.js Version 14.x or higher to run `npx` command.
- ⚠️Requires Visual Studio Code Version 1.56 or later.
- ⚠️Relies on the `npx` command to download and execute the `@mcp-shark/mcp-shark` package, necessitating an internet connection for the initial server startup.
Verified SafeView Analysis
custom-mcp-server
by bjoxiah
Provides a Model Context Protocol (MCP) server for retrieving real-time and historical stock market data and company sentiment using the Alpha Vantage API.
Provides a Model Context Protocol (MCP) server for retrieving real-time and historical stock market data and company sentiment using the Alpha Vantage API.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires Poetry for dependency management.
- ⚠️Requires an Alpha Vantage API key (free tier has a limit of 25 requests/day).
- ⚠️Requires manual configuration in Claude Desktop's `claude_desktop_config.json` with absolute paths for the virtual environment and project directory.
Verified SafeView Analysis
moha-maven
by itripleg
Maven is an autonomous AI Chief Financial Officer (CFO) assistant that leverages LLMs and MCP for persistent identity, memory, financial decision-making, and treasury operations for the Motherhaven platform.
Maven is an autonomous AI Chief Financial Officer (CFO) assistant that leverages LLMs and MCP for persistent identity, memory, financial decision-making, and treasury operations for the Motherhaven platform.
Setup Requirements
- ⚠️Requires Docker, PostgreSQL, and Redis for full functionality (orchestrated via docker-compose).
- ⚠️Requires an Anthropic API Key (paid LLM service) for core AI capabilities.
- ⚠️Requires the 'mcp' Python package (likely a proprietary client library from Anthropic).
- ⚠️Requires an EMAIL_API_SECRET for interaction with the motherhaven.app email system.
Verified SafeView Analysis
n8n-mcp-server
by Jaskey15
Enables Claude to list, inspect, and monitor workflows in a self-hosted n8n instance.
Enables Claude to list, inspect, and monitor workflows in a self-hosted n8n instance.
Setup Requirements
- ⚠️Requires a self-hosted n8n instance with API access and a generated API key.
- ⚠️Requires Node.js 18 or higher to run.
- ⚠️Requires manual configuration in Claude Desktop's `claude_desktop_config.json` file, specifying an absolute path to the built server and setting environment variables.
Verified SafeView Analysis
universal-ai-chat
by marc-shade
Facilitates real-time, cross-platform communication and shared context/memory between different AI assistants like Claude Code, OpenAI Codex CLI, and Google Gemini CLI.
Facilitates real-time, cross-platform communication and shared context/memory between different AI assistants like Claude Code, OpenAI Codex CLI, and Google Gemini CLI.
Setup Requirements
- ⚠️Requires a running Qdrant vector database instance (defaults to localhost:6333).
- ⚠️Requires `sentence-transformers` or `fastembed` for embedding text (which are installed via `pip install -e '.[vector]'`).
- ⚠️Requires Python 3.10 or higher.
- ⚠️The `STORAGE_BASE` environment variable (defaults to `/mnt/agentic-system`) must be a writable directory for SQLite databases.
Verified SafeView Analysis
mcpkit
by agentplexus
A toolkit for building MCP (Model Context Protocol) applications and servers in Go, supporting both direct in-process function calls (library mode) and standard MCP transports (server mode) with OAuth 2.1 authentication.
A toolkit for building MCP (Model Context Protocol) applications and servers in Go, supporting both direct in-process function calls (library mode) and standard MCP transports (server mode) with OAuth 2.1 authentication.
Setup Requirements
- ⚠️Requires Go 1.24+ and MCP Go SDK v1.2.0+.
- ⚠️NGROK_AUTHTOKEN environment variable is required if `ngrok` tunneling is used; custom ngrok domains may require a paid plan.
- ⚠️Proper OAuth 2.1 configuration (Issuer, ClientID, ClientSecret, Users, RedirectURIs) is critical for public servers, especially when integrating with clients like ChatGPT.com.
Verified SafeView Analysis
MCP_server
by Konkuk-SWA-2025
This server provides an inventory management and forecasting system, interacting with Google Sheets for data storage and SQLite for user configuration and logs, all exposed as an MCP service.
This server provides an inventory management and forecasting system, interacting with Google Sheets for data storage and SQLite for user configuration and logs, all exposed as an MCP service.
Setup Requirements
- ⚠️Requires a Google Service Account JSON key file, hardcoded to 'bold-tooling-466206-a9-960a00bb4c78.json' in the root directory.
- ⚠️The Google Service Account must have edit permissions for the target Google Sheets.
- ⚠️The Prophet library, used for forecasting, can have complex installation requirements, potentially needing C++ compilers (like gcc or clang).