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Vetted Servers(9120)
jira-mcp
by icy-r
Enables AI assistants to manage Jira Cloud issues, sprints, projects, and other entities via the Model Context Protocol (MCP).
Enables AI assistants to manage Jira Cloud issues, sprints, projects, and other entities via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a Jira Cloud instance with a valid Atlassian API Token (not password).
- ⚠️Requires Node.js 20.0.0 or higher to run the server.
- ⚠️Requires an MCP-compatible AI client (e.g., Claude Desktop, Cursor) to interact with the server.
Verified SafeView Analysis
historical-places-mcp-client
by cafaray
A Go-based client serving as an MCP server or HTTP API for a Historical Places service, integrating multiple data sources and optimized for AI model interaction and cloud deployment.
A Go-based client serving as an MCP server or HTTP API for a Historical Places service, integrating multiple data sources and optimized for AI model interaction and cloud deployment.
Setup Requirements
- ⚠️Requires Go 1.22+ to build and run locally.
- ⚠️Requires Docker for containerized deployment (local or cloud).
- ⚠️An external 'Historical Places service' must be running and accessible at the configured `HISTORICAL_PLACES_BASE_URL` as this client is a proxy/client for it.
Verified SafeView Analysis
elitemindset-mcp
by Steverino17
The server provides a single Model Context Protocol (MCP) tool to help users overcome overwhelm and identify a time-boxed next action, intended for use by an AI agent.
The server provides a single Model Context Protocol (MCP) tool to help users overcome overwhelm and identify a time-boxed next action, intended for use by an AI agent.
Setup Requirements
- ⚠️Requires the @modelcontextprotocol/sdk for interaction and development.
- ⚠️The 'railway-server.js' variant requires specific image files (e.g., .png) in an 'images' directory relative to the server for resource handling.
- ⚠️Primarily designed as a backend tool for an AI agent (e.g., ChatGPT app), not a standalone user-facing application.
Verified SafeView Analysis
tai-mcp-memory
by pxl-research
The MCP Memory Server provides persistent, semantic memory for LLM agents, combining structured storage (SQLite) and vector-based semantic search (ChromaDB) with automatic LLM-based summarization for efficient retrieval.
The MCP Memory Server provides persistent, semantic memory for LLM agents, combining structured storage (SQLite) and vector-based semantic search (ChromaDB) with automatic LLM-based summarization for efficient retrieval.
Setup Requirements
- ⚠️Requires a valid OpenRouter API Key for summarization, which is a paid service; summarization functionality will not work without it.
- ⚠️The 'openai' library, a core dependency for LLM interaction, is used in the code but is noted as missing from 'requirements.txt' and will require manual installation.
- ⚠️Dual writes to SQLite and ChromaDB are not atomic, meaning partial failures can lead to data inconsistency between the two storage layers.
Verified SafeView Analysis
mcp-server
by ferazzeid
Provides a Model Context Protocol (MCP) server for ChatGPT apps, enabling voice-controlled interaction with FastNow, a health and fitness application for tracking fasting, nutrition, and weight.
Provides a Model Context Protocol (MCP) server for ChatGPT apps, enabling voice-controlled interaction with FastNow, a health and fitness application for tracking fasting, nutrition, and weight.
Setup Requirements
- ⚠️Requires a Supabase project with specific database tables for OAuth (clients, authorization codes, apps) and FastNow data (e.g., fasting_sessions, food_entries, profiles).
- ⚠️Requires deploying and managing 10+ Supabase Edge Functions for all 108 tool implementations, which encapsulate the core business logic.
- ⚠️Requires publicly accessible domains (e.g., mcp.fastnow.app for the MCP server, go.fastnow.app for the OAuth authorization server) with proper DNS and SSL configuration (e.g., via Coolify/Traefik).
- ⚠️Custom MCP connectors currently require 'Developer Mode' enabled in ChatGPT, limiting broader user access.
Verified SafeView Analysis
iowrapper
by kirha-ai
Wraps stdio-based programs, particularly MCP servers, and exposes them as an HTTP JSON-RPC API.
Wraps stdio-based programs, particularly MCP servers, and exposes them as an HTTP JSON-RPC API.
Setup Requirements
- ⚠️Requires careful management and sanitization of `CLI_TOOL_COMMAND` and `CLI_TOOL_ARGS` for security and correct functioning.
- ⚠️The wrapped CLI tool and its runtime dependencies (e.g., `npx`, `npm`) must be installed and available in the execution environment.
Review RequiredView Analysis
UNK029-MCP-SERVER
by unk029-openconsultinguk
Analysis of the server's functionality is not possible as source code was not provided.
Analysis of the server's functionality is not possible as source code was not provided.
Setup Requirements
- ⚠️Source code not available for review.
Review RequiredView Analysis
eyeson
by grzetich
AI-powered UX analysis of websites through a natural language interface, primarily for Claude Desktop and other LLMs.
AI-powered UX analysis of websites through a natural language interface, primarily for Claude Desktop and other LLMs.
Setup Requirements
- ⚠️Requires Node.js 18+.
- ⚠️Requires a Google Gemini API Key (paid service, usage-based billing applies).
- ⚠️The UX Analyst AI backend server must be running separately on `http://localhost:3005` (or configured URL) for the MCP server to function.
- ⚠️Requires using an absolute path to the `index.js` file in Claude Desktop's configuration.
Verified SafeView Analysis
mcp_server
by ShayYeffet
Transforms an MCP-compatible client (like Claude Desktop) into a comprehensive development environment for coding, DevOps, data processing, and automation tasks.
Transforms an MCP-compatible client (like Claude Desktop) into a comprehensive development environment for coding, DevOps, data processing, and automation tasks.
Setup Requirements
- ⚠️Many tools (`image_process`, `pdf_manipulate`, `send_notification` email, `cloud_storage`, `code_format`) provide only basic/placeholder functionality or have simplified, potentially insecure implementations due to missing third-party libraries (e.g., `sharp`, `pdf-lib`, cloud provider SDKs, formatters, linters) which are expected to be installed by the user for full or secure operation.
- ⚠️The `docker_manage` tool requires Docker to be installed and accessible on the host machine.
- ⚠️The `MCP_ALLOWED_COMMANDS` environment variable is critical and must be carefully configured by the user, explicitly listing every command (e.g., `npm`, `git`, `python`) the AI is permitted to execute, to maintain security.
Verified SafeView Analysis
StravaMCP
by Stealinglight
A remote Model Context Protocol (MCP) server that enables AI assistants like Claude and ChatGPT to interact with a user's Strava data.
A remote Model Context Protocol (MCP) server that enables AI assistants like Claude and ChatGPT to interact with a user's Strava data.
Setup Requirements
- ⚠️Requires Bun runtime installed.
- ⚠️Requires AWS SAM CLI installed and AWS CLI configured.
- ⚠️Requires manual retrieval of Strava API Refresh Token via a local web server and browser interaction.
Verified SafeView Analysis
steam-mcp
by CodeKeanu
Integrates Steam Web API with AI assistants to query game, player, and community data.
Integrates Steam Web API with AI assistants to query game, player, and community data.
Setup Requirements
- ⚠️Requires a Steam Web API Key (free to obtain).
- ⚠️Requires your SteamID64 configured as STEAM_USER_ID for 'me'/'my' profile queries.
- ⚠️Requires Python 3.12+ for developer setup.
- ⚠️Designed to run as a Model Context Protocol (MCP) `stdio` server, typically integrated with AI assistants like Claude Desktop.
Verified SafeView Analysis
qualai-mcp
by seanshin0214
QualAI is an AI-powered qualitative research server that provides automated coding, thematic analysis, grounded theory building, and methodology selection via a community-driven, RAG-enhanced framework, designed for seamless integration with Claude Desktop.
QualAI is an AI-powered qualitative research server that provides automated coding, thematic analysis, grounded theory building, and methodology selection via a community-driven, RAG-enhanced framework, designed for seamless integration with Claude Desktop.
Setup Requirements
- ⚠️Requires Claude Desktop as the client to interact with the server.
- ⚠️An OpenAI API Key (a paid service) is required for semantic search and RAG functionality (when Qdrant is enabled).
- ⚠️A Qdrant vector database (either via Docker or Qdrant Cloud) is highly recommended for optimal methodology recommendations and RAG capabilities.
- ⚠️Node.js version 18 or higher is a prerequisite for running the server.