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Vetted Servers(8554)
telegram-mcp-server
by helloaisumo-star
A server application designed to interact with the Telegram Bot API, likely providing monitoring or management capabilities for Minecraft servers.
A server application designed to interact with the Telegram Bot API, likely providing monitoring or management capabilities for Minecraft servers.
Setup Requirements
- ⚠️Requires a Telegram Bot Token
- ⚠️Needs a public URL or long-polling setup for Telegram webhooks/API
- ⚠️May require configuration for Minecraft server details (e.g., IP, port, RCON credentials)
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Expenses-Tracker-MCP-Server
by dipanshuchoudhary-data
Provides a backend for AI clients to manage, track, and analyze personal or business expenses through a Model Context Protocol (MCP) interface.
Provides a backend for AI clients to manage, track, and analyze personal or business expenses through a Model Context Protocol (MCP) interface.
Setup Requirements
- ⚠️Requires Python 3.10 or newer.
- ⚠️The README mentions 'SQLite / PostgreSQL (based on configuration)', but the provided source code for `main.py` only implements SQLite.
- ⚠️The default database uses a local `expenses.db` file for persistence, but if `FASTMCP_ENV` is set to 'cloud', it will use an in-memory database, losing data upon server restart.
Verified SafeView Analysis
aria-mcp
by joe-watkins
Provides comprehensive access to the W3C WAI-ARIA specification for accessibility professionals, developers, and AI agents to query ARIA roles, states, properties, and accessibility requirements.
Provides comprehensive access to the W3C WAI-ARIA specification for accessibility professionals, developers, and AI agents to query ARIA roles, states, properties, and accessibility requirements.
Setup Requirements
- ⚠️Requires Node.js version 18.0.0 or higher.
- ⚠️Updating the ARIA specification data (via `npm run update-submodule` or `npm run parse`) involves `git` for submodule management and executes potentially risky code (`new Function()`) from the submodule's contents. Users must implicitly trust the integrity of the W3C ARIA repository source when performing data updates.
- ⚠️For local installation, configuring MCP clients like Claude Desktop or Cursor requires providing an absolute path to the server's entry point (e.g., `/path/to/aria-mcp/src/index.js`).
Review RequiredView Analysis
BH25-MCP-server-shapes
by biohackathon-japan
This project outlines the development and integration of Model Context Protocol (MCP) servers with RDF data portals and SPARQL endpoints, leveraging RDF data shapes (ShEx) to enhance natural language interactions with large RDF datasets via Large Language Models (LLMs).
This project outlines the development and integration of Model Context Protocol (MCP) servers with RDF data portals and SPARQL endpoints, leveraging RDF data shapes (ShEx) to enhance natural language interactions with large RDF datasets via Large Language Models (LLMs).
Setup Requirements
- ⚠️Requires access to a commercial Large Language Model API (e.g., Anthropic Claude, as used in the project), which incurs costs.
- ⚠️Requires access to various external RDF/SPARQL endpoints (e.g., RDF Portal, UniProt, Glycosmos, BacDive, MediaDive) to function as described.
- ⚠️The actual MCP server implementations (TogoMCP, rudof MCP server) reside in separate GitHub repositories and would need to be cloned, built, and configured independently, as this repository is a publication template.
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emotion-record-platform
by Flesdro
Develop a web platform for users to record and analyze their emotional thoughts, providing mental health insights and interactive communication with a virtual character, potentially utilizing fine-tuned Large Language Models.
Develop a web platform for users to record and analyze their emotional thoughts, providing mental health insights and interactive communication with a virtual character, potentially utilizing fine-tuned Large Language Models.
Setup Requirements
- ⚠️Requires Java Development Kit (JDK)
- ⚠️Requires MySQL database instance
- ⚠️Requires Node.js and Yarn/npm for Vue.js frontend build
- ⚠️Requires downloading pre-trained BERT model for data analysis/model baselines (as per data_set/README.md)
Verified SafeView Analysis
javamcp
by rubensgomes
Provides AI coding assistants with rich contextual information about Java APIs by parsing Java source code from Git repositories.
Provides AI coding assistants with rich contextual information about Java APIs by parsing Java source code from Git repositories.
Setup Requirements
- ⚠️Python 3.14+ required
- ⚠️Poetry 2.2+ required for dependency management
- ⚠️Requires `~/.config/javamcp/config.yml` configuration file with repository URLs
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parseltongue_mcp
by Fe4rlessxD
This repository, as provided in the source code, appears to be a personal proposal or placeholder, lacking any functional server code.
This repository, as provided in the source code, appears to be a personal proposal or placeholder, lacking any functional server code.
Verified SafeView Analysis
mcpdirect-community-server
by mcpdirect
Provides a backend service for a community platform, handling API requests, real-time communication, and internal service orchestration.
Provides a backend service for a community platform, handling API requests, real-time communication, and internal service orchestration.
Setup Requirements
- ⚠️Requires Java Development Kit (JDK) installed.
- ⚠️Requires Maven for building the project.
- ⚠️Requires a PostgreSQL database instance.
- ⚠️Requires a Redis instance.
- ⚠️Requires setting multiple environment variables for database, Redis, and HTTP port.
Verified SafeView Analysis
checkfor
by hegner123
An MCP server tool for searching files in directories with compact JSON output, designed for AI-optimized, token-efficient verification during refactoring workflows.
An MCP server tool for searching files in directories with compact JSON output, designed for AI-optimized, token-efficient verification during refactoring workflows.
Setup Requirements
- ⚠️Requires Go SDK installed for building and updating.
- ⚠️The compiled 'checkfor' binary must be installed to your system's PATH for MCP server integration (e.g., in /usr/local/bin or ~/bin).
- ⚠️Requires an MCP-compatible client (like Claude Code) configured with a '.mcp.json' file to use its server features.
Verified SafeView Analysis
GeminiBusiness_CookieExtractor
by humair832
Chrome browser extension to automatically extract authentication cookies and information from a user's Gemini Business account for 'easy access'.
Chrome browser extension to automatically extract authentication cookies and information from a user's Gemini Business account for 'easy access'.
Setup Requirements
- ⚠️Requires enabling 'Developer mode' in Chrome for installation.
- ⚠️Requires manual download and drag-and-drop installation (not from Chrome Web Store).
- ⚠️Requires an active Gemini Business account and being logged in on the target page for cookie extraction.
Review RequiredView Analysis
SMS
by lmazure
This MCP server integrates AI assistants with SquashTM to enable creation and management of test cases, requirements, and project folders.
This MCP server integrates AI assistants with SquashTM to enable creation and management of test cases, requirements, and project folders.
Setup Requirements
- ⚠️Requires Node.js (>= 18.0.0).
- ⚠️Requires a running SquashTM instance and a valid API key.
- ⚠️Explicitly marked as a 'learning/playground project' and 'Do not use!' for anything critical or production-related.
- ⚠️Requires configuration within Claude Desktop's `mcpServers` settings.
Review RequiredView Analysis
Stealth-AntiCheat-MCP
by xpe-hub
Real-time anti-cheat analysis for Discord servers, utilizing AI for code pattern detection, auto-updates, and anti-cheat code generation.
Real-time anti-cheat analysis for Discord servers, utilizing AI for code pattern detection, auto-updates, and anti-cheat code generation.
Setup Requirements
- ⚠️Requires Discord Bot Token and specific Discord Gateway Intents (Message Content, Server Members).
- ⚠️Requires OpenAI API Key (or OpenRouter API Key for MiniMax-M2) for AI features (paid service).
- ⚠️Requires Node.js 18+ and npm installed.
- ⚠️Hardcoded example Discord Bot Token in README is a critical security risk; must be replaced.
- ⚠️Multiple Discord channel IDs are required for comprehensive monitoring.