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Vetted Servers(9120)
jira-mcp
by eh24905-wiz
Enables AI assistants to interact with Jira for issue management, progress tracking, and team activity monitoring through a standardized Model Context Protocol interface.
Enables AI assistants to interact with Jira for issue management, progress tracking, and team activity monitoring through a standardized Model Context Protocol interface.
Setup Requirements
- ⚠️Requires a Jira Cloud Account with API access enabled.
- ⚠️Requires a Jira API Token to be generated and configured.
- ⚠️Requires setting critical environment variables (JIRA_BASE_URL, JIRA_USER_EMAIL, JIRA_API_TOKEN) for authentication and access.
Verified SafeView Analysis
myMCPserver
by b9b4ymiN
Provides professional-grade financial analysis tools for stock valuation, investment decision-making, and portfolio management, integrating real-time data from Thai stock markets.
Provides professional-grade financial analysis tools for stock valuation, investment decision-making, and portfolio management, integrating real-time data from Thai stock markets.
Setup Requirements
- ⚠️Requires Node.js 18+ runtime environment.
- ⚠️Relies on an external SET Watch API (`SET_WATCH_API_HOST`) for Thai stock data, which may require specific authentication or have usage limits (default host is provided, but reliability/access unclear).
- ⚠️The exposed file system tools (`delete_file`, `write_file`) necessitate robust sandboxing or highly constrained AI agent permissions to prevent accidental or malicious system-level damage.
Review RequiredView Analysis
mcp-confluence-attachments
by quintindk
Provides an MCP server and CLI tool to download images and draw.io diagrams from Confluence pages for AI assistants or standalone use.
Provides an MCP server and CLI tool to download images and draw.io diagrams from Confluence pages for AI assistants or standalone use.
Setup Requirements
- ⚠️Requires a Confluence instance URL and a Personal Access Token with read permissions.
- ⚠️Python 3 and `pip` dependencies are required for local installation.
- ⚠️Docker is recommended for easy deployment, requiring volume mounts for downloaded files to persist on the host.
Verified SafeView Analysis
expense-tracker-remote-mcp-server
by satyamnag
A server-side application for tracking and managing personal expenses remotely, likely supporting multiple clients or a centralized access point.
A server-side application for tracking and managing personal expenses remotely, likely supporting multiple clients or a centralized access point.
Setup Requirements
- ⚠️Specific Python version may be required (indicated by .python-version file).
- ⚠️Requires `uv` or equivalent for dependency management (indicated by uv.lock and pyproject.toml).
Review RequiredView Analysis
Bridge-MCP
by ali-moghadam
This project provides a bridge or interface for integrating the Claude AI model into a desktop application or a Master Control Program (MCP) like system.
This project provides a bridge or interface for integrating the Claude AI model into a desktop application or a Master Control Program (MCP) like system.
Setup Requirements
- ⚠️Requires Python 3.x and installation of dependencies listed in `requirements.txt`.
- ⚠️Requires an API key or credentials for the Claude AI service, configured via `.env` or `claude_desktop_config.json`.
- ⚠️The `setup.sh` script may have system-level dependencies or require specific permissions to execute successfully.
Review RequiredView Analysis
sentinel-mcp-server
by RycnCDL
Provides a Model Context Protocol (MCP) server for Microsoft Sentinel to enable natural language SOC operations and multi-tenant security management through Python and PowerShell tools.
Provides a Model Context Protocol (MCP) server for Microsoft Sentinel to enable natural language SOC operations and multi-tenant security management through Python and PowerShell tools.
Setup Requirements
- ⚠️Requires Python 3.10+ and PowerShell 7+ installed locally.
- ⚠️Requires an Azure Service Principal with specific RBAC roles (e.g., Microsoft Sentinel Reader, Log Analytics Reader) configured in environment variables.
- ⚠️Requires the SentinelManager.ps1 PowerShell script to be manually downloaded and its path configured via an environment variable (`SENTINEL_MANAGER_SCRIPT`).
- ⚠️Claude Desktop integration requires manual editing of a JSON configuration file with custom paths and environment variables, which can be error-prone (e.g., Windows path escaping).
Verified SafeView Analysis
MCP-Server-Client
by DCode-v05
An advanced AI assistant enabling natural language interaction (reading, analyzing, modifying) with local Excel spreadsheets via Google Gemini and the Model Context Protocol (MCP).
An advanced AI assistant enabling natural language interaction (reading, analyzing, modifying) with local Excel spreadsheets via Google Gemini and the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires Google Gemini API Key (paid, usage-based).
- ⚠️Requires Node.js and npm for frontend setup.
- ⚠️Excel files must be manually placed in the `excel_data/` directory for the LLM to access them.
Review RequiredView Analysis
mcp-audit
by littlebearapps
Tracking and analysis of MCP tool usage and token costs across multiple AI coding platforms (Claude Code, Codex CLI, Gemini CLI), with a programmatic MCP server for real-time metrics, optimization recommendations, and configuration analysis.
Tracking and analysis of MCP tool usage and token costs across multiple AI coding platforms (Claude Code, Codex CLI, Gemini CLI), with a programmatic MCP server for real-time metrics, optimization recommendations, and configuration analysis.
Setup Requirements
- ⚠️Requires `pip install token-audit[server]` for MCP server functionality.
- ⚠️Gemma tokenizer download requires `pip install huggingface_hub`, and may involve HuggingFace token/license acceptance or GitHub API rate limits.
- ⚠️Python < 3.11 may require `pip install toml` for TOML configuration file support.
Verified SafeView Analysis
TESTING-FS
by pranavkrishna-sn
A boilerplate or framework for developing modular web applications with distinct backend API and frontend UI components.
A boilerplate or framework for developing modular web applications with distinct backend API and frontend UI components.
Setup Requirements
- ⚠️Requires a Python environment with FastAPI, SQLAlchemy, and Pydantic for the backend.
- ⚠️Requires a Node.js/npm/yarn environment for the React frontend.
- ⚠️Requires a database (e.g., SQLite, PostgreSQL) for SQLAlchemy models to persist data.
Verified SafeView Analysis
MCP-Server
by pulkitdabur
A server for exposing local tool APIs via the Model Context Protocol (MCP) to be consumed by AI/ML clients or agents.
A server for exposing local tool APIs via the Model Context Protocol (MCP) to be consumed by AI/ML clients or agents.
Setup Requirements
- ⚠️Requires Python 3.12+
- ⚠️For the 'MCP-demo', the 'add_tool.py' (Tool API) must be run in a separate process before starting 'mcp_server.py'.
- ⚠️The server binds to '0.0.0.0', requiring network awareness.
Verified SafeView Analysis
youtube-mcp-enhanced
by aranej
An MCP server enabling AI language models to interact with YouTube content, providing tools for video information retrieval, transcript management, channel data, playlist management, and basic content manipulation.
An MCP server enabling AI language models to interact with YouTube content, providing tools for video information retrieval, transcript management, channel data, playlist management, and basic content manipulation.
Setup Requirements
- ⚠️Requires `YOUTUBE_API_KEY` environment variable for most functionality.
- ⚠️Requires `YOUTUBE_OAUTH_CLIENT_ID` and `YOUTUBE_OAUTH_CLIENT_SECRET` environment variables for write operations (e.g., creating/modifying playlists).
- ⚠️Full YouTube API setup (Google Cloud project, YouTube Data API v3 enabled, API key, and OAuth credentials) is necessary.
Verified SafeView Analysis
github-review
by Vibe-Code-Agent
An MCP server for comprehensive GitHub Pull Request review, code analysis, and security issue detection.
An MCP server for comprehensive GitHub Pull Request review, code analysis, and security issue detection.
Setup Requirements
- ⚠️Requires Node.js 18.0.0 or higher.
- ⚠️A GitHub Personal Access Token (GITHUB_TOKEN) with repository access is required, but this token is unlikely to work for GitHub Copilot API calls, causing AI analysis features to fail as implemented.
- ⚠️The AI analysis relies on GitHub Copilot API, which may incur costs and requires proper authentication not directly provided by a standard GITHUB_TOKEN.