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Vetted Servers(9120)
Agentic-Kubernetes-CLI
by andersoncarmona913
Translates natural language prompts into executable kubectl commands for Kubernetes cluster management.
Translates natural language prompts into executable kubectl commands for Kubernetes cluster management.
Setup Requirements
- ⚠️Requires AWS Account and configured AWS credentials with Bedrock access.
- ⚠️Kubectl command-line tool must be installed and configured to access a Kubernetes cluster.
- ⚠️Python 3.x with 'strands' and 'mcp' libraries installed.
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mcpManager
by SeanAtsatt
Manages Model Context Protocol (MCP) servers dynamically and per-project within the Claude Code environment.
Manages Model Context Protocol (MCP) servers dynamically and per-project within the Claude Code environment.
Setup Requirements
- ⚠️Requires Claude Code CLI to be installed and available in PATH.
- ⚠️Requires Docker Desktop to be running for Docker-based MCPs.
- ⚠️Requires Python 3.x for script execution and JSON/YAML parsing.
- ⚠️Users must manually `source ~/.config/claude-mcp/mcp-helpers.sh` in their shell configuration (`.zshrc`, `.bashrc`) to enable shell helpers.
Review RequiredView Analysis
MCP-Server-based-Ai-Automation-hub
by Maheshnath09
Serves as an AI-powered automation hub to manage tasks, calendars, spreadsheets, and emails across Notion and Google Workspace.
Serves as an AI-powered automation hub to manage tasks, calendars, spreadsheets, and emails across Notion and Google Workspace.
Setup Requirements
- ⚠️Requires a Google Cloud Project with Sheets, Calendar, and Gmail APIs enabled (manual setup is needed).
- ⚠️Requires a Notion Integration token and a Notion Database ID (manual setup and sharing is needed).
- ⚠️Google OAuth requires an initial interactive browser login to generate `token.json`; this file must be pre-generated for non-interactive Docker runs.
Verified SafeView Analysis
mcp-server-chart-bach
by pengfeiJoker
A Model Context Protocol server for generating charts and performing data analysis using AntV visualization tools.
A Model Context Protocol server for generating charts and performing data analysis using AntV visualization tools.
Setup Requirements
- ⚠️Requires access to an external AntV visualization service (default provided, but private deployment requires self-hosting AntV GPT-Vis-SSR, which does not support geographic charts).
- ⚠️Geographic map generation is limited to data within China and relies on AMap service.
- ⚠️Recording chart generation requires a service ID obtained via a specific Alipay mini-program, adding a non-standard setup step for full functionality.
Verified SafeView Analysis
sasanka-expense-tracker-mcp
by sasanka0212
A Micro-Capability Platform (MCP) server for tracking personal expenses, allowing users to add, list, and summarize expenditures through a defined API.
A Micro-Capability Platform (MCP) server for tracking personal expenses, allowing users to add, list, and summarize expenditures through a defined API.
Setup Requirements
- ⚠️Requires Python 3.12 or newer.
- ⚠️Expense data is stored in a temporary directory (`tempfile.gettempdir()`) and will be lost on system reboot or cleanup, making it unsuitable for persistent data storage without modification.
- ⚠️The `pyproject.toml` lists 'aisqlite>=1.1.0' which appears to be a typo and might cause dependency resolution issues or install an unintended package, as 'aiosqlite' is also correctly listed.
Verified SafeView Analysis
Spotify-MCP-Server-Fall-2025
by Cuse-AI
An AI-powered music recommendation system that creates emotionally intelligent playlists by mapping songs to a 2D emotional manifold, using human-sourced comments for AI training and analysis.
An AI-powered music recommendation system that creates emotionally intelligent playlists by mapping songs to a 2D emotional manifold, using human-sourced comments for AI training and analysis.
Setup Requirements
- ⚠️Requires Anthropic API Key (Paid) for Claude API, which is explicitly noted as 'EXPENSIVE - be careful!'.
- ⚠️Requires Spotify API Client ID and Secret (free tier available, but usage limits apply).
- ⚠️Requires Reddit API credentials (Client ID, Client Secret, User Agent).
- ⚠️Requires Google API Key for YouTube (free tier available, but usage limits apply).
- ⚠️Local development on Windows may encounter 'node_modules' permissions issues, as noted in internal documentation.
Verified SafeView Analysis
mcp-tokens
by sd2k
Analyzes the token usage of Model Context Protocol (MCP) servers to help authors understand, track, and optimize context window consumption for AI models.
Analyzes the token usage of Model Context Protocol (MCP) servers to help authors understand, track, and optimize context window consumption for AI models.
Setup Requirements
- ⚠️Requires `ANTHROPIC_API_KEY` for accurate (non-estimated) token counts via Anthropic's free token counting API; otherwise, it defaults to the approximate `tiktoken` counter.
- ⚠️Requires a running or runnable Model Context Protocol (MCP) server command as input for analysis (e.g., `npx @modelcontextprotocol/server-everything` or a local executable).
Verified SafeView Analysis
goose-mcp-escrow-server
by nelsonjingusc
A minimal MCP server for escrow-style intent verification, deterministic planning, and reversible execution for Goose agents.
A minimal MCP server for escrow-style intent verification, deterministic planning, and reversible execution for Goose agents.
Verified SafeView Analysis
postgres-dynamodb-mcp-server
by swethasalunke-tech
Enable PostgreSQL-familiar developers to interact with Amazon DynamoDB via an MCP server, translating SQL-style operations into DynamoDB API calls.
Enable PostgreSQL-familiar developers to interact with Amazon DynamoDB via an MCP server, translating SQL-style operations into DynamoDB API calls.
Setup Requirements
- ⚠️Requires AWS credentials configured (e.g., via `aws configure` or environment variables).
- ⚠️Requires appropriate AWS IAM permissions for DynamoDB (create, read, write, describe).
- ⚠️Requires Python 3 and dependencies from `requirements.txt`.
Verified SafeView Analysis
MCP_Server_and_Agents-Fat-Earth
by niccolo-redantlergroup
A system designed for managing and orchestrating distributed agents from a central server.
A system designed for managing and orchestrating distributed agents from a central server.
Review RequiredView Analysis
AIFP
by aryanduntley
A modular Python server component designed to manage and track project metadata, code entities (files, functions, types), tasks, and functional programming compliance within a SQLite database for AI-driven development.
A modular Python server component designed to manage and track project metadata, code entities (files, functions, types), tasks, and functional programming compliance within a SQLite database for AI-driven development.
Setup Requirements
- ⚠️Requires an initialized SQLite 'project.db' (and 'aifp_core.db' for some helpers) to function, as the core logic is database-centric.
- ⚠️Requires Git CLI installed and accessible in the system's PATH for features like file change detection and Git hash tracking.
- ⚠️The Python helper files assume a specific internal module structure for imports (e.g., 'sys.path.insert'), which might require specific setup if run outside the AIFP project context.
Verified SafeView Analysis
mcp-telegram
by beepmedia
Enables AI agents to send and manage Telegram messages using the Telegram Bot API.
Enables AI agents to send and manage Telegram messages using the Telegram Bot API.
Setup Requirements
- ⚠️Requires Telegram Bot Token for API access (free to obtain from @BotFather)
- ⚠️Requires Bun runtime for execution
- ⚠️HTTP and SSE transports run without authentication if `MCP_TELEGRAM_API_KEY` is not set, posing a security risk if exposed.