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Vetted Servers(9120)
MCP_Server_Project
by harshdespande
An interactive command-line interface application for chatting with AI models via the Anthropic API, supporting document retrieval, command-based prompts, and extensible tools.
An interactive command-line interface application for chatting with AI models via the Anthropic API, supporting document retrieval, command-based prompts, and extensible tools.
Setup Requirements
- ⚠️Requires Anthropic API Key (Paid)
- ⚠️Requires Python 3.9+
- ⚠️The project contains TODOs in `mcp_server.py` and `mcp_client.py` which indicate incomplete MCP features.
Verified SafeView Analysis
djp-jobmcp
by Decentralised-Jobs-Protocol
An MCP server that provides access to decentralized job listings from the Nostr network, offering search, detail retrieval, and market statistics tools for LLMs.
An MCP server that provides access to decentralized job listings from the Nostr network, offering search, detail retrieval, and market statistics tools for LLMs.
Setup Requirements
- ⚠️Requires a Rust development environment to build and run.
- ⚠️The server must be run as a standalone binary/process (`./target/release/jobmcp`) before interacting with it via an MCP client (e.g., Goose).
- ⚠️Binds to `localhost:9993`, so client must have network access to this address (typically run on the same machine).
Verified SafeView Analysis
teacher_dsa
by kolikaran1992
This MCP server acts as an AI assistant to track and guide a user's progress on LeetCode Data Structures & Algorithms problems, logging attempts and patterns without providing full solutions.
This MCP server acts as an AI assistant to track and guide a user's progress on LeetCode Data Structures & Algorithms problems, logging attempts and patterns without providing full solutions.
Setup Requirements
- ⚠️Requires Python 3.10+.
- ⚠️Requires internet access to query the LeetCode GraphQL API.
- ⚠️Managed by Poetry; users need to install dependencies via `poetry install`.
- ⚠️Designed to run as an MCP server via stdio, meaning it expects to be driven by an external LLM agent or orchestrator.
Verified SafeView Analysis
mcp-server-tool-flash
by dggnzs123
This project provides a flashing tool built on the fastmcp framework, likely for embedded devices or hardware.
This project provides a flashing tool built on the fastmcp framework, likely for embedded devices or hardware.
Setup Requirements
- ⚠️Requires fastmcp framework
- ⚠️Likely requires specific hardware and drivers for flashing functionality
Review RequiredView Analysis
mcp-tool-tingz
by tingz-personal
A Python toolkit for building Model Context Protocol (MCP) servers, allowing exposure of custom tools via JSON-RPC 2.0 over WebSocket or stdio.
A Python toolkit for building Model Context Protocol (MCP) servers, allowing exposure of custom tools via JSON-RPC 2.0 over WebSocket or stdio.
Setup Requirements
- ⚠️Requires Python 3.12 or newer.
- ⚠️Relies on standard Python packages (FastAPI, uvicorn, typer, pydantic) which are easily installed but must be present.
Verified SafeView Analysis
airthings-consumer-mcp
by michaelahern
Provides real-time air quality data from Airthings devices to AI assistants via the Model Context Protocol (MCP).
Provides real-time air quality data from Airthings devices to AI assistants via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires an Airthings Developer Account to obtain 'client_id' and 'client_secret' for API access.
- ⚠️Requires Node.js version 20 or higher.
- ⚠️An MCP client (e.g., Claude Desktop, Amazon Q, 'mcpb' CLI) is needed to interact with the server.
Verified SafeView Analysis
discord-selfbot-mcp
by Microck
Automate Discord user actions and interactions through an AI agent, leveraging a wide range of tools for comprehensive user autonomy.
Automate Discord user actions and interactions through an AI agent, leveraging a wide range of tools for comprehensive user autonomy.
Setup Requirements
- ⚠️Using a Discord selfbot violates Discord's Terms of Service and can lead to permanent account termination.
- ⚠️Initial setup requires extracting a Discord user token either manually or via an automated browser process, which demands user interaction and trust in the setup script.
- ⚠️Automated captcha solving (for joining servers) is optional but requires an API key for a paid third-party service (e.g., CapSolver, CapMonster, NopeCHA).
Review RequiredView Analysis
claude-code-token-monitor-bash
by Yutaka-Murata
Real-time monitoring and analysis of Claude Code token usage and cost for local development sessions.
Real-time monitoring and analysis of Claude Code token usage and cost for local development sessions.
Setup Requirements
- ⚠️This project is explicitly noted as archived and deprecated in favor of an MCP server version. It has known issues, specifically incorrect `cache_read` pricing ($1.50/MTok vs correct $0.50/MTok) which is corrected in the MCP version.
- ⚠️Requires Python 3 to be installed and available in the system's PATH.
- ⚠️Full functionality, including desktop notifications for alerts, requires macOS due to the use of `osascript`.
- ⚠️Assumes a specific local directory structure for Claude Code logs and transcripts (`~/.claude/token_logs` and `~/.claude/projects`).
Verified SafeView Analysis
flutter-ai-labs
by theshivamlko
A Dart-based server implementing the Model Context Protocol (MCP) to enable AI agents to perform email sending operations.
A Dart-based server implementing the Model Context Protocol (MCP) to enable AI agents to perform email sending operations.
Setup Requirements
- ⚠️Requires a Dart runtime environment to be installed.
- ⚠️Requires external SMTP service credentials (username, password, server address, port) which are hardcoded in the example and must be replaced with actual secure credentials.
- ⚠️Initial setup involves running `dart pub get` to install dependencies within the `email_dart_mcp_server_example` directory.
- ⚠️Integration with specific IDEs (like Cursor) or the MCP Inspector requires manual configuration of the server's exact file path on the user's system.
Review RequiredView Analysis
gtm-mcp
by caioldcarvalho
Automates Google Tag Manager operations and deployments using natural language commands via Claude AI.
Automates Google Tag Manager operations and deployments using natural language commands via Claude AI.
Setup Requirements
- ⚠️Requires Claude AI access/API Key (Paid)
- ⚠️Requires Google Tag Manager API access and proper authentication/permissions
- ⚠️Installation and usage instructions are currently missing from the README
Verified SafeView Analysis
SpreadJS_mcp
by CharlieNey
A web application with an AI chat interface alongside a spreadsheet, allowing users to interact with the spreadsheet through natural language using the SpreadJS MCP server to execute operations.
A web application with an AI chat interface alongside a spreadsheet, allowing users to interact with the spreadsheet through natural language using the SpreadJS MCP server to execute operations.
Setup Requirements
- ⚠️Requires ANTHROPIC_API_KEY (a paid service) for AI chat functionality.
- ⚠️Requires a Supabase project (SUPABASE_URL, SUPABASE_ANON_KEY) for file storage and management.
- ⚠️SpreadJS license (VITE_SPREADJS_LICENSE or SPREADJS_LICENSE_KEY) is optional but needed for the full Excel-like UI and advanced features like Excel I/O.
- ⚠️The `SPREADJS_MCP_PATH` environment variable needs to point correctly to the built MCP server, typically `../../dist/index.js` when run from the `packages/backend` directory.
Review RequiredView Analysis
pcp-mcp
by major
Provides an MCP server to query real-time system performance metrics from Performance Co-Pilot (PCP), including CPU, memory, disk I/O, network, and processes, enabling LLM-driven system analysis and troubleshooting.
Provides an MCP server to query real-time system performance metrics from Performance Co-Pilot (PCP), including CPU, memory, disk I/O, network, and processes, enabling LLM-driven system analysis and troubleshooting.
Setup Requirements
- ⚠️Requires Performance Co-Pilot (pmcd and pmproxy daemons) to be installed and actively running on the target system(s).
- ⚠️Requires Python 3.10 or newer.
- ⚠️For monitoring remote systems, the PCP_TARGET_HOST environment variable must be set. If tools are used to query arbitrary hosts via their 'host' parameter, PCP_ALLOWED_HOSTS must be explicitly configured (e.g., to ['*'] or a specific list of hostspecs) for such requests to be permitted.