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Vetted Servers(9120)
LLM-COST-TRACKER-MCP-Server-NPM-Package-
by dominiquekossi
Tracks and manages LLM API costs across multiple providers, offering budget alerts, detailed analytics, and an optional REST API microservice.
Tracks and manages LLM API costs across multiple providers, offering budget alerts, detailed analytics, and an optional REST API microservice.
Setup Requirements
- ⚠️For production use, 'InMemoryStorage' should be replaced with a persistent storage provider (e.g., JSON, SQLite, Redis, etc.) as data is lost on server restart.
- ⚠️The /budget.status endpoint currently returns the overall budget status, not a namespace-specific one, even if a namespace query parameter is passed.
Verified SafeView Analysis
mcp-learning
by sadjad-chrono
This MCP server provides a simple arithmetic 'add' tool for AI assistants like Claude, enabling them to perform basic addition operations locally.
This MCP server provides a simple arithmetic 'add' tool for AI assistants like Claude, enabling them to perform basic addition operations locally.
Setup Requirements
- ⚠️Requires Node.js 18 or higher.
- ⚠️Requires manual modification of the Claude Desktop configuration file (`claude_desktop_config.json`).
- ⚠️Local usage via built package requires specifying an absolute path to the `dist/mcpserver/index.js` file.
Verified SafeView Analysis
mcp-demo-repo
by cocolizh
The specific use case cannot be determined as no source code was provided for analysis.
The specific use case cannot be determined as no source code was provided for analysis.
Review RequiredView Analysis
snippets-mcp
by freakynit
An MCP server for storing, searching, and managing code snippets using AI-powered semantic search and traditional keyword matching.
An MCP server for storing, searching, and managing code snippets using AI-powered semantic search and traditional keyword matching.
Setup Requirements
- ⚠️Requires Node.js and npm installed to run via npx.
- ⚠️First run will download a ~80MB AI model (`all-MiniLM-L6-v2`) locally, requiring internet access and disk space.
Verified SafeView Analysis
atlassian-mcp-server
by tingyiy
Enables LLM agents to automate tasks and interact with Atlassian Jira and Confluence Cloud.
Enables LLM agents to automate tasks and interact with Atlassian Jira and Confluence Cloud.
Setup Requirements
- ⚠️Requires an Atlassian account with an API Token.
- ⚠️Requires Python 3.10 or higher.
- ⚠️The JIRA_URL environment variable must specifically point to the Jira Cloud REST API v3 endpoint (e.g., `https://your-domain.atlassian.net/rest/api/3`).
- ⚠️All required environment variables (ATLASSIAN_USERNAME, ATLASSIAN_API_KEY, JIRA_URL, CONFLUENCE_URL) must be configured in a `.env` file or passed to the server process.
Verified SafeView Analysis
remote-mcpserver
by dalianuyou
An AI chatbot application that utilizes the Model Context Protocol (MCP) to interact with multiple external services (MCP servers), specifically for retrieving and managing research paper information from arXiv and potentially accessing a filesystem and other web resources.
An AI chatbot application that utilizes the Model Context Protocol (MCP) to interact with multiple external services (MCP servers), specifically for retrieving and managing research paper information from arXiv and potentially accessing a filesystem and other web resources.
Setup Requirements
- ⚠️Requires ANTHROPIC_API_KEY (Paid service) to be set in a .env file.
- ⚠️Requires Node.js and npm/npx installed for the 'filesystem' MCP server.
- ⚠️Requires 'uv' (Python package installer/runner) installed globally or in path to run Python components and other MCP servers.
Review RequiredView Analysis
MCP-Servers-using-Python
by saadmdsabah
Demonstrates how to build Model Context Protocol (MCP) servers using `fastmcp` and `fastapi_mcp` libraries through various examples.
Demonstrates how to build Model Context Protocol (MCP) servers using `fastmcp` and `fastapi_mcp` libraries through various examples.
Setup Requirements
- ⚠️Requires a Python environment with dependencies managed by `uv` (indicated by `uv.lock` and `pyproject.toml`).
- ⚠️External API keys (e.g., for `weather.py`) may be required to run certain examples, depending on the specific API chosen for the example and how it's configured.
Verified SafeView Analysis
Folder-Cleaner-MCP
by Sashreek007
This MCP server enables LLMs like Claude to intelligently manage a user's file system through natural language, performing tasks like cleaning, organizing, and duplicate detection.
This MCP server enables LLMs like Claude to intelligently manage a user's file system through natural language, performing tasks like cleaning, organizing, and duplicate detection.
Setup Requirements
- ⚠️Requires Python 3.11 or higher.
- ⚠️Requires the `uv` package manager for installation.
- ⚠️Requires read/write access to target directories for full functionality.
Verified SafeView Analysis
mcp-server
by jatingodnani
Provides browser automation capabilities for AI agents using Playwright for tasks like navigation, data extraction, interaction, and custom JavaScript execution.
Provides browser automation capabilities for AI agents using Playwright for tasks like navigation, data extraction, interaction, and custom JavaScript execution.
Setup Requirements
- ⚠️Requires Playwright Chromium browser to be installed separately via `npx playwright install chromium` after `npm install`.
- ⚠️The server must be configured with an absolute path to its `dist/index.js` file when integrating with an MCP client (e.g., Claude).
Review RequiredView Analysis
perplexity-mcp
by markusleucht
An MCP server leveraging Perplexity AI for deep and social-focused search, designed for Claude Code integration, with specialized capabilities for German pharmaceutical market research.
An MCP server leveraging Perplexity AI for deep and social-focused search, designed for Claude Code integration, with specialized capabilities for German pharmaceutical market research.
Setup Requirements
- ⚠️Requires Perplexity API Key (Paid)
- ⚠️Perplexity Pro tier required for API access
- ⚠️Requires Python 3.10+ (despite outdated setup scripts suggesting 3.8+)
Verified SafeView Analysis
time-mcp
by fifthseason-ai
Provides timezone-aware time operations, including natural language parsing, calculations, and conversions, as a Model Context Protocol server.
Provides timezone-aware time operations, including natural language parsing, calculations, and conversions, as a Model Context Protocol server.
Setup Requirements
- ⚠️Requires Node.js (>=14.0.0)
- ⚠️Server runs via HTTP if `PORT` env var is set, otherwise as a Stdio server, which might require specific client integration.
Verified SafeView Analysis
ai-capability-suite
by Digital-Defiance
Provides a comprehensive debugging interface and system control capabilities for AI agents to interact with the development environment.
Provides a comprehensive debugging interface and system control capabilities for AI agents to interact with the development environment.
Setup Requirements
- ⚠️Requires Node.js 18.0.0+ and NPM 8.0.0+ (for NPM installation)
- ⚠️Requires Docker 20.10+ (for Docker installation)
- ⚠️Platform-specific build tools might be required for native dependencies (e.g., Python3-setuptools and build-essential for Linux, Xcode Command Line Tools for macOS, Visual Studio Build Tools for Windows).
- ⚠️The 'mcp-process' server currently requires a configuration file (`mcp-process-config.json`) specifying allowed executables for security, which needs manual creation and management.