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Vetted Servers(8554)
Deepagent-research-context-engineering
by XXXaber
Develop and manage smart multi-agent systems for AI research, supporting recursive reasoning, tool integration, and context-aware workflows.
Develop and manage smart multi-agent systems for AI research, supporting recursive reasoning, tool integration, and context-aware workflows.
Setup Requirements
- ⚠️Requires Rust toolchain for `rust-research-agent`, `rig-rlm`, and `rig-deepagents` components.
- ⚠️Requires Ollama running locally with specific models (e.g., `llama3.2`, `devstral-small-2`) pulled and served.
- ⚠️May require API keys for external LLM providers (e.g., OpenAI, Anthropic, Google) and search services (Tavily), which are paid services.
- ⚠️The Python components (`deepagents-cli`, `deepagents_sourcecode`) require a Python interpreter and specific package management (`uv`).
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sheets-wizard
by consigcody94
AI-powered Google Sheets automation for creating, reading, writing, adding formulas, charting, and exporting spreadsheet data.
AI-powered Google Sheets automation for creating, reading, writing, adding formulas, charting, and exporting spreadsheet data.
Setup Requirements
- ⚠️Requires Node.js 18+ to be installed locally.
- ⚠️Requires a Google Cloud account with Google Sheets API enabled.
- ⚠️Requires manual OAuth 2.0 credential setup and token acquisition from Google.
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mcp-search-and-fetch
by sluosapher
This server provides an API to search and retrieve Minecraft Coder Pack (MCP) mapping data, enhancing accessibility and query capabilities for developers.
This server provides an API to search and retrieve Minecraft Coder Pack (MCP) mapping data, enhancing accessibility and query capabilities for developers.
Setup Requirements
- ⚠️Requires Node.js
- ⚠️Requires `ts-node` to run directly, or compile TypeScript first.
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MCP_NodeServer
by Bing-Xuan-Lu
This server acts as a coding agent providing tools to an orchestrating AI for full-stack PHP development, including file system management and direct database interaction.
This server acts as a coding agent providing tools to an orchestrating AI for full-stack PHP development, including file system management and direct database interaction.
Setup Requirements
- ⚠️Requires a running MySQL database instance, configured for `root` access (though this is a severe security risk and should be changed).
- ⚠️Assumes a `D:\Develop` base directory for file operations, implying a Windows-like environment or requiring manual path configuration.
- ⚠️Relies on the `@modelcontextprotocol/sdk`, suggesting it's designed to be orchestrated by a larger AI system, likely interacting via standard I/O.
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mcp-todo-demo
by DavidMalkhasyan
A minimal WebSocket-based server and client demonstrating CRUD operations for a todo list using the Model Context Protocol (MCP).
A minimal WebSocket-based server and client demonstrating CRUD operations for a todo list using the Model Context Protocol (MCP).
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mcp-andromeda
by rinaldofesta
Generates Model Context Protocol (MCP) servers from YAML configurations, enabling simplified AI tool integration for developers.
Generates Model Context Protocol (MCP) servers from YAML configurations, enabling simplified AI tool integration for developers.
Setup Requirements
- ⚠️Requires Python 3.11 or higher.
- ⚠️The 'web-scraper' template's generated code requires 'beautifulsoup4', which is not listed as a core dependency for the builder itself and must be installed separately for the generated server to function.
- ⚠️Database tools (especially from the 'database' template) generate SQL-injection vulnerable code and require a configured database connection string (e.g., DATABASE_URL).
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weather-mcp-server
by Ujjwal-Pandit
Implements Model Context Protocol (MCP) servers for providing weather information, mathematical calculations, and demonstrates model distillation for AI agents.
Implements Model Context Protocol (MCP) servers for providing weather information, mathematical calculations, and demonstrates model distillation for AI agents.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires `uv` package manager for setup and running dependencies.
- ⚠️Requires Claude Desktop for full MCP protocol testing as intended by the assignment.
- ⚠️First run for the model distillation script (Task 4) involves downloading approximately 1.8GB of models and datasets.
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puppeteer-mcp-server
by ffffyhffff
Enables LLMs to perform browser automation, web interaction, and data extraction with anti-detection capabilities.
Enables LLMs to perform browser automation, web interaction, and data extraction with anti-detection capabilities.
Setup Requirements
- ⚠️Requires a locally installed Chrome/Chromium browser.
- ⚠️The default Puppeteer executable path for non-Docker usage assumes a Windows Chrome location ('C:\Program Files\Google\Chrome\Application\chrome.exe') if the `CHROME_PATH` environment variable is not explicitly set, which may cause issues on other operating systems.
- ⚠️Requires Node.js and npm/npx to run locally.
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mcp-claude-hackernews
by FezAreCool
An AI-powered application interacting with Hacker News, likely using Anthropic's Claude.
An AI-powered application interacting with Hacker News, likely using Anthropic's Claude.
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simbrief-mcp
by leonchike
Provides SimBrief flight planning data and VATSIM ATIS to MCP clients like Claude Desktop for generating comprehensive flight briefings.
Provides SimBrief flight planning data and VATSIM ATIS to MCP clients like Claude Desktop for generating comprehensive flight briefings.
Setup Requirements
- ⚠️Requires setting up Google OAuth credentials and a Google Cloud project.
- ⚠️Requires a Cloudflare account and creation of a Cloudflare KV namespace with its ID updated in `wrangler.toml`.
- ⚠️Manual configuration of allowed user email usernames in `src/config/allowed-users.ts`.
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weather-mcp
by grantkazan
A Voice AI assistant for medical clinics to automate appointment scheduling, patient inquiries, and administrative tasks.
A Voice AI assistant for medical clinics to automate appointment scheduling, patient inquiries, and administrative tasks.
Setup Requirements
- ⚠️Requires a phone number to be verified in the Telnyx system to place calls to the AI assistant.
- ⚠️The MCP server hardcodes its dependency on an external Flask API URL, which must be live and accessible for the MCP server to function correctly.
- ⚠️The README warns that setting up all associated repositories (Flask API, Dashboard) locally may encounter 'mileage vary' issues with ports and environment variables.
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commit-renamer-mcp
by seolcu
An MCP server enabling AI agents to safely rename Git commit messages and manage repository state.
An MCP server enabling AI agents to safely rename Git commit messages and manage repository state.
Setup Requirements
- ⚠️Requires Git to be installed and configured on the host system.
- ⚠️Requires Node.js (>=18.0.0) and npm/npx for installation and execution.
- ⚠️Operations like `rename_commit` rewrite Git history, potentially requiring `git push --force` for remote branches, which can cause issues in shared development environments.