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Vetted Servers(7756)
goku
by jcaromiq
Goku is an HTTP load-testing tool designed for benchmarking and performance analysis of web services; the MCP server allows LLM agents to programmatically interact with this load testing functionality.
Goku is an HTTP load-testing tool designed for benchmarking and performance analysis of web services; the MCP server allows LLM agents to programmatically interact with this load testing functionality.
Setup Requirements
- ⚠️Requires Rust toolchain (`cargo`) for building from source or `curl`/`wget` for script installation.
- ⚠️The MCP server runs as a long-running process and communicates via standard I/O (stdio), requiring proper process management.
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azure-cosmos-mcp-server-samples
by AzureCosmosDB
Enables AI assistants (LLMs like Claude, Continue.dev) to interact with and query Azure Cosmos DB databases using natural language.
Enables AI assistants (LLMs like Claude, Continue.dev) to interact with and query Azure Cosmos DB databases using natural language.
Setup Requirements
- ⚠️Requires an existing Azure Cosmos DB account with configured URI, key (or Managed Identity), database, and container.
- ⚠️Requires Python 3.8 or higher, Node.js 14+ (for JavaScript sample), Go, or Java for respective implementations.
- ⚠️Claude Desktop integration requires setting up an additional Python proxy script to bridge STDIO to HTTP transport.
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crawlbase-mcp
by crawlbase
A Model Context Protocol (MCP) server that enables AI agents and LLMs to fetch fresh, structured, real-time web content (HTML, Markdown, screenshots) via Crawlbase's scraping infrastructure.
A Model Context Protocol (MCP) server that enables AI agents and LLMs to fetch fresh, structured, real-time web content (HTML, Markdown, screenshots) via Crawlbase's scraping infrastructure.
Setup Requirements
- ⚠️Requires free/paid Crawlbase API tokens (CRAWLBASE_TOKEN, CRAWLBASE_JS_TOKEN).
- ⚠️Requires Node.js version >= 18.0.0.
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Archive-Agent
by shredEngineer
An intelligent file indexer with powerful AI search (RAG engine), automatic OCR, and a seamless MCP interface for document retrieval and question answering.
An intelligent file indexer with powerful AI search (RAG engine), automatic OCR, and a seamless MCP interface for document retrieval and question answering.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid) if OpenAI provider is selected, or local Ollama/LM Studio setup with specific models.
- ⚠️Requires Docker for Qdrant server, or ARCHIVE_AGENT_QDRANT_IN_MEMORY environment variable for in-memory Qdrant.
- ⚠️Requires Python >= 3.10, Pandoc, and a spaCy 'en_core_web_md' model.
- ⚠️Initial installation requires running a shell script with chmod +x and sudo for system-level packages.
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guidance-for-vibe-coding-with-aws-mcp-servers
by aws-solutions-library-samples
This project provides guidance on building AI-powered development workflows using Amazon Bedrock AgentCore and the Model Context Protocol (MCP) for an interactive hotel booking agent system, demonstrating 'vibe coding' techniques.
This project provides guidance on building AI-powered development workflows using Amazon Bedrock AgentCore and the Model Context Protocol (MCP) for an interactive hotel booking agent system, demonstrating 'vibe coding' techniques.
Setup Requirements
- ⚠️Requires Node.js (v20.18.1+) and pnpm to run local documentation and CDK commands.
- ⚠️Requires Python 3.13 (as per ruff.toml), uv, AWS CLI, AWS CDK CLI, Docker, and Graphviz for full deployment.
- ⚠️Requires an AWS account with appropriate IAM permissions for deploying CloudFormation stacks.
- ⚠️AWS Bedrock AgentCore requires ARM64 container images; Docker Desktop handles emulation, but Docker Engine users may need specific binfmt setup.
- ⚠️For AWS Workshop Studio users, a shell script (`tools/workshop-studio/scripts/open-vite-access.sh`) is required to open firewall rules (port 5173) for Vite dev server access using the participant's public IP.
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reachy-mini-mcp
by OriNachum
Control a Reachy Mini robot through an MCP or OpenAI-compatible API, enabling dynamic execution of robot movements, gestures, and conversational interactions.
Control a Reachy Mini robot through an MCP or OpenAI-compatible API, enabling dynamic execution of robot movements, gestures, and conversational interactions.
Setup Requirements
- ⚠️Requires a Reachy Mini Robot (physical or simulated via MuJoCo).
- ⚠️Requires the Reachy Mini Daemon running and accessible (default: http://localhost:8000).
- ⚠️Requires Python 3.10+.
- ⚠️For TTS functionality, requires the 'piper' executable and a compatible voice model (e.g., set `PIPER_MODEL` environment variable).
- ⚠️Full 'Conversation Stack' including an LLM (e.g., Llama-3.2-3B-Instruct-FP8 via vLLM) requires Docker and GPU hardware for efficient inference.
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mcpcat-python-sdk
by MCPCat
This SDK integrates with MCP (Multi-Agent Communication Protocol) servers to collect user behavior analytics and forward telemetry (logs, traces, errors) to an analytics platform or third-party observability tools.
This SDK integrates with MCP (Multi-Agent Communication Protocol) servers to collect user behavior analytics and forward telemetry (logs, traces, errors) to an analytics platform or third-party observability tools.
Setup Requirements
- ⚠️Requires Python 3.10+.
- ⚠️Needs an existing MCP server instance (official 'mcp' or community 'fastmcp') to integrate with.
- ⚠️Requires 'project_id' for MCPCat analytics and/or specific API keys/DSNs (e.g., DD_API_KEY, SENTRY_DSN) for optional telemetry exporters.
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codex-mcp-rs
by missdeer
Acts as an MCP server wrapping the Codex CLI for high-performance AI-assisted coding tasks.
Acts as an MCP server wrapping the Codex CLI for high-performance AI-assisted coding tasks.
Setup Requirements
- ⚠️Requires Codex CLI installed and configured on your system.
- ⚠️Requires Claude Code or another MCP client for interaction.
- ⚠️Requires Rust 1.70+ (for building from source, NPM install uses pre-built binaries).
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perplexity-mcp-zerver
by wysh3
This server provides AI-powered research capabilities by automating interactions with Perplexity.ai's web interface, offering web search, content extraction, chat, and developer tooling without requiring API keys.
This server provides AI-powered research capabilities by automating interactions with Perplexity.ai's web interface, offering web search, content extraction, chat, and developer tooling without requiring API keys.
Setup Requirements
- ⚠️Requires Bun runtime and Node.js 18+ for TypeScript compilation.
- ⚠️Optional Perplexity Pro account support requires a one-time manual browser login via 'bun run login' to save the session.
- ⚠️Browser automation is resource-intensive (CPU/RAM) and performance depends on website consistency, potentially leading to instability or timeouts.
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tiger-memory-mcp-server
by timescale
A backend server for a Minecraft-related application, likely providing data management or proxy services.
A backend server for a Minecraft-related application, likely providing data management or proxy services.
Setup Requirements
- ⚠️Docker and Docker Compose are required for a quick start and deployment.
- ⚠️A database (e.g., PostgreSQL, likely specified in docker-compose.yml or migrations) is required for data persistence; configuration will be via environment variables (see .env.sample).
- ⚠️Node.js and npm/yarn are needed for local development setup and dependency management.
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ccmcp
by gsong
CLI tool to intelligently discover, validate, and select MCP server configurations for Claude Code before launching it.
CLI tool to intelligently discover, validate, and select MCP server configurations for Claude Code before launching it.
Setup Requirements
- ⚠️Requires Claude Code to be installed and available in your system's PATH.
- ⚠️Requires Node.js 20+ to run.
- ⚠️Full Terminal User Interface (TUI) features require a terminal with TTY support; otherwise, it falls back to a text-based prompt.
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mailtrap-mcp
by mailtrap
Provides an MCP server to send transactional emails, test emails in a sandbox, and manage email templates via Mailtrap.
Provides an MCP server to send transactional emails, test emails in a sandbox, and manage email templates via Mailtrap.
Setup Requirements
- ⚠️Requires a Mailtrap account, verified domain, API token, and Account ID. Sandbox functionality additionally requires a Mailtrap Test Inbox ID.
- ⚠️Requires Node.js version >=16.20.1.
- ⚠️Environment variables must be explicitly set for `MAILTRAP_API_TOKEN`, `DEFAULT_FROM_EMAIL`, `MAILTRAP_ACCOUNT_ID`, and `MAILTRAP_TEST_INBOX_ID`.