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💻 Code Execution

Servers designed to execute code snippets or scripts in various languages, often in sandboxed environments.

  • SandBase Harness: Local-first, self-hosted runtime for managed agent sessions with sandbox, approvals, audit, replay, and artifact inspection controls. Its stdio MCP bridge lets clients discover agents, create and stream runs, inspect state, list artifacts, and stop sessions. Install with docker run -i --rm -e MANAGED_AGENTS_URL -e MANAGED_AGENTS_API_KEY ghcr.io/sandbaseai/sandbase-harness-mcp:0.3.8. Apache-2.0.
  • rapidriskradar/RRR-MCP: Facilitates the execution of RRR scripts through a configurable MCP server interface.
  • Quathor/CMD-Executor: Facilitates remote execution of Windows CMD commands via the MCP protocol, ensuring secure and configurable command execution.
  • JSFrouws/mcp-matlab-executor: Securely execute MATLAB functions and scripts with user-approved security prompts.
  • cloudywu0410/python_sandbox_mcp_server: Enables LLMs to execute Python code securely in isolated Docker containers with real-time communication via SSE.
  • 1Levick3/postgresql-mcp-server: Facilitates direct SQL query execution on PostgreSQL databases with parameterized queries and configurable timeouts.
  • madhavarora1988/mcp_sqlite_poc: Facilitates AI model interactions with SQLite databases through a Model Context Protocol server, offering query execution, schema discovery, and feedback collection.
  • spences10/mcp-sequentialthinking-qa: Guides QA and verification processes by breaking down tasks into steps and recommending MCP tools with confidence scores and rationale.
  • Stoicmehedi/K-MCP: K-MCP connects AI assistants to a Kali Linux terminal for AI-driven penetration testing and security research.
  • tufantunc/ssh-mcp: Enables secure execution of shell commands on remote Linux and Windows systems via SSH using the Model Context Protocol.
  • alfonsograziano/node-code-sandbox-mcp: Node.js server for executing JavaScript in isolated Docker containers with dynamic npm dependency management.
  • MSAdministrator/enrichment-mcp: Enhance security data by enriching observables using third-party services like VirusTotal and Hybrid Analysis.
  • Ompragash/isolator-mcp: Facilitates secure execution of Python, Go, and JavaScript code snippets within isolated Docker containers, accessible via MCP.
  • synackpwn/enrichment-mcp: Enhances security data by enriching observables like IP addresses and domain names using third-party services.
  • pkgxdev/mcp: Facilitates AI-driven execution of any Open Source tool via pkgx, with a focus on security and sandboxing.
  • stableversion/lldb_mcp: A streamlined LLDB MCP server with minimal dependencies, designed for efficient command execution and output capture.
  • koido/extreme-p-mcp: Facilitates extreme p-value calculations through an API interface using R scripts, integrated with Python via FastMCP.
  • harshini-ns/mcp-search-engine: A TypeScript-based MCP server offering a comprehensive suite of mathematical functions for seamless integration with language models.
  • jordanperr/mcp-experiments: Facilitates LLM-driven control of a Mac desktop via Bash and AppleScript commands.
  • T1nker-1220/aws-postgress-mcp-server: Facilitates read-only SQL query access to AWS PostgreSQL databases using the Model Context Protocol.
  • texra-ai/mcp-server-mathematica: Facilitates the execution of Mathematica code and verification of mathematical derivations through MCP client integration.
  • svngoku/mcp-docker-code-interpreter: A secure Docker-based environment for executing code through MCP, enabling AI assistants to run code safely within isolated containers.
  • longxiangzhu/db2-mcp: Facilitates interaction with DB2 for LUW databases through SQL queries and stored procedures.
  • pottekkat/sandbox-mcp: Sandbox MCP provides a secure environment for LLMs to execute code within isolated Docker containers, enhancing code accuracy and safety.
  • dtkmn/mcp-zap-server: A Spring Boot application enabling AI agents to orchestrate OWASP ZAP actions through the Model Context Protocol.
  • liuchongchong1995/nodejs: Facilitates runtime debugging of Node.js applications using Cursor or Claude Code.
  • tarjeir/chunker-mcp: Facilitates code chunking and vectorization using LangChain, storing results in ChromaDB for advanced querying.
  • bimalpaudels/python-interpreter-mcp: Facilitates the execution of Python scripts in a controlled environment using LLMs.
  • johnhenry/vimble-mcp: Facilitates the execution of JavaScript code in a secure, sandboxed environment using Vimble.
  • EmmanuelEklipse/mcp-server-ssh-rails-runner: Facilitates secure remote execution of Rails console commands via SSH, enabling both read-only operations and controlled mutations in a deployed Rails environment.
  • gabrielmaialva33/winx-code-agent: Winx is a high-performance Rust-based code agent that integrates with LLMs via the MCP protocol, offering advanced file operations and command execution capabilities.
  • anchor-g/mcp-sentry: Facilitates the retrieval and analysis of issues from Sentry.io, offering tools to inspect error reports and stacktraces.
  • chjtxwd/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop.
  • JohanLi233/mcp-sandbox: Python MCP Sandbox enables secure and isolated Python code execution and package management within Docker containers, facilitating safe interactions for LLMs.
  • rynnkitty/mcp-studio: The repository provides a C# client for interacting with various MCP servers, including those for image reading and filesystem operations.
  • free-free-6/lnfi-mcp-node-service-test: A Node.js service facilitating interactions with the LnFi API using the Model Context Protocol.
  • kranners/hyper-mpc: A configurable MCP server wrapper for using the entire Model Context Protocol without a tool count limit in Cursor.
  • ianpilon/MCP-Use-test-one: MCP-Use is an open-source library enabling seamless integration of LLMs with MCP servers for building custom agents with tool access.
  • remodlai/remote-mcp-server2: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • quitequinn/MCP-Google-Services: Facilitates seamless integration with Google Gmail and Calendar services for AI assistants using the Model Context Protocol.
  • patrickomatik/mcp-bash: Facilitates the execution of bash commands through a Model-Context-Protocol server interface, enhancing automation capabilities for MCP-aware clients like Claude Desktop.
  • remodlai/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop.
  • Ruagewei/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop.
  • andrew80z/MCP_play: Enables LLMs to automate browser interactions using Playwright's accessibility snapshots for efficient and structured web page navigation.
  • cahmetcan/remote-mcp-server: Deploy and manage a remote MCP server on Cloudflare Workers with OAuth login and integration with Claude Desktop.
  • tomoya-kamaji/mcp-sample: A tool for rolling dice within Claude Desktop using MCP integration.
  • 7nohe/local-mcp-server-tutorial: A tutorial for creating a local MCP server using Node.js and TypeScript, featuring resource management and tool integration.
  • zzzkl/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • bewt85/mcp-deno-sandbox: Securely execute TypeScript and JavaScript code on your local machine using the Deno® sandbox with granular permission controls.
  • iuill/my_mcp_sse_servers: Manage and deploy multiple MCP servers using Docker Compose for streamlined development and production environments.
  • Neuron1c/mcp-notebooks: Facilitates progressive code execution in notebooks, allowing LLMs to retain variables and react to errors swiftly.
  • PhelanShao/dpdispatcher-mcp-server: Facilitates the submission and management of computational jobs on local or HPC clusters using the dpdispatcher library.
  • subomi/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • YusukeIwaki/fast-mcp-playground: Facilitates browser automation and personal memo recording using Playwright and Docker.
  • Sainigurnoor511/model-context-protocol: Provides real-time stock market data to LLMs using the Finnhub API, enabling access to stock quotes, company profiles, and symbol searches.
  • Perteghella/MCP-Server-python: A Python-based MCP server demonstrating basic functionality and network exposure using SSE transport for testing and development.
  • shemhamforash23/lightrag-mcp: Facilitates seamless integration of LightRAG's retrieval-augmented generation capabilities with AI tools via the MCP protocol.
  • stephlow/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • egoist/shell-command-mcp: Facilitates the execution of shell commands through an MCP server with configurable command restrictions.
  • irvinebroque/remote-mcp-server-13: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • peppemas/mcp_server: A C++ server implementing a Model Context Protocol with a modular plugin architecture for dynamic functionality extension.
  • sotayamashita/mcp-server-demo: A demonstration of creating and testing a Model Context Protocol server with tools and resources using FastMCP and Claude Desktop.
  • t-shiratori/mcp-server-example-random-num: A TypeScript-based MCP server example that generates random numbers for integration with Claude for Desktop.
  • jigarbhoye04/MatlabMCP: Facilitates the execution of MATLAB code from Python using the MATLAB Engine API, enabling seamless integration with LLMs.
  • yzfly/mcp-python-interpreter: Facilitates LLM interaction with Python environments for code execution, file management, and development workflows.
  • ktrysmt/mcp-script-runner: Facilitates the execution of shell scripts as tools within a designated directory using MCP server capabilities.
  • gdbelvin/rlang-mcp-server: Facilitates AI-driven data visualization and R script execution using the ggplot2 library within a secure, containerized MCP server environment.
  • yava555/mcp-server-adb: A TypeScript-based server enabling AI assistants to control Android devices via ADB commands for device management and diagnostics.
  • miguelangaranocurrents/currents-mcp: Currents MCP server facilitates seamless integration and configuration for enhanced project workflows.
  • younggeeks/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • LeoR22/mcp_server_python: A Python-based MCP server implementation designed for seamless integration with language model clients, offering flexibility and secure data handling.
  • avinash539/mcp-server: A versatile MCP server offering AI agents and LLMs tools for web search and file system operations, with extensible architecture and Docker support.
  • sagirodin/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • rawatadit/remote-mcp-server-cf: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • hungthai1401/bruno-mcp: Facilitates API testing by running Bruno collections and delivering detailed results through a standardized interface.
  • ankur106/LLDB_MCP: Facilitates LLDB debugging sessions via MCP for seamless integration with AI assistants like Claude.
  • HappyAny/secure-command-executor-mcp-server: A secure MCP service for executing system commands with safety checks, command management, and daily log rotation.
  • AnEntrypoint/mcp-repl: MCP-REPL offers a robust JavaScript execution environment that enhances debugging efficiency by enabling direct REPL calls via MCP.
  • Ivor/unix-timestamps-mcp: Facilitates LLMs in converting ISO 8601 date/time strings to Unix timestamps, addressing knowledge cutoffs and temporal awareness issues.
  • seanjoo86/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • luohy15/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop.
  • devyhan/xcode-mcp: Facilitates Xcode project management and iOS development tasks through a comprehensive MCP server, enhancing workflows with tools for building, testing, archiving, and deploying apps.
  • maxim-saplin/mcp_safe_local_python_executor: Facilitates secure local execution of Python code generated by LLMs without the need for Docker or VMs, using Hugging Face's LocalPythonExecutor.
  • shelwyn/MCP_with_python: A FastAPI-based MCP server that integrates with Gemini-2.0-Flash and Claude Desktop to generate random user profiles and facilitate AI-driven interactions.
  • CherryLover/remote-mcp-server-demo: Deploy a remote MCP server on Cloudflare Workers with OAuth login and integrate it with Claude Desktop for seamless tool invocation.
  • Charlotte4177/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
  • entanglr/laravel-artisan-mcp: Facilitates secure execution of Laravel Artisan commands via AI assistants like Claude, bridging natural language interactions with Laravel projects.
  • enkhbold470/mcp-server-canvas: Facilitates programmatic interaction with Canvas LMS through a Model Context Protocol server.
  • kartikeyapandey20/mcp-client: A client-side implementation for interacting with MCP servers, enabling tool discovery and integration for chatbot applications.
  • amitgupta4407/my-custom-mcp: A customizable MCP server for managing and summarizing text-based notes with support for Mistral OCR and Crawl4AI.
  • gumagumaguma/commander-mcp: A tool for managing prompts as commands to interact with AI agents, utilizing an MCP server for command processing.
  • Cyreslab-AI/hibp-mcp-server: Integrates with the Have I Been Pwned API to check for compromised accounts and passwords in data breaches.
  • gofireflyio/firefly-mcp: A TypeScript-based server for seamless integration with the Firefly platform, enabling resource discovery and codification across Cloud and SaaS accounts.
  • go-rod/rod-mcp: Rod-MCP enhances browser automation by leveraging Rod to enable LLMs to interact with web pages through actions like clicking, screenshotting, and PDF generation.
  • nguyenvanduocit/script-mcp: Facilitates the execution of command line scripts across multiple platforms with safety and error handling features.
  • msl2246/mcp-proxy: Facilitates seamless communication between stdio and SSE transports for MCP servers, enhancing connectivity for clients like Claude Desktop.
  • s123104/ClaudeMCP: Integrates Claude Desktop and Claude Code with Docker to run multiple MCP servers, supporting GitLab project management, time conversion, and structured thinking workflows.
  • pangahn/bond-mcp-server: Integrates China bond market data with AkShare using a lightweight MCP server framework.
  • hygao1024/xingchen-mcp-server: Facilitates intelligent workflow scheduling with iFlytek integration, supporting diverse business scenarios through robust node support and advanced orchestration modes.
  • etrex/mcp_server_demo: A Ruby-based MCP server implementation designed for educational purposes, demonstrating the fundamental workings of the MCP protocol.
  • lucianoayres/mcp-server-python: A Python-based MCP server that integrates with AI-assisted development environments, offering tools for arithmetic operations and environment variable retrieval.
  • qloba/runbook-mcp-server: Facilitates document management and search operations by integrating with Runbook for listing, reading, and searching over documents.
  • YFGaia/mcp-runtime: A pre-configured runtime environment that simplifies the setup of MCP servers on Windows and macOS, integrating essential tools like Node.js, Python, and Git.
  • ks6088ts-labs/mcp-python: A Python-based MCP server playground offering weather and YouTube transcript services with SSE support.
  • charles-adedotun/Lilith-Shell: Lilith Shell empowers AI assistants to securely execute terminal commands with enhanced security controls and testing.
  • deepsuthar496/Remote-Command-MCP: Facilitates remote command execution across diverse operating systems with automatic command normalization and error handling.
  • formulahendry/mcp-server-code-runner: Facilitates execution of code snippets across multiple programming languages, providing results seamlessly.
  • TheWatcher01/code-sandbox-mcp: Provides a secure and isolated environment for executing code in Docker containers, supporting multiple programming languages and real-time log streaming.
  • dentaku7/mcp-go-sdk: A Go SDK for building MCP-compliant tools and servers, facilitating integration with AI applications like Cursor IDE.
  • LorinLex/test-opora-standart: Facilitates file searching by path fragment using a customizable MCP server setup.
  • Timtech4u/python-mcp-server: Facilitates Python code execution and environment management for LLMs like Claude, enabling seamless integration and automation.
  • chromewillow/greyhack-mcp-server: Facilitates Grey Hack game development with GitHub code search, GreyScript to JavaScript transpilation, API validation, and script generation.
  • kouyou7035/my-mcp-server: A comprehensive collection of reference implementations for the Model Context Protocol, showcasing secure and controlled access to tools and data sources for LLMs.
  • ryaker/CommandExecution: Facilitates secure shell command execution on local systems via Claude's interface, with robust safety checks and cross-platform support.
  • chrishayuk/mcp-code-sandbox: An extensible MCP server offering secure code execution in isolated sandboxes, compatible with Claude for Desktop.
  • jasondsmith72/ClaudeComputerCommander: Facilitates Claude's interaction with your computer by executing terminal commands and managing processes with advanced monitoring and backup features.
  • FractalWire/pipai: A command-line tool that leverages LiteLLM to interact with LLM models, supporting MCP tools for enhanced functionality.
  • anishgowda21/mcp-local-servers: Local MCP servers for executing file operations and shell commands, designed to integrate seamlessly with the Claude Desktop App.
  • port-experimental/port-mcp-server: Enables natural language interaction with Port.io's developer platform, facilitating quick information retrieval, scorecard analysis, and resource creation.
  • Swytchcode/swytchcode-mcp-server: Facilitates interaction with Swytchcode through a Model Context Protocol server, enabling seamless integration with Claude Desktop.
  • adiadd/mcp-manager: A Raycast extension for managing local MCP servers with features for viewing, searching, sorting, and performing CRUD operations.
  • github/github-mcp-server: GitHub's MCP Server facilitates advanced automation and interaction with GitHub APIs, enhancing developer workflows and tool integrations.
  • fakepixels/base-mcp-server: Facilitates blockchain operations on the Base network using natural language commands, enabling LLMs to manage wallets, check balances, and execute transactions.
  • wesnermichel/nexus-mcp-claude-desktop-server: A lightweight VSCode extension enabling seamless integration between Claude Desktop and your workspace through MCP, with efficient memory usage and customizable security controls.
  • supavec/mcp-server: Fetches relevant content and embeddings from Supavec using an official MCP server implementation.
  • maoxiaoke/create-mcp-server: Facilitates the creation of new MCP server scaffolds with structured development protocols and example templates.
  • bit-pal/MPC-server: Facilitates file searching through an MCP server integrated with VSCode, utilizing Python for command execution.
  • ckz/flux-img-mcp: Enables image generation using the Flux Schnell model via Replicate, accessible through MCP tool calls.
  • tekorex/mcp2http: MCP2HTTP bridges stdio MCP clients with stateless HTTP servers, enabling seamless integration across serverless platforms and legacy systems.
  • uratmangun/agent-stdio: Facilitates standardized protocol operations on the Solana blockchain using the Model Context Protocol.
  • rember/rember-mcp: Facilitates the creation of flashcards using Claude and the Rember API, enhancing study and memory retention through spaced repetition.
  • Albo3/MCP-Server: A TypeScript-based MCP server offering utility tools like calculator, datetime, and note-taking, designed for seamless integration with Claude for Desktop and Cursor.
  • jakenuts/mcp-cli-exec: A CLI command execution MCP server that runs shell commands with structured output and detailed execution results.
  • sf197/ebpfExecDB: Facilitates command execution retrieval and analysis via ebpf and MongoDB, enabling LLMs to assess system operations.
  • YuheiNakasaka/arithmetic-mcp-server: Facilitates basic arithmetic operations through an MCP server, enabling integration with the Claude Desktop App for seamless mathematical computations.
  • JohanCodinha/nrepl-mcp-server: Facilitates interaction with Clojure nREPL instances for code evaluation and namespace management via MCP.
  • manybooks/command-executer: Facilitates secure execution of pre-approved commands with customizable shell configurations.
  • bazinga012/mcp_code_executor: Facilitates Python code execution by LLMs within a specified Conda environment, leveraging MCP server capabilities.
  • tadasant/mcp-server-ssh-rails-runner: Facilitates secure remote execution of Rails console commands via SSH, enabling both read-only and managed mutation operations in a deployed Rails environment.
  • Automata-Labs-team/code-sandbox-mcp: Provides AI applications with a secure and isolated Docker-based environment for executing code.
  • tatn/mcp-server-fetch-python: Fetch and transform web content into various formats using specialized tools for raw text, rendered HTML, Markdown, and media file extraction.
  • ihrpr/mcp-server-jupyter: Facilitates programmatic management and interaction with Jupyter notebooks, offering tools for reading, editing, and executing notebook cells.
  • nkkko/daytona-mcp-interpreter: Daytona MCP Interpreter facilitates secure Python code execution and shell command operations in isolated environments, enhancing AI assistant capabilities.
  • privsim/mcp-test-runner: Facilitates unified test execution and result parsing across multiple frameworks, including Bats, Pytest, Flutter, Jest, Go, and Rust.
  • Tsuchijo/matlab-mcp: Facilitates the creation and execution of MATLAB scripts and functions through integration with Claude and other MCP clients.
  • lsemenenko/openhue-mcp-server: Control Philips Hue lights using natural language commands through Claude and other LLM interfaces.
  • Sunwood-ai-labs/command-executor-mcp-server: A secure MCP server for executing pre-approved commands with real-time output streaming and robust error handling.
  • hdresearch/mcp-python: Facilitates Python code execution with persistent sessions via MCP protocol, offering tools for code execution, variable management, and package installation.
  • twolven/mcp-codesavant: CodeSavant empowers AI assistants with code manipulation, execution, and version control capabilities through an MCP server.
  • bsmi021/mcp-python-executor: Facilitates secure Python code execution and package management with resource monitoring and logging capabilities.
  • fumieval/mcp-server-diceroll: A server that integrates dice roll functionality into the Model Context Protocol.
  • Laksh-star/mcp-server-tmdb: Integrates with TMDB API to provide movie information, search capabilities, and recommendations.
  • tumf/mcp-shell-server: Facilitates secure remote execution of whitelisted shell commands with comprehensive output and timeout control.
  • riza-io/mcp-go: A Go SDK for building MCP servers and clients, facilitating seamless integration with LLM surfaces.
  • Sladey01/servers: A comprehensive collection of reference implementations for the Model Context Protocol, showcasing secure and controlled access to tools and data sources for Large Language Models.
  • Alec2435/python_mcp: Facilitates interactive Python code execution in a persistent REPL environment with session history tracking.
  • linux-china/mcp-rs-template: A Rust-based CLI server template for implementing Model Context Protocol (MCP) applications, facilitating seamless integration with LLMs.
  • chrishayuk/mcp-cli: A command-line interface for interacting with Model Context Provider servers, enabling seamless communication with LLMs through a robust tool system and advanced conversation management.
  • aviz85/my-first-mcp: Facilitates natural language control of computer functions across macOS and Windows using Claude.
  • MarkusPfundstein/cmd-line-executor-MCP: Facilitates command line execution through an MCP server interface, returning execution results like stdout and status codes.