code-execution.md

💻 Code Execution

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

• 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.
• chrisjmendez/mcp_quickstart: Facilitates secure local Claude brain setup using Docker, SQLite, and uvx for MCP-style queries.
• Dangoron/defillama-mcp: Facilitates the execution of DeFiLlama data processing scripts through an MCP server configuration.
• 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.
• fgh23333/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
• 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.
• albeorla/mcp: Aerith Admin MCP server facilitates RBAC dashboard application development with browser automation, integrating seamlessly with Cursor IDE.
• 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.
• devdanks/mcp-server: Showcases reference implementations of MCP servers, demonstrating secure and controlled access for LLMs to various tools and data sources.
• 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.
• cluffa/julia-runner: Facilitates interaction with Julia by executing code, managing packages, and retrieving documentation.
• 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.