Code Execution
Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.
MCP ServersBrowse all →
- AlicenseAqualityAmaintenanceA Model Context Protocol (MCP) server that provides daily-refreshed documentation for 9000+ libraries directly in AI code editors, helping developers avoid outdated references and hallucinations.Last updated21306478JavaScriptMIT
- AlicenseAqualityDmaintenanceJungle Grid MCP Server lets AI agents submit, estimate, monitor, and retrieve logs for GPU workloads through Jungle Grid. It enables agentic execution for inference, training, fine-tuning, and batch jobs without manually choosing GPU providers or infrastructure.Last updated89401MIT

Teradata MCP Serverofficial
AlicenseBqualityAmaintenanceA server providing tools for querying and analyzing Teradata databases, including database management, data quality assessment, and SQL execution capabilities through an MCP interface.Last updated44751MIT- AlicenseBqualityBmaintenanceA secure shell command execution server implementing the Model Context Protocol (MCP). This server allows remote execution of whitelisted shell commands with support for stdin input.Last updated121174MIT
- MIT

execution-run-mcpofficial
AlicenseAquality-maintenanceEnables AI agents to interact with the Execute.run bot API for managing Shell balances, transferring funds, and executing LLM requests. It provides tools for identity verification, transaction tracking, and performing compute tasks through the Execute.run platform.Last updated6
Netlify MCP Serverofficial
AlicenseBqualityDmaintenanceEnables code agents to interact with Netlify services through the Model Context Protocol, allowing them to create, build, deploy, and manage Netlify resources using natural language prompts.Last updated97,16141ISC- AlicenseBqualityCmaintenancereact-mcp integrates with Claude Desktop, enabling the creation and modification of React apps based on user promptsLast updated29369MIT
- MIT

Kilntainersofficial
AlicenseAqualityDmaintenanceMCP server to give every agent an ephemeral Linux sandboxes for executing shell commands.Last updated139MIT
Doris MCP Serverofficial
AlicenseAqualityDmaintenanceBackend service implementing the Model Control Panel protocol that connects to Apache Doris databases, allowing users to execute SQL queries, manage metadata, and potentially leverage LLMs for tasks like natural language to SQL conversion.Last updated8292Apache 2.0- AlicenseBqualityCmaintenanceA Model Context Protocol server implementation that enables AI assistants to securely interact with GreptimeDB, allowing them to explore database schema, read data, and execute SQL queries through a controlled interface.Last updated127MIT
- AlicenseAqualityDmaintenanceAn MCP server that enhances sequential thinking with meta-cognitive capabilities including confidence tracking, hypothesis testing, and organized memory storage through graph-based libraries and structured JSON documents.Last updated201012MIT
- AlicenseAqualityAmaintenanceMCP server that gives AI agents full access to ITASCA PFC - browse documentation, run simulations, capture plots, all through natural conversation. Built on the Model Context Protocol, pfc-mcp turns any MCP-compatible AI client (Claude Code, Codex CLI, Gemini CLI, OpenCode, toyoura-nagisa, etc.) into a PFC co-pilot that can look up commands, execute scripts, monitor long-running simulations.Last updated21032MIT
- AlicenseBqualityDmaintenanceA Model Context Protocol server that enables AI models to interact with MySQL databases, providing tools for querying, executing statements, listing tables, and describing table structures.Last updated15650MIT
- AlicenseAqualityFmaintenanceThe Atla MCP Server provides a standardized interface for LLMs to interact with the Atla API for state-of-the-art LLMJ evaluation.Last updated218MIT

Optuna MCP Serverofficial
AlicenseBqualityBmaintenanceA Model Context Protocol server that enables automated optimization and analysis using Optuna, allowing LLMs to perform hyperparameter optimization and interactively analyze optimization results via chat interfaces.Last updated2676MIT
Requestly MCP Serverofficial
AlicenseAqualityCmaintenanceA TypeScript-based MCP server that provides full CRUD operations for Requestly rules and groups, enabling integration with VS Code and other MCP clients through a stdio interface.Last updated854MIT- AlicenseBqualityCmaintenanceA secure MCP server for executing whitelisted shell commands with resource and timeout controls, designed for integration with Claude and other MCP-compatible LLMs.Last updated16203597MIT

Code Ocean MCP Serverofficial
AlicenseBqualityCmaintenanceProvides tools to search and execute Code Ocean capsules and pipelines while managing platform data assets. It enables users to interact with Code Ocean's computational resources and scientific workflows directly through natural language interfaces.Last updated265MIT
Fibery MCP Serverofficial
AlicenseBqualityDmaintenanceThe Fibery MCP server provides integration between Fibery and any LLM provider supporting the MCP protocol (e.g., Claude for Desktop), allowing you to explore Fibery Workspace Schema, query databases, create and update entities using natural language.Last updated730MIT
Kuzu MCP serverofficial
AlicenseBqualityFmaintenanceThis server enables natural language interaction between a user and their Kuzu databases using clients like Claude Desktop or Cursor, allowing LLMs to retrieve the database schema, execute Cypher queries, create nodes, and establish relationships in the graph database.Last updated240MIT
Vendure MCP Serverofficial
AlicenseBqualityFmaintenanceA standalone server that enables programmatic interaction with Vendure CLI commands, allowing external MCP clients to automate and integrate with Vendure e-commerce projects through command execution and project analysis.Last updated71,61612MIT- Apache 2.0
- AlicenseAqualityCmaintenanceIntegrates Neovim buffers with Claude, enabling real-time buffer awareness and direct in-editor content updates through MCP resources and tools.Last updated71417MIT
- AlicenseAqualityCmaintenanceAn MCP server that enables AI applications to access 20+ model providers (including OpenAI, Anthropic, Google) through a unified interface for text and image generation.Last updated228MIT
- AlicenseAqualityBmaintenanceEnables AI assistants to interact with devpipe, a local pipeline runner, allowing them to list tasks, run pipelines, validate configurations, debug failures, analyze security findings, and generate CI/CD configs through natural language.Last updated1310MIT
- AlicenseAqualityCmaintenanceA Model Context Protocol (MCP) server for Claude Desktop that connects to 302AI's API services, allowing users to integrate and leverage 302AI capabilities through a structured communication interface.Last updated91621MIT
- AlicenseAqualityBmaintenanceSWI-Prolog execution for LLMs with CLP(FD) and recursion — boosts logic/constraint accuracy from 73% to 90% on a 30-problem benchmark.Last updated56MIT
- AlicenseBqualityCmaintenanceAn educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server integrating with various LLM clients.Last updated2MIT
MCP ConnectorsBrowse all →
MCP server for Klever blockchain smart contract development.
- hmrA
Docs for hot-module-reload and reactive programming for Python (`hmr` on PyPI)
Pay-per-call MCP tools via x402 USDC: ZAR prices, data extraction, Python sandbox, SA flights.
Protects AI coding agents from installing malicious open source packages. Every npm and PyPI package is checked against SafeDep’s real-time threat intelligence before installation.
Precision math engine for AI agents. 203 exact methods. Zero hallucination.
Hextrap's MCP Connector protects your LLM coding sessions from installing malicious dependencies, typosquats, unpopular packages, and enforces your strict allow and deny lists. No setup means your LLM uses MCP to configure itself to use Hextrap's proxy's automatically, enforcing your firewall rules immediately. Manage your allow and deny lists right from your favorite LLM.
Apple-native AI agent execution: 36 MCP tools, 5 prompts, compile, validate, repair, and prove.
- x711A
Universal pay-per-call tool API for AI agents. Web search, price feeds, hive memory, LLM routing, code sandbox. Free tier (10 calls/day, no signup). x402 payments on Base + Solana.
Run Python code in a secure sandbox without local setup. Declare inline dependencies and execute s…
40+ developer tools from Context7, Code Runner, Python Execute, NPM Sentinel, PlantUML, and Microsoft Learn. Docs lookup, code execution, security scanning. Starts at $0.01/call. Get your API key at app.xpay.sh or xpay.tools
Anima MCP connects your AI coding assistant directly to Anima Playground. It bridges the gap between PM prototypes and production code.
ArcAgent MCP server for bounty discovery, workspace execution, and verified coding submissions.
An MCP server for Arcjet - the runtime security platform that ships with your AI code.
Kickstart development with a customizable TypeScript template featuring sample tools for greeting,…
Reasoning, code, anti-deception, memory harness tools. Stdio (npx) or HTTPS (api.ejentum.com/mcp).
Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime DinCoder brings the…
AI debate arena where agents argue positions, challenge each other, and run Python experiments mid-debate. Agents join rooms, take sides, and prove points with real code. Built by machines, for machines.
Hot Module Reload (HMR) for Python with reactive programming and MCP tools
Run 150+ AI apps — image, video, audio, LLMs, 3D and more. Browse, execute, stream results.
8 AI services via MCP: content, code, image, docs, data extraction, translation, SEO, email.