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maintenanceEnables deterministic verification for AI assistants by executing Python code that uses symbolic engines like SymPy and Z3 for math, logic, and code analysis.
Last updated
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Apache 2.0
Code Execution
Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.
MCP ServersBrowse all →
SAS MCP Serverofficial
AlicenseAqualityBmaintenanceEnables execution of SAS code on SAS Viya compute environments with OAuth2 authentication. Allows users to run SAS programs and retrieve execution results including logs and output through the Model Context Protocol.Last updated6820Apache 2.0- AlicenseAqualityDmaintenanceWraps Anthropic Claude Code CLI as tools, allowing MCP clients to invoke headless Claude Code sessions.Last updated2222MIT
Doris MCP Serverofficial
AlicenseAqualityCmaintenanceBackend 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 updated8312Apache 2.0
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 updated729MIT- AlicenseAqualityBmaintenanceA Model Context Protocol server providing utility tools for development and testing, offering functionalities like personalized greetings, random card drawing, and datetime formatting with an extensible architecture.Last updated41945018MIT
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 updated2681MIT- AlicenseBqualityBmaintenanceA Python MCP server that allows programmatic interaction to find torrents programmatically on ThePirateBay, Nyaa and YggTorrent.Last updated4325PythonMIT
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
Kilntainersofficial
AlicenseAqualityFmaintenanceMCP server to give every agent an ephemeral Linux sandboxes for executing shell commands.Last updated145MIT- AlicenseAqualityFmaintenanceA 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 updated1439489JavaScriptMIT
- AlicenseAqualityBmaintenanceA Model Context Protocol (MCP) server that allows AI agents to generate smart contracts using OpenZeppelin Contracts libraries.Last updated2654293AGPL 3.0
- AlicenseAqualityFmaintenanceThe Atla MCP Server provides a standardized interface for LLMs to interact with the Atla API for state-of-the-art LLMJ evaluation.Last updated217MIT
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 updated242MIT
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 updated74112MIT
Requestly MCP Serverofficial
AlicenseAqualityDmaintenanceA 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 updated8135MIT
groq-compound-mcp-serverofficial
AlicenseAqualityCmaintenanceEnables interaction with Groq models, including compound models, through tools for asking questions with real-time information and code execution.Last updated21,50653MIT- AlicenseAqualityAmaintenanceA 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 updated1328MIT
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Dumpling AI MCP Serverofficial
AlicenseCqualityDmaintenanceIntegrates with Dumpling AI to provide data scraping, content processing, knowledge management, and code execution capabilities through tools for web interactions, document handling, and AI services.Last updated2273131MIT- AlicenseAqualityBmaintenanceJungle 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 updated8203MIT
Code Ocean MCP Serverofficial
AlicenseBqualityDmaintenanceProvides 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- AlicenseAqualityAmaintenanceOpen-source TypeScript/Python → Swift compiler for Apple platforms. AI agents write 5–15× less code to generate App Intents, SwiftUI views, WidgetKit widgets, and full apps. MCP server with 6 tools for scaffolding, compiling, validating, and browsing templates.Last updated13681012Apache 2.0
globus-mcpofficial
AlicenseAqualityCmaintenanceMCP server enabling LLMs to manage Globus data transfers and compute tasks.Last updated109Apache 2.0
colab-mcpofficial
AlicenseAqualityDmaintenanceBridges a local agent to a Colab session in the browser, enabling seamless interaction with Colab from local clients.Last updated1718Apache 2.0- Apache 2.0
- AlicenseAqualityBmaintenanceA Model Context Protocol server that provides basic mathematical and statistical functions to LLMs, enabling them to perform accurate numerical calculations through a simple API.Last updated21345162MIT
Teradata MCP Serverofficial
AlicenseAqualityAmaintenanceA server providing tools for querying and analyzing Teradata databases, including database management, data quality assessment, and SQL execution capabilities through an MCP interface.Last updated4752MIT- MIT
- AlicenseAqualityAmaintenanceMCP server for executing shell commands with automatic RTK token reduction, persistent caching, and execution logging.Last updated28381MIT
MCP ConnectorsBrowse all →
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.
Precision math engine for AI agents. 203 exact methods. Zero hallucination.
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.
Proof and repair for Apple coding agents: validate Swift, run Xcode evidence, and repair failures.
Scientific compute for AI agents: symbolic, numerical, quantum, chemistry, ODE. Paid via x402.
AI-agent verifier: verdict committed before the outcome graded against it; /review, /ledger.
AI access to Quadratic spreadsheets: open files, run Python/SQL, query connected databases.
MCP server for Klever blockchain smart contract development.
Pay-per-call MCP tools via x402 USDC: ZAR prices, data extraction, Python sandbox, SA flights.
Docs for hot-module-reload and reactive programming for Python (`hmr` on PyPI)
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.
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
Automate cloud Chrome—navigate, click, type, screenshot, run code, record screen video
Authenticated async Fable 5 Agent agent with status polling and artifact results.
Provides access to TakeProfit.com's Indie documentation and tooling — a Python-based scripting language for building custom cloud indicators and trading strategies on the TakeProfit platform.
Anima MCP connects your AI coding assistant directly to Anima Playground. It bridges the gap between PM prototypes and production code.
run any ai model. compose agents, stack knowledge, connect tools. one api, pay per run.
Pay-per-call NEXUS-0 sandboxed cells via x402: USDC on Solana or RLUSD on XRPL. No account or key.
MCP server for Superserve sandboxes: create, exec, and manage Firecracker microVMs