"How to run Docker and view logs" matching MCP connectors:

Proves AI-generated Python does what you asked: lint, types, security, sandbox run, exact fixes.

Proof and repair for Apple coding agents: validate Swift, run Xcode evidence, and repair failures.

Generate a Flutter app from a JSON spec free; pay only for the compiled APK (USDC on Base).

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)

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

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.

Automate cloud Chrome—navigate, click, type, screenshot, run code, record screen video

Pay-per-call DNS/TLS truth and npm/PyPI breakage checks via x402. No account or API key.

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.

Personal assistant MCP server with search, execute, packages, jobs, secrets, and integrations.

Authenticated async Fable 5 Agent agent with status polling and artifact results.

cdbx MCP server for Experiments, Projects, and sandboxed code execution (Python, Go, C#, Rust).

Run, build, and validate firmware on virtual hardware from your AI agent. Hardware knowledge corpus.

MCP server for Superserve sandboxes: create, exec, and manage Firecracker microVMs

run any ai model. compose agents, stack knowledge, connect tools. one api, pay per run.