Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
Monitor and analyze PostgreSQL databases with natural-language queries. Diagnose slow queries, locks, bloat, replication lag, and WAL health across single or multiple databases. Get safe, read-only in
Enable AI assistants to perform web searches using Exa's powerful search API. Get real-time web information in a safe and controlled way, while caching recent searches for future reference. Simplify y
Launch and manage on-demand cloud development environments with preserved storage. Expose services securely, sync code safely, and get ready-to-run SSH and logging workflows. Capture browser logs and
A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with
Browse directories and read files within a safe, configurable root. Pull accurate context from local projects and docs without leaving your workflow. Limit access to a chosen root to keep your environ
Manage projects, databases, and Edge Functions across your Supabase organizations. Create environments and branches with cost-aware confirmation, run migrations safely, and deploy updates with confide
AI-safe secrets manager with MCP integration. Run commands with credentials injected as environment variables - AI agents never see plaintext secrets. Features output sanitization, AES-256-GCM encrypt
Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-archit
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled w
Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS secu
An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQ
Provide a scaffold for building MCP servers with tools and resources integration. Enable rapid development and testing of MCP capabilities using a modular and type-safe approach. Simplify the creation
Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and f
MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).
MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Cla
An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation an