SSH-enabled protocol implementation with SQLite persistence, credential management, and robust remote command execution.

Unified Go toolkit offering mult-provider LLM access with MCP server, stateless and stateful chat, embeddings, tools, and a Telegram bot across Gemini, Claude, and Mistral.

Code-first automation toolkit for TypeScript enabling AI agents to perform real tasks with type-safe routes.

Rust MCP toolset with async multi-transport and type-safe messaging for robust model-runtime integrations.

This documentation is open source. We welcome feedback, suggestions, and PRs

Official Python SDK enabling agent-first auth, ephemeral credentials, and unified human-plus-agent authentication with OAuth 2.1 support.

Command-line tool to query OpenAI-compatible services, with local/remote integrations, prompts, images, and tool-based workflows.

Jira integration enabling LLMs to manage issues, sprints, workload, and standups with smart formatting and reliable retries.

Safe, protocol-driven Makefile target execution enabling LLMs to build, test, and explore diverse Makefiles with precise output capture.

Official AppSignal MCP server enabling real-time monitoring data access from AI editors with Docker-based setup and token authentication.

A Genkit-based sample demonstrating flows with Firebase Cloud Run 2nd gen, including image analysis, content analysis, chat generation, and maps integration.

AI-powered desktop automation with Python plugins, built for Windows, leveraging Ollama and Llama for smart automation.

AI-powered predictive maintenance & vibration fault diagnosis — bridging STEVAL-STWINBX1 IoT edge sensors and Claude via Model Context Protocol (MCP)

Autonomous multi-step tool chaining with streaming responses and MCP-integrated workspace automation.

Full-feature Primavera P6 XER analysis with 13 tools, 3 resources, and prompts for interactive schedule insights.

Bridge enabling SearXNG-powered searches through configurable transports with health checks, session handling, and secure web integration.

TypeScript-backed search tool for Pixabay that uses stdio with runtime validation and safe error handling, delivering structured, machine-usable results.

Unified integration for GeminiWatermarkTool featuring Claude-like and Codex-like entrypoints with a shared toolset for versatile watermark removal.

Embedded HTTP-enabled plugin for Sweet Home 3D enabling AI assistants to modify scenes via JSON-RPC.

A tool for unifying instructions, skills, and MCP servers for various coding agents.

MCP-native deployment platform. Any AI deploys to your servers.

Mockzilla is the Next Gen Mocking Tool API Server to easier create endpoints faster for MVPs with AI and MCP Tooling

Local-first MCP server for intelligent context that feeds your prompts

An Official Treasure Data MCP Server