MCP Server for WinDbg Crash Analysis

Azure AI Foundry MCP Server

Enables interaction with Azure AI Foundry services for model exploration, deployment, and performance evaluation. It provides tools for managing knowledge bases via AI Search Service, executing fine-tuning jobs, and orchestrating AI agents through natural language.

MCP LLMS-TXT Documentation Server

Provides controlled access to llms.txt documentation files through MCP tools, allowing AI assistants to fetch and read documentation from user-approved domains with full audit visibility of tool calls and context retrieval.

MCP Solver

An MCP server that enables Large Language Models to interactively create, edit, and solve constraint models using backends like MiniZinc, Z3, PySAT, and Clingo. It bridges natural language with symbolic reasoning for solving complex logical, SAT, SMT, and optimization problems.

mcp2mqtt

An MCP server that bridges the physical world and AI models by enabling natural language control of IoT hardware via the MQTT protocol. It supports real-time device monitoring, command publishing, and response handling for seamless integration between AI clients and physical devices.

Meta Ads MCP

Enables AI-powered analysis, management, and optimization of Meta advertising campaigns across Facebook and Instagram, including performance insights, budget optimization, and creative testing.

Apache Airflow MCP Server

An MCP server that wraps the Apache Airflow REST API, enabling clients to manage DAGs, monitor task instances, and handle workflows through a standardized interface. It provides comprehensive access to Airflow features including DAG runs, variables, connections, and XComs.

Shell Exec

Execute bash commands with background job support.

ai.aliengiraffe/spotdb

Ephemeral data sandbox for AI workflows with guardrails and security

ai.autoblocks/contextlayer-mcp

Personal context management for AI assistants

io.github.zenml-io/mcp-zenml

MCP server for ZenML - browse stacks, pipelines, runs, artifacts & trigger pipeline runs via API

app.scfcontrolsplatform/mcp-server-scf

MCP server for the SCF Controls Platform — 72 tools for controls, evidence, risk, and TPRM.

JS Reverse MCP

An MCP server for JavaScript reverse engineering that enables AI to perform browser debugging, script analysis, and automated hook injection. It streamlines complex workflows like deobfuscation, network tracing, and risk assessment through direct browser integration.