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  • A
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    An MCP server that provides AI assistants with real-time access to Inductive Automation Ignition documentation, enabling accurate answers on Ignition-specific topics by searching live docs and fetching full pages.
    3
    MIT
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    license
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    quality
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    An MCP server for auditing automation health, finding failures, stale logs, and non-functional endpoints that report success while quietly failing.
    7
    MIT
  • F
    license
    B
    quality
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    maintenance
    Enables AI assistants to evaluate business processes for automation by collecting discovery answers, calculating labor costs, scoring automation potential, and saving completed audits to a local SQLite database.
    8
    -
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    MCP server for Inductive Automation Ignition, enabling AI assistants to browse and write tags, query history and alarms, manage projects, and deploy Perspective views through natural language.
    43
    1
    MIT
  • A
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    Enables AI agents to integrate with IBM Business Automation Workflow by exposing workflow REST services as MCP tools, allowing natural language interaction with business automation capabilities.
    10
    Apache 2.0
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    quality
    D
    maintenance
    Enables AI assistants to interact with B\&R Automation Studio projects by building code, running ARsim simulators, and reading or writing OPC UA variables. It facilitates industrial automation development and real-time variable integration through natural language commands.
    13
    MIT
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    maintenance
    Lets an LLM like Claude inspect and control an automation job queue — list jobs, check status, trigger new runs, retry failures, and pull queue-wide stats through natural language.
    MIT
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    quality
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    maintenance
    MCP-RoCQ integrates with the Coq proof assistant to enable automated dependent type checking, inductive type definitions, and property proving through XML protocol communication.
    10
    MIT
  • F
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    quality
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    maintenance
    Enables LLM clients to browse and manage VCF Automation projects, catalog items, and deployments through MCP tools, including provisioning, day-2 actions, and deleting infrastructure.
    -
  • F
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    quality
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    maintenance
    MCP-compatible backend that automates ServiceNow incident handling via Microsoft 365 Copilot, offering tools for incident analysis, automation, and job status retrieval.
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    Enables AI-powered web browsing automation using Google's Gemini 2.5 Computer Use API. Allows agents to navigate websites, click buttons, fill forms, and extract information through natural language commands with real-time progress tracking.
    7
    MIT