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    MCP server that exposes Ansible modules to AI agents with a search-schema-check-execute workflow, enabling safe ad-hoc runs via check mode by default. It provides tools to search modules, fetch schemas, run modules, and list collections.
    5
    Apache 2.0
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    Enables semantic search and analysis of customer support tickets. Provides tools to search tickets, analyze the dataset, and retrieve individual tickets using natural language.
    3
    MIT
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    Scrape any webpage and return clean markdown, HTML, or structured JSON. Bypasses anti-bot protection, renders JavaScript (React/Vue/Angular), supports premium residential proxies and CSS extraction. Works with any MCP client — no local install required.
    1
    708
    19
    MIT
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    Deterministic AI safety policy engine with Z3 formal verification. Write, verify, simulate, and enforce machine-verifiable safety constraints for AI agents. Completely outside the LLM.
    6
    15
    Apache 2.0
  • F
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    An MCP server that enables natural language querying and troubleshooting of Kubernetes clusters, supporting multi-cluster switching and providing tools for pods, nodes, events, and logs.
    8
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    A stateless RSS competitive-intelligence MCP server that fetches and filters RSS/Atom feeds by keywords, deduplicates, and sorts by recency to return a focused digest.
    3
    MIT
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    Enables AI-powered music composition and synthesis by generating Pure Data patches, VCV Rack modules, and MIDI controller mappings through natural language.
    10
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    4
    MIT
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    A headless web-scraping MCP server built on Scrapy, providing tools for polite fetching, CSS/XPath extraction, link/table extraction, sitemap and robots.txt reading, and bounded asynchronous crawls.
    10
    MIT
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    Read-only MCP server for InfluxDB v1 that lets Claude query and explore time-series data using InfluxQL.
    7
    MIT
  • A
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    Converts a Figma file into a React project using Ant Design, AG Grid, ApexCharts, and Tailwind CSS, with optional export of mobile screens as a React Native (Expo) app.
    7
    24
    MIT
  • A
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    A local-first MCP preflight system to help AI inspect Python repositories before generating code, enabling reuse, extend, or create decisions. Currently in early development with only foundational modules implemented.
    4
    MIT
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    Provides Python refactoring capabilities via the Rope library, enabling AI agents to perform safe, project-wide code transformations such as renaming symbols, moving modules, and extracting methods.
    10
    1
    MIT