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    One-call Australian weather plumbing for current and historical data — cited responses for practical analysis, not a data broker.
    7
    33 PyPI
    MIT
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    quality
    B
    maintenance
    Provides US weather forecasts, current conditions, alerts, earthquakes, elevation, and geocoding via keyless US-government data feeds. Enables AI agents to access real-time weather and geospatial data without API keys.
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A weather intelligence MCP server providing current conditions, forecasts, historical data, agricultural alerts, and severe warnings.
    3 npm
    MIT
  • A
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    B
    maintenance
    Provides current weather conditions and 5-day/3-hour forecasts for any location using OpenWeatherMap, accessible through natural language in MCP clients.
    7 npm
    1
    ISC
  • -
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    maintenance
    Retrieves current weather information for any location using the OpenWeatherMap API with configurable temperature units (Celsius or Fahrenheit).
    -
  • A
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    B
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    MCP server for SMHI weather data, providing current conditions, hourly and daily forecasts, and daily summaries for northern Europe.
    8
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that reads a file's embedded C2PA Content Credential to report whether it declares AI generation or a real-world capture, and checks whether that declaration's signature still verifies against the file's current bytes.
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides official Belgian weather data from the Royal Meteorological Institute (IRM/KMI), including current conditions, daily and hourly forecasts, and weather warnings.
    6
    MIT
  • A
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    quality
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    Enables AI agents and MCP clients to drive real Chrome, Edge, Brave, and Firefox browsers through native automation protocols. It exposes tools for navigation, page snapshots, form filling, clicks, screenshots, console/network inspection, and tab management.
    23
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents and software to detect ambiguous wording in text and receive location, category, explanation, and suggested clarification questions for each signal.
    1
    Apache 2.0
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    quality
    C
    maintenance
    Enables predictive maintenance for electric motors by analyzing stator current signals to detect faults like broken rotor bars, bearing defects, and eccentricity, using spectral and envelope analysis techniques.
    21
    45 PyPI
    9
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Seven keyless Earth-data tools for AI agents: live USGS earthquakes with time-window and magnitude filters, ISS position, current weather, Base gas price, and live-data postcards. One optional paid tool behind a fail-closed spend cap.
    7
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables retrieval of US weather data from the National Weather Service API, including active alerts for a state and five-period forecasts for a latitude/longitude.
    2
    0
    1
    ISC
  • A
    license
    B
    quality
    B
    maintenance
    Give any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports, batched execution. Android via ADB, iPhone via WebDriverAgent, on-device inference, Docker+KVM emulators. Works with Claude Code, Cursor, LangChain, LlamaIndex, and any MCP client. MIT.
    66
    132 PyPI
    390
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to synthesize typed MCP tool schemas at runtime, validate Python ASTs for unsafe imports, compile sandboxed callable handlers, and hot-plug them into an active MCP runtime. It provides a zero-dependency, standard-library-only MCP server for safe just-in-time tool creation and execution.
    7
    MIT
  • A
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    B
    maintenance
    Enables agents to optimize context-window attention by reordering retrieved documents so critical evidence lands at prompt boundaries, mitigating lost-in-the-middle degradation. It combines BM25 lexical scoring, dense vector similarity, reciprocal rank fusion, knowledge-graph expansion, and recency-decay memory caching, exposed as a zero-dependency MCP stdio server.
    7
    MIT
  • A
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    Not graded
    quality
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    maintenance
    A proof-of-concept MCP server that scopes GitHub tools to the current repository without filesystem access, using MCP roots to carry the repo identity.
    1
    MIT