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116,860 servers. Updated
20 Best Observability MCP Servers: compared and ranked, November 2026Ranked from 684 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    Self-hosted MCP servers that let Claude, ChatGPT, or any MCP client answer questions about your own Google Maps data — where you were at a given moment, visits to specific places, dwell time, trips, distance traveled by mode, and your current position from a live feed. All tools are read-only and gated behind OAuth 2.1 tokens with configurable precision, so credentials and coordinates never leave your server.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP-native enterprise operations platform that unifies team management, product catalog, order processing, knowledge base, location intelligence, analytics, and DevOps monitoring into a single server accessible from any MCP-compatible AI agent.
    198 npm
    MIT
  • A
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    quality
    B
    maintenance
    Enables discovery and querying of UK public data for infrastructure, geology, and preliminary ground investigations, including boreholes, environmental monitoring, planning, mapping, and traffic, plus cited desk studies and ground-investigation gap planning.
    MIT
  • A
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    A
    quality
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    maintenance
    Enables users to check Google organic, map pack, and local finder positions for keywords across specified locations, returning per keyword/location rows with ratings, competitors, and rank changes. It runs searches from each location via Apify and can track history with a state key.
    1
    62 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server platform enabling agents to self-register and access geo MCP tools (read-only geo_entities) plus hello ping services via a public MCP endpoint.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%
    4
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables natural language search and retrieval of data from Japan's Ministry of Land, Infrastructure, Transport and Tourism (MLIT) Data Platform, including location-based queries, attribute filtering, and data visualization capabilities.
    18
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Provides read-only query tools over OpenStreetMap data in PostGIS, enabling natural language queries for features, categories, and spatial analysis.
    7
    -
  • A
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    quality
    B
    maintenance
    Enables MCP-capable clients to query verified physical context through location sensing, operability checks, and domain listing, while preserving evidence provenance and explicitly reporting unavailable inputs.
    Apache 2.0
  • A
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    Not graded
    quality
    C
    maintenance
    MCP server for AI-native restaurant discovery with three-tier search (verified, menu_indexed, discovered), Menu Protocol menus, and structured menu validation.
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to score a Bangalore address against hard home-buying gates for commute, hospital access, schools, and market risk, and to retrieve growth corridors, hospital quality, and school shortlists through read-only tools.
    MIT
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    A
    quality
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    maintenance
    Search for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe, Northamerica, Southamerica, Asia, Oceania) • Quality & demand scoring for every business • Ranking based on real user click-through data • No API key needed, free access • Rate limit: 500 requests/hour per IP
    6
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query curated spatial data about Colorado rockhounding, including finding vacant mining claims near mineral occurrences and checking land access at coordinates.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables a local Grok Bot to talk to the unofficial MySubaru API over stdio, supporting vehicle status, locate, tire pressure, fuel, odometer, climate presets, and explicit lock/unlock/remote start actions without exposing secrets.
    1
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.
    5
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  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    Search for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe, Northamerica, Southamerica, Asia, Oceania) • Quality & demand scoring for every business • Ranking based on real user click-through data • No API key needed, free access • Rate limit: 500 requests/hour per IP
    -
  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that provides LLM Agents with a comprehensive toolset for IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.
    5
    243 npm
    19
    Apache 2.0
  • A
    license
    A
    quality
    F
    maintenance
    Provides authoritative astronomical data including moon phases, solar eclipses, and sun/moon rise and set times using the US Navy API or offline Skyfield calculations. It enables users to query Earth's seasons and celestial events for any location and date.
    8
    1
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for Chelaile realtime public transit data in China, including bus and metro arrivals, vehicle positions, nearby stops, timetables, and route planning. It runs locally over stdio with no login or account configuration required.
    15
    7,220 npm
    34
    MIT