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116,870 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
    An MCP-powered AI agent that audits your Gmail for recurring subscriptions, detects silent price increases, and flags unused services.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables a Claude Code agent to drive Big Interview ResumeAI locally over stdio, exposing six tools for checking auth status, listing, starting, monitoring, retrieving feedback for, and deleting resume scans. Every call returns structured success or error payloads for reliable agent workflows.
    6
    2
    MIT
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    license
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    quality
    C
    maintenance
    Enables AI assistants to query, analyze, and discover FileMaker database schemas via OData v4, with pandas-powered analytics for efficient data summaries.
    13
    10
    GPL 3.0
  • A
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    quality
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    maintenance
    Enables management of Kylas CRM lead operations, including creating leads, searching and filtering records, and resolving user, product, or pipeline IDs. It provides specialized tools for monitoring idle leads and accessing lead schema instructions through natural language.
    8
    MIT
  • F
    license
    A
    quality
    F
    maintenance
    Provides policy-based access control, incident tracking, and compliance monitoring to govern AI agent behavior. It enables organizations to enforce security rules and maintain audit trails by validating agent actions against trust levels and pattern-based policies.
    6
    1
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  • A
    license
    A
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    maintenance
    Enables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion, and training-free predictions.
    12
    28 PyPI
    34
    MIT
  • F
    license
    A
    quality
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    maintenance
    Provides tools for Synology NAS operations (login, file management) and Chrome browser history/bookmark retrieval.
    4
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables interaction with the Kion platform for cloud cost management, governance, and compliance through natural language.
    2
    15 PyPI
    7
    MIT
  • F
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    A
    quality
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    maintenance
    COS-MCP is an MCP server that provides AI-powered organizational continuity planning. It maintains a knowledge graph of employees, systems, projects, and relationships, and exposes tools, resources, and prompts for knowledge graph visualization, risk analysis, employee transition planning, and organizational knowledge base queries.
    12
    -
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for the Oanda v20 REST API enabling forex/CFD trading account management, market data retrieval, and order/trade operations with a read-first design and practice environment by default.
    22
    2
    MIT
  • F
    license
    A
    quality
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    maintenance
    A demo MCP server exposing billing operations (invoices, customers) with no built-in safety, designed as a test target for NitroWatch governance. It allows reading, sending, archiving, and permanently deleting accounts/invoices without confirmation.
    5
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables conversational access to the VerifyAX agent-evaluation platform, exposing tools for agent evaluation workflows through natural language.
    14
    1
    Apache 2.0
  • A
    license
    A
    quality
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    maintenance
    Connects MCP-compatible AI clients to a MITRE Caldera adversary emulation platform, enabling natural language construction of attack scenarios, agent inspection, and operation management.
    18
    24 PyPI
    Apache 2.0
  • A
    license
    A
    quality
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    maintenance
    Provides AI assistants with direct access to the complete Godot Engine documentation, including classes, tutorials, and features. It enables developers to retrieve and analyze official documentation through natural language interfaces using the Model Context Protocol.
    2
    MIT
  • A
    license
    A
    quality
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    maintenance
    Provides LLM access to the Event Monitoring System (EMS) API for comprehensive flight data analytics and monitoring. It enables users to query flight records, retrieve time-series analytics, and explore aircraft assets or database hierarchies.
    10
    MIT
  • F
    license
    A
    quality
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    maintenance
    An MCP server that enables Claude Code to create, manage, and search Anki flashcards directly from the terminal. It supports batch card creation, deck statistics retrieval, and synchronization with AnkiWeb for cross-platform review.
    8
    -
  • A
    license
    A
    quality
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    maintenance
    An OpenOCD debug MCP server that manages debugging targets and sessions by reusing VS Code launch configurations. It enables firmware flashing, GDB command execution, and real-time status monitoring of embedded systems.
    8
    10
    MIT
  • A
    license
    A
    quality
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    maintenance
    MCP server enabling AI agents to explore SAP HANA schemas, execute SQL with guardrails, and access database metadata, monitoring, and business domain semantics.
    44
    288 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    RunBeacon is an MCP server that turns long-running local and SSH commands into tracked jobs. It provides event-driven monitoring, a live dashboard, and a resident daemon for reliable execution and cancellation.
    21
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Python MCP server that enables AI assistants to manage Todoist tasks and projects through the Model Context Protocol. It supports full CRUD operations for tasks and projects, including support for nested projects and Todoist's advanced filter syntax.
    11
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server that enables a coordinator AI agent to spawn, control, and supervise local coding agents with interactive gating for high-risk operations.
    10
    9 npm
    MIT
  • F
    license
    A
    quality
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    maintenance
    A calculator-focused MCP server built with NitroStack, providing tools, resources, and prompts for arithmetic operations.
    14
    -
  • F
    license
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    maintenance
    A FastMCP-based server providing a comprehensive toolset for the RunningHub AI application platform. It enables users to configure nodes, upload media, submit AI tasks, and manage task execution and results through persistent storage.
    8
    2
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