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118,118 servers. Updated
20 Best Observability MCP Servers: compared and ranked, November 2026Ranked from 695 matching servers on stars, growth, downloads and maintenance. Updated .

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"A service for application performance monitoring and observability" matching MCP servers:

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  • F
    license
    A
    quality
    D
    maintenance
    An MCP server that enables querying performance review periods, records, details, and saving self-assessment drafts without final submission.
    4
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    A privacy-first MCP server for locally managing job, fellowship, and graduate-school applications. It offers tools for tracking application status, analyzing role fit, generating LaTeX CV/cover letters, interview prep, and discovering public jobs from ATS APIs.
    8
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables workplace self-service tasks such as directory lookup, time-off management, ticket creation, and policy search, with write operations governed and compensation changes structurally denied.
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage sync vs async tasks. It also offers reference tools for the Open and Async book's principles and coaching prompts.
    11
    91 npm
    51
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    A native Nextcloud app that exposes the instance as an MCP server so Claude and other MCP clients can read, search, and (with admin-granted permissions) edit files, notes, calendars, Deck cards, and Talk conversations. It runs inside Nextcloud with OAuth or app-password sign-in, applying each user's own Nextcloud permissions and admin-controlled per-operation grants.
    14
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    A standalone remote MCP server that lets AI clients read, search, post, schedule, and manage messages and files in Mattermost as each individual user through per-user OAuth, without requiring a plugin or Enterprise license. It keeps each user's Mattermost tokens server-side, enforces per-user permissions and API limits, and ships guard rails against duplicate or unintended posts.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.
    62
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables ChatGPT to work with a user's personal WPS cloud documents across Writer, Spreadsheets, Presentations, PDF, Smart Documents, Smart Forms, and Multi-dimensional Tables, performing authorized cloud operations and returning verifiable WPS links without local installation or an always-on computer.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to interact with Slack workspaces by listing channels, posting messages and thread replies, adding emoji reactions, retrieving channel history and thread replies, and inspecting user profiles. Supports both stdio and Streamable HTTP transports for flexible integration.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI agent to host a shared folder or join an invite link as a participant in a collaborative editing session, reading, editing, and writing the files the room shares. Runs the same sync engine and wire protocol as editor clients, so an agent and a person or another agent converge on the same documents and see each other's changes.
    10
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to read-only inspect an OmniFocus database, retrieving exact tasks and projects, Inbox roots, complete project hierarchies, tags, dates, notes and workload or review overviews. All access is read-only and bounded, with no mutation, write tools or sync triggers.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    AI job search and job application tracker. Search live jobs by title, location, salary, date posted, and remote or on-site, and see each one checked on real data: pay against market rates, ghost-job signals, visa sponsorship history, and how well it matches your resume. Check how hiring software reads your resume, track applications, set follow-up reminders, and get email alerts.
    1
    24
    443 npm
    ISC
  • A
    license
    Not graded
    quality
    A
    maintenance
    Connects to Microsoft OneNote desktop via COM API, exposing 27 tools for hierarchy, page CRUD, search, rich content, export, health checks, and more. Enables natural-language control of OneNote without API keys or embedded AI providers.
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables AI assistants to interact with Odoo ERP systems through natural language to search records, create entries, update data, and manage business operations. Supports secure authentication and configurable access controls for production environments.
    Mozilla Public 2.0