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117,191 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
    license
    C
    quality
    D
    maintenance
    Production-ready MCP server enabling AI assistants to interact with Braze's customer engagement platform, offering 92 tools for user management, messaging, campaigns, analytics, email/SMS, catalogs, and SCIM provisioning.
    92
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables Claude Desktop to answer natural-language questions about customers by exposing search, profile, order history, status filter, and spend statistics tools backed by local mock data, with a single-file swap path to Oracle AI Agent Studio later.
    5
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    An enterprise-ready MCP server that provides persistent sentiment analytics, churn prediction, and automated risk alerting for customer conversations. Enables Claude to track sentiment trends, detect at-risk customers, generate reports, and maintain historical context across interactions.
    -
  • A
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    A
    quality
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    maintenance
    An open-source MCP server that wraps the Shopline Open API into 143 AI-callable tools for e-commerce data analysis, enabling AI agents to query orders, products, inventory, customer behavior, and promotions from Shopline stores through natural language.
    100
    20
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Integrates Apollo.io's B2B sales platform with Claude AI, enabling prospect search, contact enrichment, email sequence management, list analytics, and sales intelligence operations through natural conversation.
    19
    27 npm
    1
    MIT
  • F
    license
    C
    quality
    F
    maintenance
    Enables comprehensive integration with Mautic marketing automation platform, providing contact management, campaign automation, email operations, form management, analytics, and content management through natural language commands.
    68
    4 npm
    34
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive MCP server for Bitrix24 CRM integration that enables AI agents to manage contacts, deals, tasks, leads, and companies. It also provides advanced tools for sales team monitoring, performance analytics, and automated CRM search capabilities.
    2 npm
    -
  • A
    license
    A
    quality
    A
    maintenance
    An unofficial, read-only MCP server for Mercury business banking. It holds one read-only API token per organization, so a single AI session can work across several Mercury organizations; Mercury's own connector binds one organization per connection.
    24
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Read-only, PII-masked MCP server for querying data federated through DuckDB — list sources/tables, inspect schemas, and run SQL across Postgres, MySQL, SQLite, Snowflake, BigQuery, Excel, and files, governed per source/table/column by a charter.yaml contract. Snowflake, BigQuery, Excel, and files, governed per source/table/column by a charter.yaml contract.
    6
    106 PyPI
    16
    Apache 2.0
  • A
    license
    A
    quality
    D
    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
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to enrich contacts and build audiences via the YourICP API. Provides tools to set an API token, submit contact lookups by email or LinkedIn URL, and poll for enrichment results.
    3
    68 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to perform comprehensive person and company lookups by integrating directly with the Lusha API for business contact enrichment. It provides tools for bulk contact identification via LinkedIn URLs, emails, or names, alongside detailed company information retrieval.
    8
    133 npm
    6
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Intelligence layer for AI that enables querying across revenue, errors, identity, and analytics layers in plain English, returning rendered charts and dashboards.
    11
    78 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for Adobe Customer Journey Analytics, enabling AI-powered analytics queries including reports, breakdowns, trends, and dimension searches through Claude and other MCP clients.
    16
    28 PyPI
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Read-only MCP server for Pipedrive that provides a digest-ready sales queue with overdue follow-ups, due today activities, and deals missing next action.
    4
    66 npm
    MIT