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113,687 servers. Updated
20 Best PDF MCP Servers: compared and ranked, October 2026Ranked from 2,029 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    A
    maintenance
    Enables read-only querying of Azure Log Analytics and Azure Resource Graph through MCP, supporting KQL queries, workspace discovery, and resource inventory exploration with Azure RBAC authentication.
    11
    527 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes a metrics query API to AI assistants, allowing them to issue queries and interact with the server's tools such as ping.
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables querying and searching logs from Kibana (ELK stack) via MCP, with support for project-based data views, trace ID correlation, and log expansion.
    -
  • A
    license
    A
    quality
    F
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to analyze ROS2 log files across multiple nodes by merging them into a unified timeline and providing smart query tools, without requiring ROS2 installation.
    11
    4
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    A specialized diagnostic framework that enables AI models to self-diagnose and fix MCP-related issues by analyzing logs, validating configurations, testing connections, and implementing solutions.
    9
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A read-only MCP server for BorgBackup that lets AI agents query backup status, repository info, archive listings, and prune previews without modifying or destroying backups.
    1
    BSD 3-Clause
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables LLMs to analyze logs by extracting patterns, redacting secrets, and providing token-efficient summaries from files, Docker containers, or journald.
    21 PyPI
    5
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Exposes configured log files as MCP tools, enabling agents to list, query, and follow logs from local and SSH sources.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes knowledge retrieval to AI tools over MCP with dense, sparse, and hybrid search, RRF fusion, configurable reranking, and modular ingestion of PDF/Markdown documents including image captioning. It also provides query tracing and Ragas-based evaluation so pipelines can be swapped, debugged, and tested independently.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Query your Surfa Analytics data using natural language through Claude Desktop, ChatGPT, or any MCP-compatible client. Turn your analytics into insights with AI.
    3
    MIT