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  • A
    license
    Not graded
    quality
    B
    maintenance
    It enables agents to discover Rapid7 InsightIDR log sets and logs, run LEQL searches and analytics, and follow paginated results for natural-language investigations.
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    MCP server for read-only investigation of Aliyun SLS logs fixed to cn-beijing/taient-rpa/node-rpa. Exposes search_logs, get_context_logs, and check_connection tools with a guided investigation skill.
    3
    -
  • 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
    Not graded
    quality
    A
    maintenance
    Behavioral trust scoring for MCP servers and AI agents. Live registry tracking 4,500+ servers with trust scores (0-100) based on interaction history, success rates, and latency
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Minimal MCP server that integrates with Graylog, enabling agents to search, analyze, and inspect log messages across streams, discover fields and streams, and query multiple Graylog instances.
    5
    99 npm
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server that enables AI assistants to search, aggregate, and explore OpenSearch log data through 12 tools for connectivity, index discovery, search, and aggregations.
    17
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server for the Pirsch Analytics API that lets users list domains and query traffic, pages, events, and other analytics metrics through conversational agents.
    3
    245 npm
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI assistants to interact with Tenzir, a data pipeline engine for security operations, including executing pipeline queries, managing OCSF schemas, and generating parsers.
    15
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables Claude and other MCP clients to discover and call Hitachi VSP 360 1.4 REST API operations, with search-based lookup, optional direct tools, automatic OAuth2 authentication, pagination, downloads, uploads, and read-only safety defaults.
    3
    890 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides read-only access to Jaeger distributed tracing data through the Model Context Protocol. Enables Claude and other MCP-capable agents to search traces, inspect spans, and analyze service dependencies directly within conversations.
    15
    118 PyPI
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables querying Graylog log management system for messages using natural language, supporting multiple instances and flexible search parameters.
    1
    45 npm
    11
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A self-contained, security-first, EU-sovereign unified AI-operations MCP server that fuses a live bitemporal fleet model, a drift engine, and a tiered audited actuator into one control plane.
    5
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    This project provides a Model Context Protocol (MCP) server that allows language models and other MCP clients to interact with a SuzieQ network observability instance via its REST API.
    2
    4
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    57
    196 PyPI
    27
    Apache 2.0
  • F
    license
    B
    quality
    B
    maintenance
    MCP server that integrates with Sumo Logic's API to perform log searches, data discovery, metrics queries, and monitoring.
    15
    44 npm
    -
  • A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to interact with and manage Google Cloud Platform resources including Compute Engine, Cloud Run, Storage, BigQuery, and other GCP services through a standardized MCP interface.
    1
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.
    170
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables running Splunk searches and reading their results against a Splunk Cloud deployment that requires interactive Microsoft Entra SSO and MFA, using a Playwright-managed authenticated browser session instead of API tokens.
    39 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Nagios Core that enables querying host and service status, alerts, configuration, and other monitoring data through CGI binaries.
    5
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to search service logs, group errors by signature, compare a candidate run against a baseline for regressions, and correlate which problems from other services appear before or after an error. All results are computed by the tools rather than the language model, so agents can only explain findings the code produced.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLM assistants to run guarded, read-only SPL searches and inspect Splunk indexes, saved searches, health, server info, and Enterprise Security notables using only a token, with enforced row caps, index allow-lists, command blocking, and audit logging.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Patent-pending diagnostic + decisions-ledger engine for any host software system — operator briefs and a severity-gated MCP console.
    -