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  • LangSmith MCP Server by langchain-ai

    LangSmith MCP Serverofficial

    langchain-ai
    A
    license
    A
    quality
    B
    maintenance
    Enables language models to access LangSmith observability platform features including fetching conversation history, managing prompts, retrieving traces and runs, working with datasets and examples, and analyzing experiments.
    13
    131
    MIT

  • Shepherd MCP

    neuralis-in
    A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    18
    MIT

  • KQL MCP Server

    rod-trent
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to query and analyze data in Azure Data Explorer, Log Analytics, and Microsoft Sentinel using Kusto Query Language (KQL) through tools, resources, and prompts.
    5
    MIT

  • teemux

    gajus
    A
    license
    -
    quality
    C
    maintenance
    Aggregates logs from multiple processes and provides an MCP server for AI agents to access, search, and manage logs in real-time.
    105
    91
    BSD 3-Clause

  • kubernetes-mcp

    kkb0318
    A
    license
    -
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that provides safe, read-only access to Kubernetes resources for debugging and inspection. Built with security in mind, it offers comprehensive cluster visibility without modification capabilities.
    45
    MIT

  • yokozuna-mcp

    mbe24
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.
    14
    18
    Apache 2.0

  • postgres-mcp-hardened

    Eszetael
    A
    license
    A
    quality
    A
    maintenance
    A drop-in Model Context Protocol (MCP) server that lets an AI agent query PostgreSQL — read-only, enforced at the database level, with real SQL validation, timeouts, cost limits, OAuth 2.1, and an audit trail.
    10
    MIT

  • mcp-deadmansnitch

    jamesbrink
    A
    license
    A
    quality
    C
    maintenance
    An MCP server for Dead Man's Snitch that enables AI assistants to manage monitoring snitches, including creating, updating, checking in, and pausing monitors for scheduled tasks and cron jobs.
    1
    2
    MIT

  • mcp-debug-claude-desktop

    rsascha
    A
    license
    A
    quality
    B
    maintenance
    An instrumented MCP server for debugging lost tool calls in Claude Desktop, using ping, echo, sized_echo, and slow_echo tools to record and analyze the full protocol flow.
    4
    MIT

  • memorydetective

    carloshpdoc
    A
    license
    A
    quality
    B
    maintenance
    iOS leak hunting and performance investigation. Reads .memgraph and .trace files, classifies retain cycles against a 34-pattern catalog with Swift fix templates, bridges to source via SourceKit-LSP. 28 MCP tools, 34 catalog resources, 5 investigation prompts.
    42
    180
    13
    Apache 2.0

  • beacon-mcp

    HyperBDR
    A
    license
    A
    quality
    C
    maintenance
    MCP server for the beacon log analytics platform, exposing beacon's REST API as MCP tools and resources for AI agents to query and analyse AI-assistant usage data.
    11
    MIT

  • bearer-mcp-server

    Shylendra
    F
    license
    A
    quality
    C
    maintenance
    An MCP server with bearer token authentication implementing tools, resources, and prompts for a mock developer platform API, supporting both stdio and Streamable HTTP transports.
    10