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69,336 servers. Last updated

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"Exploring a GitHub repository and creating a detailed flowchart of its functionality" matching MCP servers:

  • runmeter

    Aptica-Solutions
    A
    license
    A
    quality
    B
    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.
    Last updated
    6
    MIT

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    Last updated
    40
    1
    Apache 2.0

  • ActionsPulse

    tsviz
    A
    license
    -
    quality
    D
    maintenance
    Real-time GitHub Actions observability through VS Code with GitHub Copilot, providing DevOps metrics and interactive dashboards.
    Last updated
    3
    MIT

  • xenia

    iondrive-co
    F
    license
    A
    quality
    C
    maintenance
    Enables monitoring and analysis of agent goal achievement and failures across sessions, repos, and tools, with detailed views and tracing.
    Last updated
    3

  • lumics-mcp

    ZenixSolutions
    A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server that lets an AI assistant read and operate the Lumics network monitoring platform via its REST API.
    Last updated
    2
    118
    MIT

  • mcp-telemetry

    arnavranjan005
    A
    license
    A
    quality
    A
    maintenance
    Streams live progress from long-running MCP tool calls to any connected client. Instrument a tool call with mcp-telemetry-sdk, and telemetry_subscribe pushes its steps, logs, cost, and completion over notifications/progress — no polling, and a job started in one session can be watched from a different one.
    Last updated
    3
    11
    2
    MIT

  • SNC Cribl MCP

    atree1023
    A
    license
    A
    quality
    B
    maintenance
    Enables querying and exploring Cribl Stream and Edge deployments, providing access to worker groups, fleets, sources, destinations, pipelines, routes, event breakers, and lookups through a structured interface.
    Last updated
    7
    1
    MIT No Attribution

  • SuzieQ MCP Server

    PovedaAqui
    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.
    Last updated
    2
    4
    MIT

  • dagster-mono-mcp

    pjatx
    F
    license
    B
    quality
    D
    maintenance
    A lightweight MCP server providing a single tool to interact with Dagster instances via its GraphQL API for managing runs and logs. It features minimal token overhead and optional Cloudflare Access authentication for secure deployments.
    Last updated
    1
  • borg-mcp by borgbackup

    borg-mcpofficial

    borgbackup
    A
    license
    -
    quality
    B
    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.
    Last updated
    1
    BSD 3-Clause

  • Grafana FastMCP Server

    sandersouza
    A
    license
    -
    quality
    D
    maintenance
    Enables MCP-compatible agents to interact with Grafana instances for searching, creating, and updating dashboards, exploring logs via Loki, querying datasources, managing alerts, incidents, and on-call shifts, and accessing observability data.
    Last updated
    8
    Apache 2.0

  • health-monitor-mcp

    oaslananka
    A
    license
    -
    quality
    B
    maintenance
    MCP server for monitoring health of MCP servers, GitHub Actions, GitLab pipelines, and HTTP endpoints with health history, TLS expiry, assertions, diagnostics, and alerts.
    Last updated
    209
    2
    MIT

  • local-mcp-toolbox

    chriswayneh
    A
    license
    -
    quality
    C
    maintenance
    A secure, local-first MCP server for read-only inspection and troubleshooting of development environments, exposing narrow, typed, auditable capabilities for repository inspection, log summarization, Docker review, and security scanning without granting unrestricted machine access.
    Last updated
    MIT

  • AgentVision

    MeatThrob
    A
    license
    -
    quality
    C
    maintenance
    AgentVision is a debug flight recorder MCP server that watches a target program, captures its window and logs, and exposes time-aligned, verified evidence through 90 MCP tools so AI agents can debug running programs without hallucinating.
    Last updated
    MIT

  • Observe MCP Server

    rustomax
    A
    license
    -
    quality
    -
    maintenance
    A Model Context Protocol server that provides access to Observe API functionality, enabling LLMs to execute OPAL queries, manage datasets/monitors, and leverage vector search for documentation and troubleshooting runbooks.
    Last updated
    1