"Creating an MCP server with API integration" matching MCP servers:

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  Log Analyzer with MCPofficial

  awslabs

  A

  license

  -

  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.

  Last updated 2026-07-16

  167

  Apache 2.0

• Cloud Logging API Server

  ag2-mcp-servers

  F

  license

  -

  quality

  D

  maintenance

  An MCP server that enables interaction with Google Cloud Logging API, allowing users to write, read, and manage log entries and configurations through natural language.

  Last updated 2025-07-16

• API Health Check MCP Server

  eiabhiram

  F

  license

  B

  quality

  D

  maintenance

  Monitors API endpoint health by checking availability, measuring response times, and providing detailed status reports with error handling and timeout protection for the localhost:8080/api/ticket endpoint.

  Last updated 2025-11-28

  1

• MCP-Airflow-API

  call518

  A

  license

  C

  quality

  C

  maintenance

  Monitor and manage Apache Airflow clusters through natural language queries via MCP tools: DAG inspection, task monitoring, health checks, and cluster analytics without API complexity. * Guide: https://call518.medium.com/mcp-airflow-api-a-model-context-protocol-mcp-server-for-apache-airflow-5dfdfb2

  Last updated 2026-07-16

  54

  49

  MIT

• MCP API Gateway

  bandageok

  F

  license

  -

  quality

  D

  maintenance

  A unified local API gateway providing caching, rate limiting, and full Model Context Protocol compatibility for AI agent integration. It enables users to aggregate multiple API endpoints into a single gateway with built-in observability and customizable eviction strategies.

  Last updated 2026-02-22

• API Status Check MCP Server

  shibley

  A

  license

  C

  quality

  C

  maintenance

  Monitor the real-time status of 200+ popular APIs and services. Check if services like GitHub, Stripe, AWS, and Slack are experiencing outages or degraded performance directly from your AI assistant.

  Last updated 2026-02-26

  5

  4

  1

  MIT

• PCAP-Analyzer MCP Server

  Amaze-with-AI

  A

  license

  -

  quality

  D

  maintenance

  Enables natural language analysis of network packet captures, including protocol detection, flow analysis, and security threat identification, integrated with AI assistants.

  Last updated 2025-10-02

  3

  MIT

• Kibana Log Analysis & API

  sid-s-s

  A

  license

  A

  quality

  D

  maintenance

  Enables AI assistants to search Elasticsearch logs, retrieve log details, analyze service health, scan local codebases for APIs, and create Kibana dashboards.

  Last updated 2026-03-24

  5

  28

  MIT

• Grafana MCP Server

  DrDroidLab

  A

  license

  A

  quality

  D

  maintenance

  A server that enables AI assistants to access and query Grafana dashboards, metrics, logs, and configurations through an MCP protocol interface.

  Last updated 2025-07-24

  10

  6

  MIT
• 

  prefect-mcp-serverofficial

  PrefectHQ

  F

  license

  A

  quality

  A

  maintenance

  An MCP server for interacting with Prefect resources, enabling AI assistants to monitor, manage, and debug workflows.

  Last updated 2026-07-28

  14

  48

• Loki MCP Server

  incu6us

  A

  license

  B

  quality

  C

  maintenance

  An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without requiring Grafana.

  Last updated 2026-03-25

  5

  5

  MIT

• Seq MCP Server

  ahmad2x4

  A

  license

  D

  quality

  B

  maintenance

  The Seq MCP Server enables interaction with Seq's API endpoints for logging and monitoring, providing tools for managing signals, events, and alerts with extensive filtering and configuration options.

  Last updated 2026-06-28

  3

  55

  13

  MIT
• 

  LogicMonitor MCP Serverofficial

  logicmonitor

  A

  license

  -

  quality

  C

  maintenance

  Provides secure access to the LogicMonitor API, enabling AI assistants to manage monitoring infrastructure through natural language commands.

  Last updated 2026-07-27

  41

  5

  Mozilla Public 2.0
• 

  Cronlytic MCP Serverofficial

  Cronlytic

  A

  license

  -

  quality

  D

  maintenance

  A comprehensive Model Context Protocol (MCP) server that integrates with the Cronlytic API to provide seamless cron job management through LLM applications like Claude Desktop.

  Last updated 2025-06-07

  1

  MIT
• 

  Raygun MCP Serverofficial

  MindscapeHQ

  A

  license

  -

  quality

  D

  maintenance

  MCP Server for Raygun's API V3 endpoints for interacting with your Crash Reporting and Real User Monitoring applications. This server provides comprehensive access to Raygun's API features through the Model Context Protocol.

  Last updated 2026-03-02

  40

  21

  MIT

• mcp-server-prometheus

  loglmhq

  A

  license

  -

  quality

  D

  maintenance

  MCP server for interacting with Prometheus metrics and data.

  Last updated 2024-12-18

  17

  MIT

• Azure AI MCP Server

  caiotk

  A

  license

  -

  quality

  D

  maintenance

  Enables comprehensive integration with Azure AI services including OpenAI, Cognitive Services, Computer Vision, and Face API through a mission-critical MCP server. Provides enterprise-grade reliability with high availability, observability, chaos engineering, and secure multi-region deployment capabilities.

  Last updated 2025-08-11

  MIT

• Rybbit MCP Server

  daikazu

  A

  license

  -

  quality

  A

  maintenance

  An MCP server for interacting with the Rybbit Analytics API, enabling querying analytics data, managing sites, tracking events, and more.

  Last updated 2026-07-18

  200

  5

  MIT

• gpu-mcp-server

  pmady

  A

  license

  -

  quality

  B

  maintenance

  An MCP server that enables AI agents to query real-time NVIDIA GPU metrics like utilization, memory, temperature, and power without external monitoring tools.

  Last updated 2026-07-26

  14

  Apache 2.0

• server-watch-mcp

  BrennerSpear

  A

  license

  -

  quality

  D

  maintenance

  A CLI wrapper that monitors and captures output from any running command and exposes it as an MCP server, providing tools to retrieve and search logs.

  Last updated 2025-06-09

  8

  3

  ISC