"Qdrant MCP Server" matching MCP servers:

• iris-eval/mcp-server

  iris-eval

  A

  license

  A

  quality

  B

  maintenance

  MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.

  Last updated 2026-07-13

  9

  127

  8

  MIT

• LogicMonitor MCP Server

  monitoringartist

  A

  license

  A

  quality

  D

  maintenance

  MCP server enabling AI assistants to interact with your LogicMonitor, providing 125 tools for comprehensive monitoring and management operations.

  Last updated 2026-06-10

  70

  25

  12

  AGPL 3.0

• umami-mcp-server

  MurkyPuma

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live visitors, and user journeys.

  Last updated 2026-07-20

  10

  MIT
• 

  Alibaba Cloud Observabilityofficial

  aliyun

  F

  license

  A

  quality

  C

  maintenance

  Provides tools for accessing Alibaba Cloud observability products including SLS (Log Service) and ARMS (Application Real-time Monitoring Service), allowing any MCP-compatible AI assistants to quickly interact with these services.

  Last updated 2026-07-02

  9

  145

• AppDynamics MCP Server

  asafkiv

  F

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol server that gives LLM clients full access to your AppDynamics monitoring data — plus the ability to create and manage dashboards and health rules.

  Last updated 2026-07-05

  30

  4
• 

  mcp-server-cloudflareofficial

  cloudflare

  A

  license

  A

  quality

  B

  maintenance

  Lets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.

  Last updated 2026-07-16

  2

  1,895

  3,952

  Apache 2.0

• mcp-gpu-server

  mesutoezdil

  A

  license

  A

  quality

  B

  maintenance

  Exposes NVIDIA GPU metrics (info, utilization, VRAM, temperature) via MCP tools for real-time querying from AI assistants.

  Last updated 2026-05-03

  5

  MIT

• unifi-mcp-server

  us-all

  A

  license

  A

  quality

  A

  maintenance

  UniFi semantic-analysis MCP — 54 tools on Site Manager API and Cloud Connector. 8 workflow Prompts (4 fleet-ops + 4 MSP). Read-only.

  Last updated 2026-07-10

  19

  112

  1

  MIT

• NewRelic MCP Server

  ruminaider

  A

  license

  A

  quality

  D

  maintenance

  A comprehensive MCP server providing over 26 tools for querying, monitoring, and analyzing NewRelic data through NRQL queries and entity management. It enables interaction with NewRelic's NerdGraph API for managing alerts, logs, and incidents directly within Claude Code sessions.

  Last updated 2026-03-20

  24

  208

  1

  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 2026-07-07

  14

  44

• phionyx-mcp-server

  halvrenofviryel

  A

  license

  A

  quality

  B

  maintenance

  An MCP trust boundary that produces signed, hash-chained evidence envelopes for third-party MCP tool calls, enabling tamper-evident audit and descriptor verification.

  Last updated 2026-06-16

  7

  AGPL 3.0

• @mithung/vunet-mcp-server

  mithung-vunet

  A

  license

  A

  quality

  D

  maintenance

  Model Context Protocol (MCP) Server for Vunet vuSmartMaps - A multi-tenant observability platform integration. Query metrics, traces, logs, and data models from your Vunet tenants using natural language through AI assistants like Claude, GitHub Copilot, or any MCP-compatible client.

  Last updated 2026-04-15

  4

  12

  MIT

• bt-panel-mcp-server

  SuxyEE

  A

  license

  A

  quality

  D

  maintenance

  This MCP server enables AI assistants to interact with a BT Panel server through natural language, allowing users to query logs, manage websites, and monitor system status without manual panel login.

  Last updated 2026-03-19

  9

  17

  4

  MIT

• MCP Server Template

  cameronsjo

  A

  license

  A

  quality

  -

  maintenance

  A production-ready TypeScript template for building MCP servers with dual transport support (stdio/HTTP), OAuth 2.1 foundations, SQLite caching, observability, and security features including PII sanitization and rate limiting.

  Last updated 2026-01-01

  4

  20

• Nessus MCP Server

  Cyreslab-AI

  A

  license

  B

  quality

  F

  maintenance

  Nessus MCP Server

  Last updated 2025-04-25

  7

  15

  MIT

• JSON Logs MCP Server

  mfreeman451

  A

  license

  B

  quality

  D

  maintenance

  JSON Logs MCP Server

  Last updated 2025-06-06

  4

  4

  MIT No Attribution

• 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

• KubeCraft MCP Server

  cloudcrafttech

  A

  license

  B

  quality

  C

  maintenance

  A Model Context Protocol (MCP) server that gives AI assistants full visibility and control over Kubernetes clusters.

  Last updated 2026-07-13

  73

  MIT

• datadog-mcp-server

  us-all

  A

  license

  B

  quality

  A

  maintenance

  Datadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet automation. Includes incident-triage-snapshot aggregation tool and 4 workflow Prompts.

  Last updated 2026-07-10

  100

  372

  2

  MIT