"A service for application performance monitoring and observability" matching MCP servers:

• GCP Billing and Monitoring MCP

  RadiumGu

  A

  license

  C

  quality

  C

  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 2025-12-15

  40

  1

  Apache 2.0

• Chainflip Broker as a Service

  CumpsD

  A

  license

  -

  quality

  C

  maintenance

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  A

  license

  -

  quality

  B

  maintenance

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  31

  MIT

• observability-mcp

  ThoTischner

  A

  license

  A

  quality

  A

  maintenance

  Unified observability gateway for AI agents — one MCP server for Prometheus, Loki, and any backend.

  Last updated 2026-05-25

  2

  8

  4

  MIT

• Observability MCP Server

  sandraschi

  A

  license

  -

  quality

  C

  maintenance

  Provides comprehensive monitoring and observability for MCP server ecosystems with real-time health checks, performance metrics, distributed tracing, anomaly detection, and automated performance reports using OpenTelemetry and Prometheus.

  Last updated 2026-05-20

  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 2026-05-15

  9

  114

• byok-observability-mcp

  alimuratkuslu

  A

  license

  A

  quality

  B

  maintenance

  A comprehensive Model Context Protocol (MCP) server for Grafana, Prometheus, Kafka UI, and Datadog. Features a secure "Bring Your Own Key" (BYOK) architecture where credentials stay local. Provides tools for metrics querying, dashboard inspection, Kafka lag monitoring, and unified health checks.

  Last updated 2026-04-13

  23

  12

  2

  MIT

• Lambda Performance MCP Server

  jghidalgo

  F

  license

  B

  quality

  C

  maintenance

  Enables comprehensive analysis of AWS Lambda performance including cold start tracking, memory utilization monitoring, cost analysis, and optimization recommendations. Provides real-time metrics, comparative analysis across multiple functions, and actionable insights to improve Lambda performance and reduce costs.

  Last updated 2025-08-30

  8
• 

  Performance AI MCPofficial

  CSOAI-ORG

  A

  license

  -

  quality

  B

  maintenance

  Performance AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-08

  110

  MIT

• Cloud Monitoring API Server

  ag2-mcp-servers

  F

  license

  -

  quality

  C

  maintenance

  An MCP server that provides access to Google Cloud Monitoring API, enabling interaction with cloud resources monitoring data through natural language commands.

  Last updated 2025-07-16

• HRFCO Service

  kwenhwang

  A

  license

  -

  quality

  C

  maintenance

  Real-time hydrological information retrieval service that provides water level, precipitation, dam discharge data, and observatory location information.

  Last updated 2025-10-02

  1

  Apache 2.0

• Managed Service for Microsoft

  ag2-mcp-servers

  F

  license

  -

  quality

  C

  maintenance

  An MCP (Multi-Agent Conversation Protocol) server that enables interaction with Google's Managed Service for Microsoft Active Directory through its OpenAPI, allowing users to manage identity resources through natural language.

  Last updated 2025-07-16
• 

  Scout Monitoring MCPofficial

  scoutapp

  A

  license

  A

  quality

  C

  maintenance

  Enables AI assistants to access Scout Monitoring performance and error data through Scout's API. Provides traces, errors, metrics, and insights for Rails, Django, FastAPI, Laravel and other applications to help identify and fix performance issues like N+1 queries, slow endpoints, and memory bloat.

  Last updated 2026-05-21

  13

  28

  MIT

• MCP Documentation Service

  alekspetrov

  A

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol implementation that enables AI assistants to interact with markdown documentation files, providing capabilities for document management, metadata handling, search, and documentation health analysis.

  Last updated 2026-02-11

  14

  78

  56

  MIT
• 

  Service Atlas MCP Serverofficial

  service-atlas

  F

  license

  B

  quality

  F

  maintenance

  Provides tools to communicate with a service dependency API, enabling users to query and interact with service relationship data and dependency mappings.

  Last updated 2026-05-19

  7

• MCP Memory Service

  doobidoo

  A

  license

  B

  quality

  A

  maintenance

  Provides semantic memory and persistent storage for Claude, leveraging ChromaDB and sentence transformers for enhanced search and retrieval capabilities.

  Last updated 2026-05-25

  3

  1,881

  Apache 2.0

• A-Share MCP Server

  firmmaple

  A

  license

  -

  quality

  D

  maintenance

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  25

  MIT

• AgentGo MCP Service

  Quan3Xin

  A

  license

  -

  quality

  C

  maintenance

  A Model Context Protocol service that enables agent authentication and integration with TrustGo platform, providing access to real-time data like price, sigma score, and mindshare bubble analytics.

  Last updated 2025-06-13

  GPL 3.0

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  A

  license

  -

  quality

  C

  maintenance

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• Two Truths and a Twist

  ErgodicLabs

  A

  license

  -

  quality

  C

  maintenance

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT