MCP Servers

Kubeshark

✓★ 12,055

MCP access to cluster-wide L4 and L7 network traffic, packets, APIs, and complete payloads.

MCP Gateway

✓★ 4,342

A feature-rich gateway and proxy that federates MCP and REST services, unifying discovery, authentication, rate-limiting, and observability into a single endpoint for AI clients.

Azure MCP Server

✓★ 3,588

All Azure MCP tools in a single server. The Azure MCP Server implements the MCP specification to create a seamless connection between AI agents and Azure services. Azure MCP Server can be used alone or with the GitHub Copilot for Azure extension in VS Code.

Grafana

✓★ 3,373

Search dashboards, investigate incidents and query datasources in your Grafana instance

Terraform MCP Server

✓★ 1,510

HashiCorp Terraform MCP server for Infrastructure as Code workflows, including provider and module discovery through the Terraform Registry.

EMILIA Protocol

✓★ 840

Require a named human's offline-verifiable approval before an AI agent takes an irreversible action — payment release, record change, deploy. Two-person rule, Ed25519 Trust Receipts, IETF-drafted, Apache-2.0.

Sentry MCP

✓★ 823

Official Sentry MCP server for investigating issues, error reports, traces, and performance monitoring data from AI coding agents.

ServBay

✓★ 452

Let AI agents run your whole stack

Devopness

✓★ 445

Devopness MCP server for DevOps happiness! Empower AI Agents to deploy apps and infra, to any cloud.

Loki MCP Server

✓★ 168

A Go-based server to query Grafana Loki logs using the Model Context Protocol (MCP).

OpenTofu MCP Server

✓★ 107

A Model Context Protocol (MCP) server for accessing the OpenTofu Registry.

Octopus Deploy Official MCP Server

✓★ 101

The Octopus MCP Server provides your AI assistant with powerful tools that allow it to inspect, query, and diagnose problems within your Octopus instance, transforming it into your ultimate DevOps wingmate.

Harness

✓★ 89

Access and interact with Harness platform data, including pipelines, repositories, logs, and artifact registries.

Last9

✓★ 59

Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.

Buildkite

✓★ 52

Manage Buildkite pipelines and builds.

Floom

✓★ 44

Deploy Python functions as web apps. Type hints become UI, API, and shareable links. 32 MCP tools for deploy, run, storage, secrets, scheduling, versioning, and sharing.

Apache SkyWalking MCP

✓★ 34

An MCP server for integrating AI agents with the SkyWalking observability platform and its ecosystem.

Rollbar

✓★ 29

Access Rollbar project data for error monitoring and debugging.

Scout Monitoring MCP

✓★ 29

Scout's official MCP pipes error, trace and metric data from production to your AI agent

Lenses

✓★ 28

Manage, explore, transform and join data across multiple clusters using different flavours of Apache Kafka via Lenses.io (including the free Community Edition)

LaunchDarkly

✓★ 27

Manage LaunchDarkly feature flags from your AI coding agent

Unleash

✓★ 21

MCP server for managing Unleash feature flags and automate best practices.

Raygun

✓★ 19

Interact with your crash reporting and real using monitoring data on your Raygun account

ConfigCat

✓★ 17

interacts with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations. Helps to integrate ConfigCat SDK, implement feature flags or remove zombie (stale) flags.

Jolokia MCP Server

✓★ 16

A JMX-HTTP bridge for interacting with Java applications using the Jolokia agent.

DeployHQ

✓★ 13

A Model Context Protocol (MCP) server for DeployHQ that enables AI assistants like Claude Desktop and Claude Code to interact with your DeployHQ deployments.

Mezmo MCP

✓★ 8

Mezmo's remote MCP server connects AI assistants to Mezmo's Observability platform so you can run advanced root-cause analysis, discover pipelines, and export logs without hosting anything yourself.

AgentMode

✓★ 4

An all-in-one MCP server for developers, connecting coding AI to databases, data warehouses, data pipelines, and cloud services.

GroundDocs

✓★ 4

A version-aware documentation assistant that connects LLMs to trusted, real-time docs to reduce hallucinations and provide accurate, version-specific responses.

Ionhour

✓★ 0

Let AI agents monitor and manage your infrastructure through the Model Context Protocol. Query, create, and resolve — all in natural language.