Local context compression for agents: tool outputs, logs, files and RAG chunks shrink before reaching the LLM. Proxy, CLI, library and MCP
MCP servers
GitHub's official MCP server: code, issues, pull requests, Actions and security alerts straight from the agent
AWS's official MCP server suite: docs, IaC, containers, serverless, databases, cost and monitoring
An MCP server that lets an agent work on your computer: terminal and long-running processes, file search and edits, Excel, PDF and DOCX
Microsoft's official MCP server for Azure: the agent sees subscription resources and works with Azure services on your behalf
A token-lean MCP server for PostgreSQL, MySQL, MariaDB, SQL Server and SQLite with a read-only mode
Grafana MCP Server
Grafana MCP server
Grafana's official MCP server: dashboards, Prometheus and Loki queries, alerts and incidents straight from the agent
A Go MCP server for Kubernetes and OpenShift: resources, pods, logs, Helm and Tekton straight through the cluster API
Microsoft's official MCP server for Azure DevOps: work items, repos, builds, test plans and wikis from your agent
An MCP server for GitLab and self-hosted instances: projects, merge requests, issues, pipelines, wiki and releases
Kubernetes MCP
MCP Server Kubernetes
MCP server for managing a Kubernetes cluster through kubectl and Helm, with a non-destructive mode
The docker mcp CLI plugin and gateway: MCP servers from Docker's catalog in isolated containers behind one connection point
HashiCorp's official MCP server for the Terraform Registry and HCP Terraform: providers, modules, policies and workspaces
Official MongoDB MCP server: queries and aggregations, index management, Atlas clusters and local deployments
Google Cloud MCP servers: gcloud commands, logs and metrics, Cloud Storage and Backup and DR
Sentry's official MCP server: search issues, inspect events and traces and analyze root causes from a coding agent
Neon's official remote MCP server: projects, branches, SQL queries and Postgres migrations from your agent
Redis's official MCP server: strings, hashes, streams, JSON and vector search from your agent
Salesforce's official DX MCP server: work with orgs, metadata, data, users and Apex tests from your agent
Google's MCP server for deploying apps to Cloud Run from an agent, with service listing and log reading
An MCP server for Argo CD: applications, resource trees, logs, events, sync and resource actions
Confluent MCP server for Kafka: topics, messages, Flink SQL, Schema Registry and connectors
Google Cloud's MCP server and Gemini CLI extension for GKE clusters: resources, logs, deploys, costs and upgrade risks
Official DigitalOcean MCP server: App Platform, droplets, databases, Kubernetes, networking and storage through an agent