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
Firebase MCP Server
Firebase CLI and MCP Server
Official Firebase MCP server from the Firebase CLI: projects, Firestore, Auth, Crashlytics, Remote Config and function logs
Cloudflare's set of remote MCP servers: docs, Workers, logs, Radar, browser, DNS and other account services
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
Yandex Cloud's official MCP server set: documentation, search, app deployment, serverless functions, containers and a data catalog
An IBM gateway and registry that federates MCP servers, A2A agents and REST or gRPC APIs behind one endpoint with auth and observability
A PostgreSQL MCP server with index tuning, EXPLAIN plans, database health checks and a read-only mode