MCP servers

Microsoft's utility and MCP server that turn PDF, Word, Excel, PowerPoint, HTML and other files into Markdown for models

An MCP server built into the Netdata agent: metrics, logs, alerts and live process, service and container data for an AI assistant

Local memory for agents: stores conversations and project files verbatim and retrieves them with semantic search over MCP

Microsoft's official MCP server for driving a browser with Playwright through the accessibility tree, no screenshots needed

An MCP server and CLI from Sentry for building, running and testing Xcode iOS and macOS projects from an AI agent

The official draw.io MCP server: an agent builds diagrams from XML or Mermaid and opens them in the draw.io editor

A visualization language for agents and an MCP server: neat charts from a simple semantic spec

Official ClickHouse MCP server: the agent lists databases and tables and runs SQL, read-only by default

Connects an agent to a running Next.js 16+ dev server: errors, routes, logs and docs for your installed version

The official DataLens MCP server from the development team: turns the public DataLens API into three gateway tools instead of hundreds of separate MCP tools

DaData official MCP: an agent looks up companies by tax ID, standardizes addresses and identifies a domain or email owner

Yandex Wiki official MCP: an agent searches and reads knowledge base pages, builds summaries and creates new pages on behalf of the employee

Local code graph for agents: an MCP server returns entry points, symbol links and change impact in one call

An MCP server that builds a code graph of functions, classes, calls and routes and answers the agent's structural queries locally

Local code structure graph: builds a repository map with tree-sitter and serves the assistant only the context a change actually touches over MCP

MCP tools and a CLI for a 3D building editor: the agent creates, inspects and edits architectural scenes

An MCP server that keeps large tool output out of the agent's context window and stores session memory in SQLite

An Android emulator in Docker with an MCP server: the agent drives the device over adb, opens apps and pages, presses buttons

An MCP server and skills on top of Kubernetes network observability: an agent investigates incidents and queries cluster traffic through an eBPF-built index

A local codebase index with ten MCP tools: dependency graph, git history, code health and architectural decisions without re-grepping on every step

Fast semantic code search for agents: returns the exact snippets instead of reading whole files and spends far fewer tokens

An MCP server for the Godot engine: launch the editor, run projects and edit scenes from an agent

A personal search engine over your pages and files with MCP access: the agent searches your personal index and the data stays with you

A community Playwright MCP server: browser automation, screenshots, device emulation and test code generation