"Information on agent swarm architecture" matching MCP servers:

Enables AI assistants to request information and clarification from humans via Slack, supporting multiple roles and transport modes.

Web agent that keeps working when a task leaves the browser: deterministic routing between the page DOM and Windows UI Automation, with LLM-free skill replay.

Lets Claude Code and Codex steer each other's live desktop chats on Windows via UI Automation. List and read chats, send messages or mid-turn steers, and pause, resume or edit Codex goals.

Agent Toolbelt is an MCP server exposing 11 focused API tools for LLM agents — schema generation, text extraction, token counting, CSV conversion, Markdown conversion, URL metadata, regex builder, cron expressions, address normalization, color palettes, and brand kits. Each tool is a focused microservice with structured input/output, WCAG-scored color data, USPS address parsing, and multi-model to

An open-source MCP server that provides AI agents with secure access to read, search, and manage emails via Microsoft 365 and Gmail. It features security-first defaults like recipient allowlists and markdown content conversion to facilitate safe agent interaction with mailboxes.

Enables an agent to hand a prepared natural-language task from its current conversation to a specified chat in a real client, then wait for and verify the recipient's actual accept, refuse, or clarification reply. Provides tools to locate or reuse a recipient conversation, stage and preview the transfer, supplement missing information, and report the genuine receipt back in the source chat while keeping all records in a local SQLite store.

Enables AI assistants to capture screenshots and control desktop input (mouse, keyboard) to see and interact with your screen. Features user-first safety controls including automatic pause on user activity and app allowlists to restrict interactions to approved applications only.

Enables AI agents to read and edit live PowerPoint presentations on Windows through a real, visible desktop PowerPoint window, covering slides, text, shapes, notes, tables, and file operations. Supports MCP over stdio and HTTP, plus HTTP/OpenAPI and CLI access, with readback, screenshots, and a Chinese operation log for verifying results.

Enables AI agents to create, edit, compile, and run Rockwell Arena simulation models from plain-language descriptions, then analyse results with confidence intervals and compare what-if scenarios. Provides model inspection, error attribution, screenshots, and Arena module reference tools to any MCP client.

Enables persistent agent sessions to be woken by Slack events, apply per-channel rules, use their existing harness tools, and reply through the connected Slack identity.

A local MCP server that lets AI agents see and operate real iPhones, iPads, and Android devices from a Mac — screenshots, on-device OCR, taps, swipes, typing, app launching, and replayable skills over USB, Wi-Fi, or adb, with nothing installed on the phone. It gates anything that sends, posts, buys, or deletes behind human approval dialogs and private credential entry, backed by a kill switch, policy file, audit log, and a live-view web console.

Sends desktop notifications when agents complete tasks, supporting local and remote agents.

Exposes tools that let an agent read a CV, search the Arbeitnow job board for Berlin AI/ML working student roles, score each vacancy against the CV, draft cover letters whose every claim cites CV facts, and queue them for human approval. The same tools can be driven from other MCP clients such as Claude Desktop, with scoring done deterministically in code and limits enforced outside the prompt.

MCP server for WeChat Mini Program debugging and automation, enabling agents to perform UI operations, screenshots, and regression testing through natural language commands.

Agent Droid Bridge gives AI agents programmatic control over Android devices and emulators via ADB, exposed as an MCP server.

Dynamic QR code platform for AI agents. Create, customize, and track QR codes without regenerating images. 37 tools covering 11 QR types (URL, vCard, WiFi, event…).

Enables Codex to inspect a native After Effects project, make scoped edits, and render frames for review through a local macOS bridge. It exposes MCP tools that drive a named After Effects worker without requiring an in-app panel or separate chat client.

Enables AI agents to work with a local Anki collection through MCP while Anki stays open in the background, listing and creating decks, listing note types, searching notes, and previewing or creating Basic and Cloze notes in batches. Deletion of cards or decks requires explicit confirmation in Anki and completes only after a recovery backup finishes.

A local MCP bridge that connects existing Codex and Claude Code conversations with DSH Web, enabling delegation, result retrieval, and human-in-the-loop coordination without leaving native chat apps.

An MCP server that lets an AI agent drive the iOS Simulator in a loop, enabling tapping, typing, swiping, reading the screen via the accessibility tree, and verifying app state.

Gives time-blind LLMs and agent frameworks a real clock: current time and timezone, elapsed task duration, countdowns to deadlines, timezone conversion, session heartbeats, cron-style due checks, and session-level timers. This lets locally hosted or self-built models stop hallucinating the time and actually perceive how long a task or conversation has been running.

Enables AI agents to query, record, and manage Qianji bookkeeping data through the official macOS app, covering ledgers, accounts, transactions, refunds, debts, and recurring or installment tasks with verified writes, duplicate protection, and recovery checks.

Enables MCP clients to search and edit recipes, plan meals, and manage shopping lists in Mealie through focused tools, with read-only mode and authenticated local or remote access.

An MCP server that enables AI agents to instantly convert Markdown into beautiful, ready-to-deliver Word, PDF, HTML with sidebars, and Slideshow documents, bridging the "last mile" of AI content generation.

Enables MCP clients to drive native CAD and 3D applications—Autodesk Fusion, Blender, and Unreal Engine—by planning work, executing trusted Python, inspecting real geometry, revising editable source files, and handing assets between applications. Each job keeps durable state, revision checks, and artifact hashes, with role-based handoffs for planning, modeling, geometry QA, interchange, and review.

Enables AI assistants to perform automated web testing by controlling a Chrome browser to navigate, interact with pages, capture screenshots, extract console logs, and simulate mobile devices for responsive design testing.

Enables provider-neutral automation of dedicated Linux desktop applications across private X11, KWin/Wayland, headless Chromium, and explicitly enrolled Sway sessions through MCP. It supports input, screenshots, window targeting, cancellation, timeouts, and crash recovery while reporting each backend's limits.

MCP server for editing Adobe InDesign via natural language in Cursor. It bridges to InDesign through AppleScript and ExtendScript, providing semantic tools for batch operations, styles, assets, and layout fixes.

A read-only MCP server that lets an Agent Studio agent query a WooCommerce store's orders, products, inventory and customers, with pagination, filtering, typed errors and automatic rate-limit retry. It never mutates store data, keeping the blast radius of an agent's actions bounded to reads.

Enables traceable warehouse CAD round trips and bounded Agent-to-AutoCAD MCP tools for auditing, editing, and rebuilding CAD models.