Source: https://ailoot.ai/blog/en/topics/skills-mcp-agents/
Canonical: https://ailoot.ai/blog/en/topics/skills-mcp-agents/
Language: en

# Skills, MCP and AI agents

Package reusable instructions as Skills, connect tools through MCP and delegate bounded tasks with clear inputs, permissions and review criteria.

Build agent workflows around a concrete task. Choose reusable Skills, expose the tools it needs through MCP and define what each agent must deliver before integration.

[Markdown](https://ailoot.ai/blog/en/topics/skills-mcp-agents/index.md)

- [**AI first company meaning: how agents change business processes** AI first company examples: marketing, support, analytics and coding tasks, plus six steps for a transition with human oversight.](https://ailoot.ai/blog/en/ai-first-company/)
- [**Google Antigravity Remote Control: How to Control the Agent from Your Phone** How to enable Remote Control in Google Antigravity on desktop and in the CLI: the toggle, the agy remote-control daemon, and what to do if you have connection problems.](https://ailoot.ai/blog/en/antigravity-remote-control-phone/)
- [**Dots in ChatGPT: What They Are, How to Create Your Own Agent, and How to Use It** How to create a dot in ChatGPT, give it its first task, configure access, check the result, and stop tasks and schedules separately.](https://ailoot.ai/blog/en/chatgpt-dots-create-control/)
- [**What Is an AI Agent in Plain English, and Where Can You Use One?** AI agents in plain English: how they differ from chatbots, what they consist of, what they can do on their own, and when to use one—and when not to. With examples.](https://ailoot.ai/blog/en/ai-agents-explained/)
- [**Claude Code Is Slowing Down: How to Choose Skills, Subagents, MCP, and Plugins** A comparison of Claude Code extensions, context usage, seven mistakes, and a minimal working setup, with technical examples preserved.](https://ailoot.ai/blog/en/claude-code-skills-subagents-mcp-plugins/)
- [**Claude API Agent Skills: connect a ready-made skill and download its file** Connect a pptx skill with container.skills and code execution, inspect the response, and download its presentation through the Claude Files API.](https://ailoot.ai/blog/en/claude-api-agent-skills/)
- [**Git worktree in Claude Code: parallel sessions** How to use --worktree, .worktreeinclude, worktree.baseRef, and subagent isolation. Differences from branches, cleaning up worktrees, and common mistakes.](https://ailoot.ai/blog/en/claude-code-git-worktree/)
- [**Claude Code and Codex Together: 3 Work Patterns** Working together with Claude Code and Codex: writing and reviewing code, drafting and architecture, separating infrastructure and business logic, synchronizing instructions.](https://ailoot.ai/blog/en/claude-code-codex-together/)
- [**Claude Code: How to Reconfigure an Installed Plugin Without Reinstalling It (2.1.285)** Claude Code 2.1.285 introduced the claude plugin configure command. How to check plugin settings in the documentation and change a token or address without reinstalling.](https://ailoot.ai/blog/en/claude-code-plugin-configure-2-1-285/)
- [**Claude Code Projects: coordinator, threads, and beta limitations** How Claude Code Projects cloud threads work: GitHub App, instructions, memory, conflicts, and beta limitations.](https://ailoot.ai/blog/en/claude-code-projects/)
- [**Claude Code Remote Control: How to Code from Your Phone with a QR Code in 2026** Step-by-step instructions for connecting Claude Code to your phone using /rc and a QR code. Commands, limits, security, and 6 common first-run bugs.](https://ailoot.ai/blog/en/claude-code-remote-control-phone/)
- [**How to Control Claude Code from Your Phone via Telegram in 2026** Step by step: create a Telegram bot, install the Claude Code Channels plugin, secure it with an allowlist, and run it 24/7 on a VPS. A ready-to-follow guide with commands.](https://ailoot.ai/blog/en/claude-code-telegram-channels/)
- [**Claude Code Tool Search: How the AI Agent Finds an MCP Tool** How tool search works in Claude Code: what is loaded into context immediately, when the mechanism turns itself off, and how to configure ENABLE\_TOOL\_SEARCH and alwaysLoad.](https://ailoot.ai/blog/en/claude-code-tool-search-mcp-limit/)
- [**What Is Cowork in Claude, and How Is It Different from Claude Code?** Chat, Cowork, and Claude Code: working with folders, business tasks, confirmations, and technical limitations.](https://ailoot.ai/blog/en/claude-cowork-vs-claude-code/)
- [**How to Connect Codex, Claude Agent, and OpenCode to Devin Desktop via ACP in 2026** How to connect Codex, Claude Agent, and OpenCode in the Devin Desktop editor through the ACP protocol. Installation commands, settings, and plans.](https://ailoot.ai/blog/en/codex-claude-agent-opencode-devin-desktop-acp/)
- [**Codex on your phone: how to continue a task through Codex Cloud** Creating and publishing a Codex cloud environment, continuing a task from your phone, updating the environment, resources, and limitations.](https://ailoot.ai/blog/en/codex-cloud-environments-mobile/)
- [**Moving a project from Codex to Hermes on a server** Transferring a repository to a server to work in Hermes: saved changes, dependencies, secrets, the working folder, and checks before continuing development.](https://ailoot.ai/blog/en/codex-project-to-hermes-server/)
- [**Codex Skills: Creating a Skill for Repetitive Tasks** SKILL.md structure, loading paths, explicit and automatic invocation, result criteria, and transferring a skill to Claude Code.](https://ailoot.ai/blog/en/codex-skills/)
- [**Codex worktree: a separate working copy for a second task** Working copy of Codex CLI 0.155.1: experimental worktree flag, source HEAD, checking the new folder, preserving the result, and safe removal.](https://ailoot.ai/blog/en/codex-worktree-separate-task/)
- [**Cursor Projects: what it is and how the coordinator delegates tasks** Cursor Projects, as announced by Cursor: how the coordinator delegates tasks, where shared context is stored, how Subscriptions work and what this beta is for.](https://ailoot.ai/blog/en/cursor-projects-coordinator-agents/)
- [**How to Launch Hundreds of Agents in Claude Code with Dynamic Workflows** Anthropic launched Dynamic Workflows on 28.05.2026. How Claude writes scripts for 1,000 subagents, what ultracode and /deep-research are, and the limits.](https://ailoot.ai/blog/en/claude-code-dynamic-workflows/)
- [**/goal in Claude Code: Autonomous Mode and Agent View in 2026** The /goal command in Claude Code 2.1.139 launches autonomous mode: the agent works until it achieves the goal. I explain Agent View, worktrees, and 5 examples.](https://ailoot.ai/blog/en/claude-code-goal-agent-view/)
- [**How to Run Claude Code and Codex Overnight via /goal in 2026: 14-Hour Autonomous Mode** The /goal command in Claude Code 2.1.139 and Codex CLI runs an AI agent autonomously for hours. I explain the setup, real examples, and how many tokens it costs.](https://ailoot.ai/blog/en/goal-mode-claude-code-codex/)
- [**Grok Build memory across sessions: settings and limitations** How to enable memory, where notes are stored, and how /flush, /remember, /dream, and /memory work. Settings priority, checking, and deleting entries.](https://ailoot.ai/blog/en/grok-build-memory/)
- [**AI Agent Hermes: What It Is, How to Install and Configure It** Hermes Agent in plain language: what this AI agent is, how much it costs, how to install it on Windows, macOS, and Linux, choose a model, and connect Telegram.](https://ailoot.ai/blog/en/hermes-agent-install-setup/)
- [**Hermes Agent with a local model: connecting Ollama** How to connect a local model to Hermes Agent: Local Models in the desktop app or Ollama, a model with tool calling, 64,000 context, and how to check that it works.](https://ailoot.ai/blog/en/hermes-local-model-ollama-context/)
- [**How to keep Hermes Agent running on a server around the clock** How to keep Hermes Agent running on a server 24/7: installation on a VPS without a browser, running the gateway as a system service, starting it automatically after a reboot, linger, and Docker.](https://ailoot.ai/blog/en/hermes-agent-vps-24-7/)
- [**AI Agent Skills in Hermes: Install a Skill and Create Your Own** Directories and GitHub, the SKILL.md format, /learn, checking, updating, and removing Hermes Agent skills with complete command examples.](https://ailoot.ai/blog/en/hermes-agent-skills/)
- [**How to Connect Hermes Agent to Telegram and Manage Tasks from Your Phone** Step-by-step setup: create a bot through BotFather, add the token and access list in Hermes Agent, and start the gateway. Voice messages, scheduled tasks, and phone control.](https://ailoot.ai/blog/en/hermes-agent-telegram-setup/)
- [**Hermes profiles: separate personal and work agents** How to create personal and work profiles in Hermes Agent without cloning, configure each separately, and check their paths. Profile boundaries: memory, sessions, files, and accounts.](https://ailoot.ai/blog/en/hermes-profiles-personal-work/)
- [**Create Images and Videos with an AI Agent: Higgsfield MCP in Claude Code** How to connect Higgsfield MCP to Claude Code with one command, give the agent a task to create an image or video, and when to turn off the server to avoid using up limits.](https://ailoot.ai/blog/en/higgsfield-mcp-claude-code/)
- [**Claude Code Hooks Documentation: Setup and 7 Ready-to-Use Examples** Claude Code hooks docs in practice: four handler types, lifecycle events, settings.json, seven examples, testing, and common pitfalls.](https://ailoot.ai/blog/en/claude-code-hooks/)
- [**Plugins for an AI agent Telegram bot: installation and checking** Where a plugin is installed, how it differs from a skill and MCP, how to reload the agent, and how to check commands from Telegram.](https://ailoot.ai/blog/en/telegram-ai-agent-plugins/)
- [**How to Choose Claude Code Skills in 2026: Context and Selection** How to choose Claude Code skills: context budget, usage frequency, security, overlap, measurability, and a short list of vetted skills.](https://ailoot.ai/blog/en/choose-claude-code-skills/)
- [**How to Configure Claude Code So It Doesn’t Break Your Project Overnight** 7 hooks, settings.json with permissions, and a 12-point checklist to leave Claude Code working overnight without losing .env or a database. Protection in 4 layers.](https://ailoot.ai/blog/en/claude-code-safe-overnight-setup/)
- [**AI Agents for Business in 2026: Which Tasks Can You Really Hand Off?** Three task buckets: what an AI agent for business handles end to end, what it can do under supervision, and what it consistently fails at. Anthropic's figures and a one-week test.](https://ailoot.ai/blog/en/business-tasks-for-ai-agents/)
- [**One-Person Business: How to Replace Staff with AI in 2026** How to divide roles between a person and AI agents, start with one process, retain accountability, and assess the costs of a one-person business.](https://ailoot.ai/blog/en/one-person-company-ai-agents/)
- [**Claude Code overnight: loop engineering and Ralph Loop in 2026** How to run Claude Code in an autonomous loop: Ralph Loop, /loop, /goal, /batch. Ready-to-use scenarios and protection against burning through tokens in 2026.](https://ailoot.ai/blog/en/claude-code-loop-engineering/)
- [**Claude Code MCP configuration file: project scope and 7 servers** Claude Code MCP config file location: choose project scope for .mcp.json, connect servers with claude mcp add, and verify them in /mcp.](https://ailoot.ai/blog/en/mcp-servers-claude-code/)
- [**Parallel Claude Code Work: worktree, Agents, and Workflows** Four layers of parallel Claude Code work, git worktree isolation, outcome verification, GUI tools, and limits on workload and tokens.](https://ailoot.ai/blog/en/claude-code-parallel-worktree-agents/)
- [**Multi-Agent Systems: What They Are, in Plain Language, in 2026** Multi-agent systems in plain language: how several AI agents differ from one, how an orchestrator and workers operate, and when the combination pays off.](https://ailoot.ai/blog/en/multi-agent-systems/)
- [**n8n vs Claude Code in 2026: what to choose for automation** A comparison of n8n and Claude Code: when no-code hits its ceiling, how to migrate a working flow to an AI agent, pricing, and 6 signs it’s time to move on.](https://ailoot.ai/blog/en/n8n-vs-claude-code-automation/)
- [**OpenClaw: what it is, how to install it, and connect it to Telegram** OpenClaw in plain language: what this personal AI assistant is, how to install it on Windows, macOS, and Linux, choose a model, and connect Telegram.](https://ailoot.ai/blog/en/openclaw-install-telegram/)
- [**Routines in Claude Code: 5 ready-to-copy routines** Routines in Claude Code 2026: 3 trigger types (cron/webhook/GitHub), 5 ready-to-copy routines, plan limits, and step-by-step setup.](https://ailoot.ai/blog/en/claude-code-routines/)
- [**Claude Code Skills in 2026: how to build a skills library for yourself** How to create Claude Code Skills: SKILL.md structure, the description formula, ready-made collections from Anthropic, and anti-patterns. Step by step in 30 minutes.](https://ailoot.ai/blog/en/claude-code-skills-library/)
- [**AI Agent Skills, Subagents, MCP, and Plugins in Claude Code: Which to Choose** Skills, subagents, MCP, and plugins are four layers of Claude Code extensions. I explain when to use each, with a ready-made decision matrix and project examples.](https://ailoot.ai/blog/en/skills-subagents-mcp-plugins-claude-code/)
- [**Claude Code Subagents: Structure, Five Roles, and Orchestration** Agent file, description, five complete templates, parallel execution, Managed Agents, limitations and cost with examples preserved.](https://ailoot.ai/blog/en/claude-code-subagents/)
- [**Ultracode in Claude Code 2026: how to enable it with one command** Ultracode in Claude Code: a mode where Claude launches a team of agents itself. How it differs from /effort xhigh, how to enable it, and how quickly it burns through tokens.](https://ailoot.ai/blog/en/ultracode-claude-code/)
- [**How to delegate a large task in Claude Code using nested subagents** In v2.1.172, Anthropic enabled Claude Code subagents to spawn their own subagents up to 5 levels deep. Instructions on delegating a large task.](https://ailoot.ai/blog/en/claude-code-nested-subagents/)
- [**A Second Brain in Claude Code: How to Build the Structure in an Hour** How to build a second brain for Claude Code: a memory hierarchy, a five-part folder structure, and git so the agent remembers everything about your project between sessions.](https://ailoot.ai/blog/en/claude-code-second-brain/)
- [**WhatsApp Business Tools MCP: how to connect WhatsApp Business to an AI agent** Meta's official MCP server for WhatsApp Business: what the agent can do, the connection command in Claude Code, setup in Codex and ChatGPT, and beta version limitations.](https://ailoot.ai/blog/en/whatsapp-business-mcp/)
- [**How to build a live business dashboard in Claude** Connectors, Cowork, and published artifacts: a ready-to-use dashboard prompt, metrics, limitations, and read-only access.](https://ailoot.ai/blog/en/claude-live-business-dashboard/)

## Ailoot · The company and its project portfolio





Ailoot combines established operating experience, a large client base, stable service and ongoing KPI control.





The company and its project portfolio: millions of customers; monthly sales in the billions.





Ailoot brings that operating experience to API access for AI features in customer products, agents, applications and automations.
