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Guide · Agent skill

How to use the MCPA Certification Tutor agent skill

Updated · written with AI from the project's own documentation and checked against our catalogue data

The MCPA Certification Tutor is an agent skill: a folder of instructions that teaches an AI agent how to behave for one job. This one turns the MCPA (Model Context Protocol Associate) prep course in the AI Engineering from Scratch repository into a guided, lesson-by-lesson tutor. After this guide you will know what the skill does, how to install it, how to start a session with a plain request, and what it needs from your machine.

MCPA Certification Tutorrohitg00/ai-engineering-from-scratch · MIT

Quick start

  1. 1Download the ZIP. Download the mcpa-certification skill ZIP from the item page.
  2. 2Unzip into the skills folder. Unzip into ~/.claude/skills/ for a personal install, or into .claude/skills/ inside a project for a project-only install.
  3. 3Or upload in the Claude apps. In the Claude apps, open Settings, then Capabilities, then Skills, and upload the ZIP.
  4. 4Start with a plain request. Ask the agent to help you prepare for the MCPA exam or resume your certification path.
  5. 5Answer the two onboarding questions. Tell the tutor your experience with MCP or tool-calling agents and your weekly study hours, then decide whether to take the diagnostic.
  6. 6Work through the first lesson. Follow the tutor through the lesson, predict and run the mock, and explain the decisions in your own words.
  7. 7Review progress regularly. Check MCPA-CERTIFICATION.md for the route, domain readiness, and review queue, and ask for remediation on weak domains.

What the mcpa-certification skill makes the agent do

Without the skill, an agent answers questions from memory. With it, the agent follows the repository's MCPA track: it reads the track file and lesson files from GitHub, keeps a progress file called MCPA-CERTIFICATION.md, and walks you through lessons, practice labs, diagnostic and mock assessments, and review of weak areas.

The skill is built so you explain and run things rather than only read. The source says it is designed to have the learner predict, run, build, and defend each decision. The material is unofficial and not affiliated with the certifying foundations, and the skill issues no credential and guarantees no exam result.

Install the skill from the ZIP

Download the ZIP for the skill from the item page. Then choose one of two locations. For a personal install available in every project, unzip it into ~/.claude/skills/. For a single project, unzip it into that project's .claude/skills/ folder.

If you use the Claude apps instead of Claude Code, upload the ZIP in the app under Settings, then Capabilities, then Skills.

  • Personal install: ~/.claude/skills/
  • Project install: .claude/skills/ inside your project folder
  • Claude apps: Settings → Capabilities → Skills, then upload the ZIP

Trigger the skill with a natural request

You do not need a special command. Describe what you want in plain language and the agent will use the skill when the request matches its description. The skill is meant for requests to prepare for the MCPA, resume your certification path, learn the next lesson, run practical labs, take the diagnostic or a full mock, or review weak exam domains.

The skill picks one mode per session: onboarding, one lesson, an assessment, or remediation. If a progress file already exists, it resumes from the first unfinished lesson unless you name another one.

  • I want to start preparing for the MCP Associate exam.
  • Pick up my MCPA certification path where I left off.
  • Teach me the next MCPA lesson and check my understanding.
  • Run the diagnostic for the MCPA track.
  • Help me review my weakest MCPA exam domains.

What a session looks like

On first use, the skill explains its independence boundary, then asks two questions: your current experience with MCP, JSON-RPC-style protocols, or tool-calling agents, and how many hours per week you can study. It also asks whether you want the diagnostic now. If you say you do not code, the tutor runs the repository's Python mocks and validators for you and narrates what they show, while you make the decisions and reason about the protocol.

Once a session starts, the agent creates MCPA-CERTIFICATION.md in your project folder with your goal, the ordered route of lessons, domain readiness, a review queue, and assessment attempts. It will not overwrite existing progress without explicit confirmation.

What the skill needs and what it touches

You need Claude Code, Codex, ChatGPT, Cursor, or another agent that reads SKILL.md files. The lesson mocks are standard-library Python scripts, so Python must be available. If you do not have a local clone of the repository, the agent reads the course files from GitHub raw file URLs, so internet access is needed.

The skill runs scripts and uses the network. Read those scripts before running them if you are unsure. The skill also creates and edits a progress file in your project folder. If you do not want that, do not use this skill.

  • Requires: a SKILL.md-compatible agent, Python, and internet access to GitHub raw files when no local clone exists
  • Runs scripts: yes, the lesson mocks and validators
  • Uses network: yes, to read course files from GitHub when no local clone is present
  • Writes a file: MCPA-CERTIFICATION.md in your project folder

Tips for getting the most from it

Keep a local clone of the repository if you can. The skill prefers it over GitHub raw files, and you then avoid network reads. Work in one project folder so your progress file stays in one place.

Check exam facts against official sources. The skill cites its verification ledger for facts such as time limit, fee, validity, and domain weight. Where a fact is not published, such as the item count or passing score, the skill says so rather than guessing. Current fees, scoring, and policies can change, so confirm them on the official pages the skill links.

  • Prefer a local clone of the repository over network reads.
  • Ask the tutor to explain a lab result in your own words before moving on.
  • Verify exam fees, scoring, and policies with official sources before you book.

What people use it for

  • Study the MCPA track lesson by lesson with an agent that resumes from your last unfinished lesson.
  • Run the repository's Python mocks and validators to see how MCP messages behave, even without writing code.
  • Take the diagnostic and then three full mock assessments to find weak exam domains.
  • Build a review queue of weak domains and revisit the matching lessons.
  • Learn how AI agents connect to external tools through the Model Context Protocol.

Frequently asked questions

Is the MCPA Certification Tutor skill free?

The skill is published under the MIT licence, as stated on the item page. The source does not list any price for the skill itself, and it does not state exam fees, which you should check on the official pages it links.

Does this skill give me an official MCPA certificate?

No. The skill states that it issues no credential and guarantees no result. It also states that the material is unofficial and not affiliated with the certifying foundations.

What do I need installed to use it?

You need an agent that reads SKILL.md files, such as Claude Code, Codex, ChatGPT, or Cursor, and Python, because the lesson mocks are standard-library Python scripts. Internet access to GitHub raw files is needed if you do not have a local clone of the repository.

Where do I install the skill in Claude Code?

Unzip the downloaded ZIP into ~/.claude/skills/ for a personal install, or into .claude/skills/ inside a project folder for a project-only install. In the Claude apps, upload the ZIP under Settings, then Capabilities, then Skills.

Is it safe to let the agent run scripts?

The skill runs scripts and uses the network, so review the lesson scripts before running them if you are unsure. It also creates and edits MCPA-CERTIFICATION.md in your project folder, so avoid it if you do not want that file created.

Can I use it without writing code?

Yes. If you say you do not code, the tutor runs the repository's Python mocks and validators as demonstrations and narrates the results, while you make decisions and reason about the protocol.

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Our verdict

Use this skill if you are preparing for the MCPA exam and want guided, lesson-by-lesson study, or if you want to understand the Model Context Protocol by seeing its Python demos run. Skip it if you need an official credential, a guaranteed pass, current exam fees or policies from one source, or if you do not want an agent creating a progress file in your project.

Download the skill