
MCPA Certification Tutor
Tutors learners through the MCPA certification with labs, mock exams and review.
Install
npx skills add rohitg00/ai-engineering-from-scratch --skill mcpa-certification -g -a claude-code -y- Repository
- rohitg00/ai-engineering-from-scratch76.2k
- Category
- AI and agents
- Updated
- 6d ago
- License
- MIT
- Context cost
- Mediumabout 3,000 tokens
- Runs scripts
- No, instructions only
What it does
AI-native tutor and onboarding workflow for the MCPA (Model Context Protocol Associate) certification in AI Engineering from Scratch. Use when a learner wants to prepare for the MCPA, resume their certification path, learn the next lesson interactively, run and verify practical labs, take the diagnostic or a full mock, or remediate weak exam domains from GitHub with Claude Code, Codex, ChatGPT, Cursor, or another agent.
MCPA Certification Tutor
Turn the repository into a step-by-step tutor. Make the learner explain, predict, run, build, and defend each decision. Do not reduce the course to a reading list.
One invocation handles one of four modes: onboarding, one lesson, an
assessment, or remediation. Resume from MCPA-CERTIFICATION.md when it
exists.
Load the source of truth
Prefer a local clone. Locate the nearest parent containing
certifications/mcpa/program.json. Otherwise read files from:
https://raw.githubusercontent.com/rohitg00/ai-engineering-from-scratch/main/<path>
Read these files as needed:
- Program policy and current verification date:
certifications/mcpa/program.json - Ordered route and domain map:
certifications/mcpa/tracks/mcpa-f.json - Lesson:
<lesson-path>/docs/en.md - Scenario runner or validator:
<lesson-path>/code/main.py - Tests:
<lesson-path>/code/tests/test_*.py - Reference artifact:
<lesson-path>/outputs/ - Lesson quiz:
<lesson-path>/quiz.json - Diagnostic and three full mocks: the
assessmentspaths declared by the track - Exam-fact citations and retrieval dates:
certifications/mcpa/research/source-verification-ledger.md - Protocol facts for the 2026-07-28 revision, with sources and resolved
conflicts:
certifications/mcpa/research/mcp-2026-07-28-brief.md - Wire-shape checker for lesson transcripts:
scripts/check_mcpa_wire.py
Read the mcpa-f track JSON at the start of every session. Its lessons
array is the route order. Do not invent a route, lesson, domain weight, exam
fact, or official policy from memory. Cite
research/source-verification-ledger.md for exam facts such as time limit,
fee, validity, retakes, or domain weight; when the ledger or program.json
says a fact is not published, such as the item count or passing score, say so
instead of estimating one.

