MCAF: Developer Experience
Trigger On
- the repo is hard to run, test, debug, or onboard into
- local setup differs too much across contributors
- the inner loop is slow or undocumented
Value
- produce a concrete project delta: code, docs, config, tests, CI, or review artifact
- reduce ambiguity through explicit planning, verification, and final validation skills
- leave reusable project context so future tasks are faster and safer
Do Not Use For
- production deployment or pipeline policy
- pure documentation cleanup with no developer workflow impact
Inputs
- the current local setup and first-run path
- actual build, run, debug, and test commands
- pain points in onboarding or the inner loop
Quick Start
- Read the nearest
AGENTS.mdand confirm scope and constraints. - Run this skill's
Workflowthrough theRalph Loopuntil outcomes are acceptable. - Return the
Required Result Formatwith concrete artifacts and verification evidence.
Workflow
- Find the slowest or most fragile part of the inner loop:
- clone and setup
- build
- run and debug
- test
- Standardize tasks before optimizing them.
- Prefer one documented way to run the full solution locally.
- Teach
MCAF-ARCH-001in onboarding: show the single repository boundary and trace one real canonical slice through backend, frontend, contracts, tests, and docs. - Teach
MCAF-REQ-001: show where a real slice'sREQ-*/AC-*, ADR implementation contract,TASK-*, tests, and evidence live. - Pull only the references that match the local-dev problem you are fixing.
Deliver
- lower-friction local workflow
- better onboarding
- reproducible build, run, test, and debug paths
Validate
- a newcomer can follow the docs without hidden setup knowledge
- the inner loop is explicit and reproducible
- cross-platform or containerized guidance is used only where it helps
- local development uses real services, containers, or sandbox environments instead of fakes or stubs
- a newcomer can find every surface of a slice by one canonical name without leaving the repository
- a newcomer can follow one real requirement through its ADR decision, implementation task, automated test, and verification evidence
Ralph Loop
Use the Ralph Loop for every task, including docs, architecture, testing, and tooling work.
- Brainstorm first (mandatory):
- analyze current state
- define the problem, target outcome, constraints, and risks
- generate options and think through trade-offs before committing
- capture the recommended direction and open questions
- Plan second (mandatory):
- write a detailed execution plan from the chosen direction
- list final validation skills to run at the end, with order and reason
- Execute one planned step and produce a concrete delta.
- Review the result and capture findings with actionable next fixes.
- Apply fixes in small batches and rerun the relevant checks or review steps.
- Update the plan after each iteration.
- Repeat until outcomes are acceptable or only explicit exceptions remain.
- If a dependency is missing, bootstrap it or return
status: not_applicablewith explicit reason and fallback path.
Required Result Format
status:complete|clean|improved|configured|not_applicable|blockedplan: concise plan and current iteration stepactions_taken: concrete changes madevalidation_skills: final skills run, or skipped with reasonsverification: commands, checks, or review evidence summaryremaining: top unresolved items ornone
For setup-only requests with no execution, return status: configured and exact next commands.
Load References
- read
references/developer-experience.mdfirst - open
references/onboarding-guide-template.mdonly when relevant
Example Requests
- "Make this repo easier to onboard into."
- "Document a sane local run and debug loop."
- "Fix the dev setup drift across machines."