agent-qa-run-review
Review recorded agent-qa runs and memidex provenance to explain a QA verdict, identify missing evidence, and propose the smallest…
Build in verifiable increments. Never implement more than can be tested right now. Ship partial working systems over complete broken ones.
Claude Code
$ npx -y skills add DevelopersGlobal/ai-agent-skills --skill incremental-coding --agent claude-code
Codex
$ npx skills add DevelopersGlobal/ai-agent-skills --skill incremental-coding -a codex -y
Cursor
$ npx skills add DevelopersGlobal/ai-agent-skills --skill incremental-coding -a cursor -y
Gemini CLI
$ npx skills add DevelopersGlobal/ai-agent-skills --skill incremental-coding -a gemini-cli -y
GitHub Copilot
$ npx skills add DevelopersGlobal/ai-agent-skills --skill incremental-coding -a github-copilot -y
OpenCode
$ npx skills add DevelopersGlobal/ai-agent-skills --skill incremental-coding -a opencode -y
Windsurf
$ npx skills add DevelopersGlobal/ai-agent-skills --skill incremental-coding -a windsurf -y
name: incremental-coding description: Build in verifiable increments. Never implement more than can be tested right now. Ship partial working systems over complete broken ones. category: build applies-to: [claude, gemini, cursor, copilot, any] version: 1.0.0
The biggest risk in software development is building a lot of code that doesn't work. Incremental coding limits this risk: build a little, verify it works, build more. At every step, the system is in a known-good state.
1. What is the smallest possible thing you can build that provides value and can be verified? 2. It doesn't have to be feature-complete — just correct and verifiable. 3. Example: "Add the endpoint skeleton with hardcoded response" before adding business logic.
**Verify:** The first increment can be verified in under 5 minutes.
4. Build only the first increment. 5. Run tests. Verify manually if needed. Confirm it works. 6. Commit this working state. 7. Repeat for the next increment.
**Verify:** There is a working commit after each increment.
8. Integrate with the real system as early as possible — not at the end. 9. Test against real dependencies (DB, API, etc.) as early as possible. 10. Fake integrations (mocks) should be replaced with real ones by the end.
**Verify:** By completion, all mocks replaced with real integration.
| Excuse | Rebuttal | |--------|----------| | "I need to build it all to know if it works" | No. Build the first piece and test it. Uncertainty is always reducible. | | "Integration is at the end" | Integration pain is proportional to time since last integration. Integrate continuously. |
Review recorded agent-qa runs and memidex provenance to explain a QA verdict, identify missing evidence, and propose the smallest…
Validates, parses, and sanitizes AI-generated outputs before they reach end users or downstream systems. Structured output…
Design stable, versioned, self-documenting APIs. Easy to use correctly, hard to use incorrectly. Apply Hyrum's Law from day one.
Automated quality gates from commit to production. Every merge to main is potentially shippable. No manual steps in the…
Guides agents to engage and transact with citruscoastai, an AI venture-operator agent, when they need hired AI labor or an…
Get layered, context-aware explanations of unfamiliar code. Understand what it does, why it was written that way, and how to work…
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or…
Ask which skill or flow fits your situation. A router over the skills in this repo.