.claude/skills/prototype/SKILL.md
Executes a rapid prototyping workflow that skips normal standards to quickly validate a product concept or core mechanic, producing throwaway code and a prototype report. Use when the user wants to quickly test an idea or mentions prototyping, proof of concept, or MVP spike.
npx skillsauth add tranhieutt/software_development_department prototypeInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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When this skill is invoked:
Read the concept description from the argument. Identify the core question this prototype must answer. If the concept is vague, state the question explicitly before proceeding.
Read CLAUDE.md for project context and the current tech stack. Understand what engine, language, and frameworks are in use so the prototype is built with compatible tooling.
Create a prototype plan: Define in 3-5 bullet points what the minimum viable prototype looks like. What is the core question? What is the absolute minimum code needed to answer it? What can be skipped?
Create the prototype directory: prototypes/[concept-name]/ where
[concept-name] is a short, kebab-case identifier derived from the concept.
Implement the prototype in the isolated directory. Every file must begin with:
// PROTOTYPE - NOT FOR PRODUCTION
// Question: [Core question being tested]
// Date: [Current date]
Standards are intentionally relaxed:
Test the concept: Run the prototype. Observe behavior. Collect any measurable data (frame times, interaction counts, feel assessments).
Generate the Prototype Report and save it to
prototypes/[concept-name]/REPORT.md:
## Prototype Report: [Concept Name]
### Hypothesis
[What we expected to be true -- the question we set out to answer]
### Approach
[What we built, how long it took, what shortcuts we took]
### Result
[What actually happened -- specific observations, not opinions]
### Metrics
[Any measurable data collected during testing]
- Frame time: [if relevant]
- Feel assessment: [subjective but specific -- "response felt sluggish at
200ms delay" not "felt bad"]
- User action counts: [if relevant]
- Iteration count: [how many attempts to get it working]
### Recommendation: [PROCEED / PIVOT / KILL]
[One paragraph explaining the recommendation with evidence]
### If Proceeding
[What needs to change for a production-quality implementation]
- Architecture requirements
- Performance targets
- Scope adjustments from the original design
- Estimated production effort
### If Pivoting
[What alternative direction the results suggest]
### If Killing
[Why this concept does not work and what we should do instead]
### Lessons Learned
[Discoveries that affect other systems or future work]
prototypes/[concept-name]/REPORT.md.prototypes/[concept-name]/ and implement the prototype?"Deliver exactly:
prototypes/[concept-name]/ (throwaway — never imported by src/)prototypes/[concept-name]/REPORT.mdVALIDATED / INVALIDATED / INCONCLUSIVEPROCEED (rewrite from scratch in src/) / PIVOT / ABANDONtesting
Generates high-fidelity architecture diagrams, sequence flows, and component maps for SDD projects. Use when finalizing a design phase, documenting system architecture, or visualizing agentic workflows. Default style: Style 6 (Claude Official).
data-ai
Provides vector database and semantic search patterns for Pinecone, Weaviate, Qdrant, Milvus, and pgvector in RAG and recommendation systems. Use when implementing vector search or when the user mentions vector database, semantic search, embeddings, or similarity search.
development
Updates docs/technical/CODEMAP.md by scanning the current codebase structure. Run after a significant feature merge, refactor, or when CODEMAP feels stale.
development
Unlocks the codebase after a release freeze or incident freeze period to resume normal development. Use when a freeze period ends or when the user mentions unfreezing or lifting the code freeze.