architect
Skill181 starsChanged 9 months agoMITView on GitHub
Designs system architecture and selects technology stack based on vision analysis. Use after vision analysis for technical decisions. Triggers on: design architecture, select tech stack, choose framework.
174 other projects use a version of this.
Adopted by
Most recently taken up by
- Yeachan-Heo/oh-my-claude-sisyphustheir own version, first seen Nov 8, 2026
- caidanw/skillstheir own version, first seen Nov 8, 2026
- pascalorg/editortheir own version, first seen Nov 8, 2026
- Yeachan-Heo/oh-my-claudecodetheir own version, first seen Nov 8, 2026
- naman10parikh/pennytheir own version, first seen Nov 8, 2026
- afawfawffaf/my-skillstheir own version, first seen Nov 8, 2026
Used with
Projects with it also use ecosystem-reference, fractal-delegation and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
naman10parikhSkillecosystem-reference
Quick-access directory of Claude Code ecosystem repos, skills, plugins, MCPs, and patterns. Use when improving the harness.
Also in 5 projects that use this
naman10parikhSkillfractal-delegation
Also in 5 projects that use this
tristanphvnSkillketchup-video
Catch the user up like /keel:ketchup, with a short silent video of slides for what happened and the waiting calls as text under it. Use for /keel:ketchup-video.
Also in 14 projects that use this
jaydubya818Skillfigure-it-out
Use when novel or multi-phase work needs an auditable workflow and no narrower playbook fits.
Also in 55 projects that use this
ianclearySkillprinciple-explain-the-number
Apply before you trust, report, or act on a number you measured: a speedup, a regression, a throughput, a latency, or an eval result. Find what limits it, and rule out that it measured something other than the work you think.
Also in 29 projects that use this
eryzerzSkillmake-bot-ui
Use when building a custom UI (page, dashboard, buttons) that should wake a Grok Bot over a webhook, when the user must provide a webhook sender key, or when exposing that UI on Tailscale.
Also in 20 projects that use this
- +6 more from naman10parikh
Other versions174 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 174
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- pascalorg/editor★ 25ksame name
- backnotprop/pstack★ 3.8ksame name
- agenticnotetaking/arscontexta★ 3.5ksame name
- jsmastery-pro/skills★ 1.4ksame name
- SethGammon/Citadel★ 927same name
- moeru-ai/xsai★ 667same name
- DanMcInerney/architect-loop★ 626same name
- Hainrixz/the-architect★ 562same name
164 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository16 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- doc-reviewSkill
- god-consensusSkill
- god-interventionSkill
- god-memberSkill
- observabilitySkill
- parallel-exploreSkill
- plan-reviewSkill
- prd-converterSkill
- prdSkill
- researchSkill
- roadmapSkill
- skill-creatorSkill
- vision-builderSkill
- visionSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
13 rules. 0 are common, 10 are distinctive, and 3 are very specific to this project.
0
Common
Most of the 162 edited versions we read keep these.
10
Distinctive
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 12
When running in workspace mode, all paths are relative to .aha-loop/ directory:
- Very specific: line 22
Read project.vision-analysis.md for requirements
- Distinctive: line 92
Identify 2-4 candidates: - Don't over-research
- Distinctive: line 93
Fetch source code: if needed for deep understanding
- Distinctive: line 94
Check latest versions: - Use web search or package registry
- Distinctive: line 132
Verify all chosen technologies work together
- Distinctive: line 133
Check for known integration issues
- Distinctive: line 134
Ensure versions are compatible
- Distinctive: line 135
Test with a minimal proof-of-concept if uncertain
- Distinctive: line 172
After technology decisions, design the architecture:
- Distinctive: line 187
Document how data flows through the system:
- Distinctive: line 211
Document architectural patterns to follow:
- Very specific: line 328
Update knowledge/project/decisions.md with ADRs
“Common” is measured: kept by at least 6 in 10 of the 162 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Architect Skill
Research, evaluate, and decide on technology stack and system architecture based on project requirements.
Workspace Mode Note
When running in workspace mode, all paths are relative to .aha-loop/ directory:
- Vision analysis:
.aha-loop/project.vision-analysis.md - Architecture output:
.aha-loop/project.architecture.md
The orchestrator will provide the actual paths in the prompt context.
The Job
- Read
project.vision-analysis.mdfor requirements - Research candidate technologies for each layer
- Evaluate and compare options
- Make decisions with documented rationale
- Design system architecture
- Output
project.architecture.md
Core Principles
1. Prefer Latest Stable Versions
Always use the latest stable version of libraries unless there's a specific reason not to.
## Version Selection Process
1. Query official source for latest version:
- Rust: crates.io API or `cargo search`
- Node: npmjs.com or `npm view [pkg] version`
- Python: pypi.org or `pip index versions`
2. Check release date and stability:
- Released > 2 weeks ago (not bleeding edge)
- No critical issues in GitHub issues
- Changelog shows no breaking changes from common patterns
3. Document the version and why:
- Record in project.architecture.md
- Add to knowledge/project/decisions.md2. Consider Long-term Maintenance
- Active community and regular updates
- Good documentation
- Large ecosystem of plugins/extensions
- Backed by reputable organization or strong community
3. Evaluate Total Cost
- Learning curve for the team/AI
- Bundle size / binary size
- Runtime performance
- Development velocity
Research Process
Step 1: Identify Technology Layers
Based on project type, identify which layers need decisions:
| Layer | Examples |
| Language | Rust, TypeScript, Python, Go |
| Frontend Framework | React, Vue, Svelte, SolidJS |
| Backend Framework | Axum, Actix, Express, FastAPI |
| Database | PostgreSQL, SQLite, MongoDB |
| ORM/Query Builder | Diesel, SQLx, Prisma, Drizzle |
| Authentication | JWT, Sessions, OAuth providers |
| Deployment | Docker, Serverless, VPS |
| Testing | Built-in, Jest, Pytest, Vitest |
Step 2: Research Each Layer
For each layer requiring a decision:
- Identify 2-4 candidates - Don't over-research
- Fetch source code if needed for deep understanding
- Check latest versions - Use web search or package registry
- Read documentation - Understand core concepts
- Compare tradeoffs - Performance, DX, ecosystem
Step 3: Use Structured Comparison
## [Layer Name] Decision
### Candidates
| Criterion | Option A | Option B | Option C |
|-----------|----------|----------|----------|
| Latest Version | v1.2.3 | v2.0.0 | v0.9.0 |
| Release Date | 2026-01-15 | 2026-01-20 | 2025-12-01 |
| GitHub Stars | 45k | 30k | 15k |
| Bundle Size | 50kb | 80kb | 30kb |
| Learning Curve | Medium | Low | High |
| Documentation | Excellent | Good | Fair |
| TypeScript Support | Native | Via types | Partial |
| Community Activity | Very Active | Active | Moderate |
### Decision: [Option B]
### Rationale
- [Reason 1]
- [Reason 2]
- [Reason 3]
### Tradeoffs Accepted
- [What we're giving up]
- [Mitigation strategy if any]Step 4: Check Compatibility
Before finalizing:
- Verify all chosen technologies work together
- Check for known integration issues
- Ensure versions are compatible
- Test with a minimal proof-of-concept if uncertain
Version Research Commands
Rust (crates.io)
# Get latest version
curl -s "https://crates.io/api/v1/crates/tokio" | jq '.crate.max_stable_version'
# Or use cargo
cargo search tokio --limit 1Node.js (npm)
# Get latest version
npm view react version
# Get all versions
npm view react versions --jsonCheck GitHub for Activity
# Using gh CLI
gh api repos/tokio-rs/tokio --jq '.pushed_at, .stargazers_count'Architecture Design
After technology decisions, design the architecture:
1. Component Diagram
## System Components
[Component A] --> [Component B] --> [Component C]
| |
v v
[Database] [External API]2. Data Flow
Document how data flows through the system:
- User inputs
- Processing steps
- Storage points
- Output paths
3. Directory Structure
Propose the project structure:
project/
├── src/
│ ├── main.rs
│ ├── api/
│ ├── db/
│ └── ...
├── tests/
├── Cargo.toml
└── ...4. Key Patterns
Document architectural patterns to follow:
- Error handling approach
- Logging strategy
- Configuration management
- Testing approach
Output: project.architecture.md
# Project Architecture
**Generated:** [timestamp]
**Based on:** project.vision-analysis.md
## Technology Stack
### Core Technologies
| Layer | Technology | Version | Rationale |
|-------|------------|---------|-----------|
| Language | Rust | 1.75 | Performance, safety |
| Web Framework | Axum | 0.7.4 | Ergonomic, async |
| Database | SQLite | 3.45 | Simple, embedded |
| ORM | SQLx | 0.7.3 | Compile-time checks |
### Development Tools
| Tool | Version | Purpose |
|------|---------|---------|
| cargo-watch | 8.5.2 | Auto-rebuild |
| sqlx-cli | 0.7.3 | Migrations |
## Architecture Decisions
### ADR-001: [Decision Title]
**Context:** [Why this decision was needed]
**Decision:** [What was decided]
**Rationale:** [Why this option]
**Consequences:** [Impact of decision]
### ADR-002: ...
## System Design
### Component Overview
[Diagram or description]
### Data Flow
[How data moves through system]
### Directory Structure
[Proposed structure]
## Key Patterns
### Error Handling
[Approach]
### Configuration
[Approach]
### Testing Strategy
[Approach]
## Dependencies
### Production Dependencies
```toml
[dependencies]
axum = "0.7.4"
tokio = { version = "1.35", features = ["full"] }
sqlx = { version = "0.7.3", features = ["sqlite", "runtime-tokio"] }Development Dependencies
[dev-dependencies]Security Considerations
- [Security item 1]
- [Security item 2]
Performance Considerations
- [Performance item 1]
- [Performance item 2]
Deployment Strategy
[How the project will be deployed]
Next Steps
- Initialize project structure
- Set up CI/CD
- Begin roadmap planning
---
## Integration with Orchestrator
After architecture design:
1. Save `project.architecture.md` to project root
2. Update `knowledge/project/decisions.md` with ADRs
3. Signal completion to orchestrator
4. Roadmap Skill uses architecture as input
---
## Checklist
Before completing architecture:
- [ ] All technology layers evaluated
- [ ] Latest stable versions verified for each choice
- [ ] Compatibility between choices confirmed
- [ ] Decisions documented with rationale
- [ ] Directory structure proposed
- [ ] Key patterns defined
- [ ] Dependencies listed with versions
- [ ] ADRs recorded in knowledge/project/decisions.md
- [ ] Architecture saved to `project.architecture.md`
---
## Example: Web App Architecture
**Input:** Vision analysis showing PWA finance tracker
**Output:**
```markdown
# Project Architecture
## Technology Stack
### Core Technologies
| Layer | Technology | Version | Rationale |
|-------|------------|---------|-----------|
| Language | TypeScript | 5.3.3 | Type safety, ecosystem |
| Framework | SvelteKit | 2.5.0 | Fast, simple, SSR+SPA |
| Styling | Tailwind CSS | 3.4.1 | Utility-first, fast |
| Database | IndexedDB (Dexie) | 4.0.1 | Offline-first PWA |
| Build | Vite | 5.0.12 | Fast, modern |
### PWA Stack
| Component | Technology | Version |
|-----------|------------|---------|
| Service Worker | Workbox | 7.0.0 |
| Manifest | Vite PWA Plugin | 0.17.4 |
## Architecture Decisions
### ADR-001: SvelteKit over React/Next.js
**Context:** Need a modern frontend framework for PWA
**Decision:** Use SvelteKit 2.x
**Rationale:**
- Smaller bundle size (critical for PWA)
- Built-in SSR and static generation
- Simpler mental model than React
- Excellent TypeScript support
**Consequences:** Smaller community than React, but sufficient for this project.
### ADR-002: Dexie for IndexedDB
**Context:** Need offline data storage
**Decision:** Use Dexie.js 4.x wrapper for IndexedDB
**Rationale:**
- Promise-based API
- Excellent TypeScript support
- Reactive queries
- Well-maintained
**Consequences:** Additional 30kb bundle, but worth the DX improvement.Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

