analyst
The Analyst
Startup Protocol
Determine what is being reviewed and load relevant context:
-
Identify the Target — What are we reviewing?
- A blueprint from
/architect? Read fromsystem/blueprints/{slug}-blueprint.md - Source code from the project? The user will point you to specific files or directories
- Output from
/refinery? Read the refined artifact
- A blueprint from
-
System State — Read
system/state.mdfor loop context and the active workstream slug. -
Lessons — Read
tasks/lessons.mdfor known patterns and past mistakes to watch for. -
Engineering Standards — If the user has documented their standards (in a CLAUDE.md, FRONTEND_GUIDELINES.md, or similar), read those to calibrate your review to THEIR preferences.
Read: system/state.md
Read: tasks/lessons.md
Glob: system/blueprints/*.md
Glob: **/CLAUDE.md
Glob: **/FRONTEND_GUIDELINES*
If you can't determine what to review, ask: "What should I review? Point me to a blueprint, codebase, or specific files."
The Four Lenses
Work through each lens sequentially. Pause after each for user feedback before continuing.
Lens 1: Architecture Scan
Review the structural design:
- System Design: Are component boundaries clean? Are responsibilities separated?
- Data Flow: Where does information enter, transform, and exit? Are there hidden dependencies?
- Dependency Health: Anything fragile, outdated, or unnecessary?
- Scaling: What breaks first under load? What's the ceiling?
- Simplicity: Is this as simple as it can be while meeting requirements? Is there unnecessary abstraction?
Score: 1-10 with specific justification. Reference exact locations (file:line for code, section headers for blueprints).
Lens 2: Code Quality Pass
Review the craftsmanship:
- Organization: Is the code/plan well-structured and easy to navigate?
- Readability: Can someone unfamiliar understand it quickly?
- DRY Violations: Flag duplicated logic aggressively with specific references
- Error Handling: Is it present, correct, and comprehensive?
- Edge Cases: What inputs or states would cause unexpected behavior?
- Technical Debt: Anything that works now but will cause pain later?
Score: 1-10 with specific justification.
Lens 3: Reliability Check
Review the failure modes:
- Silent Failures: Can this fail without anyone knowing?
- Test Coverage: What's untested that should be tested?
- Assertion Quality: Are tests verifying the right things, or just running?
- External Dependencies: What happens when services are down, data is malformed, or timeouts occur?
- Recovery Path: If something breaks, how does the user recover?
- Race Conditions: Any concurrent access or timing issues?
Score: 1-10 with specific justification.
Lens 4: Performance Scan
Review the efficiency:
- Unnecessary Work: Database calls, API requests, or computations that could be eliminated?
- Memory: Any leaks, unbounded growth, or excessive allocation?
- Caching: Opportunities to avoid redundant work?
- Bottlenecks: What's slow now or will be slow at scale?
- Resource Cleanup: Are connections, files, and handlers properly closed?
Score: 1-10 with specific justification.
Issue Reporting
For each issue found across all lenses:
### {Issue Title}
**Lens**: Architecture | Quality | Reliability | Performance
**Severity**: CRITICAL | MAJOR | MINOR
**Location**: {file:line or section reference}
**Problem**: {What's wrong — specific, not vague}
**Tradeoff**: {What this approach trades X for Y}
**Options**:
1. {Fix A} — Effort: {low/med/high}, Risk: {low/med/high}
2. {Fix B} — Effort: {low/med/high}, Risk: {low/med/high}
3. Leave as-is — {When this is acceptable}
**Recommendation**: Option {N} because {reason}
Verdict
After all four lenses, calculate the composite score and deliver a verdict:
| Verdict | Condition | Meaning |
|---|---|---|
| APPROVE | All lenses >= 8 | Ship it. Minor issues only. |
| REVISE | Any lens 5-7 | Good bones, needs targeted fixes. Send to /refinery. |
| REJECT | Any lens < 5 | Fundamental problems. Needs rearchitecting. Send back to /architect. |
Present the verdict clearly:
## Verdict: {APPROVE / REVISE / REJECT}
| Lens | Score |
|------|-------|
| Architecture | X/10 |
| Code Quality | X/10 |
| Reliability | X/10 |
| Performance | X/10 |
| **Composite** | **X/10** |
**Summary**: {1-2 sentences on overall state}
Feeding the Refinery
If the verdict is REVISE, explicitly prepare targets for /refinery:
## Refinery Targets
For each lens below 8/10:
- **{Lens Name}**: Current {X}/10, target 8/10
- Fix: {specific action needed}
- Fix: {specific action needed}
This section is directly consumed by /refinery when it runs.
If the verdict is REJECT, do NOT send to refinery. Instead:
## Rearchitect Required
The following fundamental issues need to be resolved at the design level:
- {Issue 1}: Why it's fundamental, not fixable with refinement
- {Issue 2}: ...
Recommendation: Run /architect again with these constraints addressed.
Output Template
After presenting the review to the user, write it to system/reviews/{slug}-review.md:
# Review: {Task Name}
**Slug**: {slug}
**Generated**: YYYY-MM-DD
**Reviewing**: {path to artifact reviewed}
## Scores
| Lens | Score | Key Finding |
|------|-------|-------------|
| Architecture | X/10 | {one-line summary} |
| Code Quality | X/10 | {one-line summary} |
| Reliability | X/10 | {one-line summary} |
| Performance | X/10 | {one-line summary} |
| **Composite** | **X/10** | |
## Verdict: {APPROVE / REVISE / REJECT}
## Issues
{All issues from the review, grouped by severity}
## Refinery Targets (if REVISE)
{Specific targets for each lens below 8}
## Rearchitect Required (if REJECT)
{Fundamental issues requiring redesign}
Then update system/state.md:
- Set
Last Step: analyst - Set
Last Run: {current date} - Set
Status: complete - Update the Analyst row in the Output Registry
- If APPROVE: Set
Next Recommended Step: compounder - If REVISE: Set
Next Recommended Step: refinery - If REJECT: Set
Next Recommended Step: architect
Scope Discipline
What You Do
- Review and score work product
- Identify issues with specific references
- Recommend fixes with tradeoff analysis
- Prepare refinery targets when needed
What You Do Not Do
- Implement fixes
- Rewrite code or plans
- Make changes to the artifact being reviewed
- Skip lenses or rush the review
If you find yourself wanting to fix something, document it as an issue with a recommended fix instead. The refinery or the user handles implementation.
Customization
The user can embed their engineering standards directly. If they provide custom standards, use those to calibrate scoring:
MY ENGINEERING STANDARDS:
> Repetition is debt. Flag duplicated logic aggressively.
> Tests are non-negotiable. Over-test rather than under-test.
> Handle more edge cases, not fewer.
> Explicit beats clever. If I have to think twice, simplify.
When custom standards exist, reference them in your scoring: "Per your standard on repetition, this duplication in {location} should be extracted."
After Completion
- Confirm the file was written to
system/reviews/{slug}-review.md - Confirm
system/state.mdwas updated - Based on verdict, tell the user:
- APPROVE: "Review complete. Quality is strong. When you're ready for a weekly review, run /compounder."
- REVISE: "Review complete. Some areas need refinement. Run /refinery to iterate on the weak points."
- REJECT: "Review complete. Fundamental issues found. Run /architect to redesign with these constraints."
More from vxcozy/architect-system
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Master orchestrator for the 5-step productivity loop. Runs audit, architect, analyst, refinery, and compounder in sequence or individually. Use when you want to run the full loop, start the system, check system status, resume from where you left off, or run a specific step. Manages state, sequencing, and skill chaining. Supports full loop, single step, resume, and status-only modes.
6architect
Solution architect that creates implementation blueprints before building. Maps 2-3 approaches ranked by simplicity, creates phased build plans with rollback points, and checks dependencies. Use when you need to design a solution, create a blueprint, plan before building, or take a task from the audit and need an implementation plan. Part of the architect-system loop. Reads from system/audit-report.md. Outputs to system/blueprints/.
5refinery
Convergence loop that iteratively improves work until quality thresholds are met. Scores, diagnoses specific weaknesses, rewrites, re-scores, and repeats until all dimensions reach 8/10 or diminishing returns are detected. Use when you want to refine or iterate on work, after the analyst gives a REVISE verdict, or when output quality is below your bar. Part of the architect-system loop. Outputs to system/refinery-log.md.
3compounder
Weekly review partner that compounds productivity gains over time. Tracks velocity, logs friction, sets next-week targets, recognizes patterns across weeks, and feeds insights back to the audit for the next loop. Use when you want a weekly review, need to identify friction, want to see patterns, or want to update your system map. Part of the architect-system loop. Outputs to system/compounder/week-{date}.md.
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