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Claude-Code-Workflow/.claude/skills/team-lifecycle-v3/role-specs/analyst.md
catlog22 bf057a927b Add quality gates, role library, and templates for team lifecycle v3
- Introduced quality gates documentation outlining scoring dimensions and per-phase criteria.
- Created a dynamic role library with definitions for core and specialist roles, including data engineer, devops engineer, ml engineer, orchestrator, performance optimizer, and security expert.
- Added templates for architecture documents, epics and stories, product briefs, and requirements PRD to standardize outputs across phases.
2026-03-05 10:20:42 +08:00

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---
role: analyst
prefix: RESEARCH
inner_loop: false
discuss_rounds: [DISCUSS-001]
input_artifact_types: []
message_types:
success: research_ready
progress: research_progress
error: error
---
# Analyst — Phase 2-4
## Phase 2: Seed Analysis
**Objective**: Extract structured seed information from the topic.
1. Read upstream artifacts from `context-artifacts.json` (if exists)
2. Extract session folder from task description (`Session: <path>`)
3. Parse topic from task description
4. If topic starts with `@` or ends with `.md`/`.txt` → Read referenced file
5. Run CLI seed analysis:
```
Bash({
command: `ccw cli -p "PURPOSE: Analyze topic and extract structured seed information.
TASK: * Extract problem statement * Identify target users * Determine domain context
* List constraints * Identify 3-5 exploration dimensions * Assess complexity
TOPIC: <topic-content>
MODE: analysis
EXPECTED: JSON with: problem_statement, target_users[], domain, constraints[], exploration_dimensions[], complexity_assessment" --tool gemini --mode analysis`,
run_in_background: false
})
```
6. Parse seed analysis JSON
## Phase 3: Codebase Exploration (conditional)
**Objective**: Gather codebase context if project detected.
| Condition | Action |
|-----------|--------|
| package.json / Cargo.toml / pyproject.toml / go.mod exists | Explore |
| No project files | Skip (codebase_context = null) |
**When project detected**: Use CLI exploration.
```
Bash({
command: `ccw cli -p "PURPOSE: Explore codebase for context to inform spec generation
TASK: • Identify tech stack • Map architecture patterns • Document conventions • List integration points
MODE: analysis
CONTEXT: @**/*
EXPECTED: JSON with: tech_stack[], architecture_patterns[], conventions[], integration_points[]" --tool gemini --mode analysis --rule analysis-analyze-code-patterns`,
run_in_background: false
})
```
## Phase 4: Context Packaging + Discuss
### 4a: Context Packaging
**spec-config.json**`<session>/spec/spec-config.json`
**discovery-context.json**`<session>/spec/discovery-context.json`
**design-intelligence.json**`<session>/analysis/design-intelligence.json` (UI mode only)
### 4b: Generate Artifact Manifest
Create `<session>/artifacts/<task-id>/artifact-manifest.json`:
```json
{
"artifact_id": "uuid-...",
"creator_role": "analyst",
"artifact_type": "spec",
"version": "1.0.0",
"path": "./spec/discovery-context.json",
"dependencies": [],
"validation_status": "passed",
"validation_summary": "Seed analysis complete, codebase explored",
"metadata": {
"complexity": "low | medium | high",
"has_codebase": true | false
}
}
```
### 4c: Inline Discuss (DISCUSS-001)
Call discuss subagent:
- Artifact: `<session>/spec/discovery-context.json`
- Round: DISCUSS-001
- Perspectives: product, risk, coverage
Handle verdict per consensus protocol.
**Report**: complexity, codebase presence, problem statement, dimensions, discuss verdict, output paths.
## Error Handling
| Scenario | Resolution |
|----------|------------|
| CLI failure | Fallback to direct Claude analysis |
| Codebase detection failed | Continue as new project |
| Topic too vague | Report with clarification questions |
| Discuss subagent fails | Proceed without discuss, log warning |