assess

Assess

Comprehensive assessment skill for answering "is this good?" with structured evaluation, scoring, and actionable recommendations.

Quick Start

/ork:assess backend/app/services/auth.py
/ork:assess our caching strategy
/ork:assess --model=opus the current database schema
/ork:assess frontend/src/components/Dashboard

---

Argument Resolution

TARGET = "$ARGUMENTS"  # Full argument string, e.g., "backend/app/services/auth.py"
# $ARGUMENTS[0] is the first token (CC 2.1.59 indexed access)

# Model override detection (CC 2.1.72)
MODEL_OVERRIDE = None
for token in "$ARGUMENTS".split():
    if token.startswith("--model="):
        MODEL_OVERRIDE = token.split("=", 1)[1]  # "opus", "sonnet", "haiku"
        TARGET = TARGET.replace(token, "").strip()

Pass MODEL_OVERRIDE to all Agent() calls via model=MODEL_OVERRIDE when set. Accepts symbolic names (opus, sonnet, haiku) or full IDs (claude-opus-4-6) per CC 2.1.74.

---

STEP -1: MCP Probe + Resume Check

Load: Read("${CLAUDE_PLUGIN_ROOT}/skills/chain-patterns/references/mcp-detection.md")

# 1. Probe MCP servers (once at skill start)
ToolSearch(query="select:mcp__memory__search_nodes")

# 2. Store capabilities
Write(".claude/chain/capabilities.json", {
  "memory": probe_memory.found,
  "skill": "assess",
  "timestamp": now()
})

# 3. Check for resume
state = Read(".claude/chain/state.json")  # may not exist
if state.skill == "assess" and state.status == "in_progress":
    last_handoff = Read(f".claude/chain/{state.last_handoff}")

Phase Handoffs

Phase	Handoff File	Contents
0	00-intent.json	Dimensions, target, mode
1	01-baseline.json	Initial codebase scan results
2	02-evaluation.json	Per-dimension scores + evidence
3	03-report.json	Final report, grade, recommendations

---

STEP 0: Verify User Intent with AskUserQuestion

BEFORE creating tasks, clarify assessment dimensions:

AskUserQuestion(
  questions=[{
    "question": "What dimensions to assess?",
    "header": "Dimensions",
    "options": [
      {"label": "Full assessment (Recommended)", "description": "All dimensions: quality, maintainability, security, performance", "markdown": "```\nFull Assessment (7 phases)\n──────────────────────────\n  Dimensions scored 0-10:\n  ┌─────────────────────────────┐\n  │ Correctness      ████████░░ │\n  │ Maintainability  ██████░░░░ │\n  │ Security         █████████░ │\n  │ Performance      ███████░░░ │\n  │ Testability      ██████░░░░ │\n  │ Architecture     ████████░░ │\n  │ Documentation    █████░░░░░ │\n  └─────────────────────────────┘\n  + Pros/cons + alternatives\n  + Effort estimates + report\n  Agents: 4 parallel evaluators\n```"},
      {"label": "Code quality only", "description": "Readability, complexity, best practices", "markdown": "```\nCode Quality Focus\n──────────────────\n  Dimensions scored 0-10:\n  ┌─────────────────────────────┐\n  │ Correctness      ████████░░ │\n  │ Maintainability  ██████░░░░ │\n  │ Testability      ██████░░░░ │\n  └─────────────────────────────┘\n  Skip: security, performance\n  Agents: 1 code-quality-reviewer\n  Output: Score + best practice gaps\n```"},
      {"label": "Security focus", "description": "Vulnerabilities, attack surface, compliance", "markdown": "```\nSecurity Focus\n──────────────\n  ┌──────────────────────────┐\n  │ OWASP Top 10 check       │\n  │ Dependency CVE scan       │\n  │ Auth/AuthZ flow review    │\n  │ Data flow tracing         │\n  │ Secrets detection         │\n  └──────────────────────────┘\n  Agent: security-auditor\n  Output: Vuln list + severity\n          + remediation steps\n```"},
      {"label": "Quick score", "description": "Just give me a 0-10 score with brief notes", "markdown": "```\nQuick Score\n───────────\n  Single pass, ~2 min:\n\n  Read target ──▶ Score ──▶ Done\n                  7.2/10\n\n  Output:\n  ├── Composite score (0-10)\n  ├── Grade (A-F)\n  ├── 3 strengths\n  └── 3 improvements\n  No agents, no deep analysis\n```"}
    ],
    "multiSelect": false
  }]
)

Based on answer, adjust workflow:

• Full assessment: All 7 phases, parallel agents
• Code quality only: Skip security and performance phases
• Security focus: Prioritize security-auditor agent
• Quick score: Single pass, brief output

---

STEP 0b: Select Orchestration Mode

Load details: Read("${CLAUDE_SKILL_DIR}/references/orchestration-mode.md") for env var check logic, Agent Teams vs Task Tool comparison, and mode selection rules.

---

Task Management (CC 2.1.16)

TaskCreate(
  subject="Assess: {target}",
  description="Comprehensive evaluation with quality scores and recommendations",
  activeForm="Assessing {target}"
)

---

What This Skill Answers

Question	How It's Answered
"Is this good?"	Quality score 0-10 with reasoning
"What are the trade-offs?"	Structured pros/cons list
"Should we change this?"	Improvement suggestions with effort
"What are the alternatives?"	Comparison with scores
"Where should we focus?"	Prioritized recommendations

---

Workflow Overview

Phase	Activities	Output
1. Target Understanding	Read code/design, identify scope	Context summary
1.5. Scope Discovery	Build bounded file list	Scoped file list
2. Quality Rating	7-dimension scoring (0-10)	Scores with reasoning
3. Pros/Cons Analysis	Strengths and weaknesses	Balanced evaluation
4. Alternative Comparison	Score alternatives	Comparison matrix
5. Improvement Suggestions	Actionable recommendations	Prioritized list
6. Effort Estimation	Time and complexity estimates	Effort breakdown
7. Assessment Report	Compile findings	Final report

---

Phase 1: Target Understanding

Identify what's being assessed and gather context:

# PARALLEL - Gather context
Read(file_path="$ARGUMENTS[0]")  # If file path
Grep(pattern="$ARGUMENTS[0]", output_mode="files_with_matches")
mcp__memory__search_nodes(query="$ARGUMENTS[0]")  # Past decisions

---

Phase 1.5: Scope Discovery

Load Read("${CLAUDE_SKILL_DIR}/references/scope-discovery.md") for the full file discovery, limit application (MAX 30 files), and sampling priority logic. Always include the scoped file list in every agent prompt.

Progressive Output (CC 2.1.76)

Output results incrementally as each evaluation phase completes:

After Phase	Show User
1. Target Understanding	Scope summary, file list, context
1.5. Scope Discovery	Bounded file list (max 30 files)
2. Quality Rating	Each dimension's score as the evaluating agent returns
3. Pros/Cons	Balanced evaluation summary

For Phase 2 parallel agents, show each dimension's score as soon as the evaluating agent returns — don't wait for all 4 agents. If any dimension scores below 4/10, flag it immediately as a priority concern requiring user attention.

---

Phase 2: Quality Rating (7 Dimensions)

Rate each dimension 0-10 with weighted composite score. Load Read("${CLAUDE_PLUGIN_ROOT}/skills/quality-gates/references/unified-scoring-framework.md") for dimensions, weights, grade interpretation, and per-dimension criteria. Load Read("${CLAUDE_SKILL_DIR}/references/quality-model.md") for assess-specific overrides.

Load Read("${CLAUDE_SKILL_DIR}/references/agent-spawn-definitions.md") for Task Tool mode spawn patterns and Agent Teams alternative.

Composite Score: Weighted average of all 7 dimensions (see quality-model.md).

---

Phases 3-7: Analysis, Comparison & Report

Load Read("${CLAUDE_SKILL_DIR}/references/phase-templates.md") for output templates for pros/cons, alternatives, improvements, effort, and the final report.

See also: Read("${CLAUDE_SKILL_DIR}/references/alternative-analysis.md") | Read("${CLAUDE_SKILL_DIR}/references/improvement-prioritization.md")

---

Grade Interpretation

Load Read("${CLAUDE_PLUGIN_ROOT}/skills/quality-gates/references/unified-scoring-framework.md") for grade thresholds and scoring criteria.

---

Key Decisions

Decision	Choice	Rationale
7 dimensions	Comprehensive coverage	All quality aspects without overwhelming
0-10 scale	Industry standard	Easy to understand and compare
Parallel assessment	4 agents (7 dimensions)	Fast, thorough evaluation
Effort/Impact scoring	1-5 scale	Simple prioritization math

---

Rules Quick Reference

Rule	Impact	What It Covers
complexity-metrics (load ${CLAUDE_SKILL_DIR}/rules/complexity-metrics.md)	HIGH	7-criterion scoring (1-5), complexity levels, thresholds
complexity-breakdown (load ${CLAUDE_SKILL_DIR}/rules/complexity-breakdown.md)	HIGH	Task decomposition strategies, risk assessment

Related Skills

• assess-complexity - Task complexity assessment
• ork:verify - Post-implementation verification
• ork:code-review-playbook - Code review patterns
• ork:quality-gates - Quality gate patterns

---

Version: 1.4.0 (March 2026) — Added progressive output for incremental evaluation results