patternify

SKILL.md

Patternify

Conversation analysis → reusable pattern → correct component.

<when_to_use>

  • Spotting repeated behavior worth codifying
  • User explicitly wants to capture a workflow
  • Recognizing orchestration sequences in conversation
  • Identifying decision heuristics being applied

NOT for: one-off tasks, simple questions, well-documented existing patterns

</when_to_use>

<pattern_types>

Type Purpose Example
Workflow Multi-step sequences Debug → Test → Fix → Verify
Orchestration Tool coordination Git + Linear + PR automation
Heuristic Decision rules "When X, do Y because Z"

Workflows: Step-by-step processes with defined phases and transitions. Orchestration: Tool combinations that work together for a goal. Heuristics: Conditional logic and decision trees for common situations.

</pattern_types>

<component_mapping>

Match pattern type to implementation:

Is it a multi-step process with phases?
├─ Yes → Does it need tool restrictions?
│        ├─ Yes → Skill (with allowed_tools)
│        └─ No → Skill
└─ No → Is it a simple entry point?
         ├─ Yes → Command (thin wrapper → Skill)
         └─ No → Is it autonomous/long-running?
                  ├─ Yes → Agent
                  └─ No → Is it reactive to events?
                           ├─ Yes → Hook
                           └─ No → Probably doesn't need codifying

Composites:

  • Skill + Command: Skill holds logic, command provides entry point
  • Skill + Hook: Skill holds logic, hook triggers automatically
  • Agent + Skill: Agent orchestrates, skill provides methodology

</component_mapping>

Pattern spec format (YAML):

name: pattern-name
type: workflow | orchestration | heuristic
trigger: when to apply
phases:  # workflow
  - name: phase-name
    actions: [...]
    exit_criteria: condition
tools:   # orchestration
  - tool: name
    role: purpose
    sequence: order
rules:   # heuristic
  - condition: when
    action: what
    rationale: why
quality:
  specific: true | false
  repeatable: true | false
  valuable: true | false
  documented: true | false
  scoped: true | false

All five quality checks must pass before codifying.

  1. Identify: Spot repeatable behavior in conversation
    • For deep analysis, load codebase-recon skill and use patterns techniques
    • Extract success, frustration, workflow, and request signals
    • Look for 3+ occurrences of similar behavior
  2. Classify: Workflow, Orchestration, or Heuristic?
  3. Map: Which component(s) should implement it?
  4. Specify: Document with pattern spec format
  5. Quality: Validate against SRVDS criteria
  6. Implement: Create the component(s)

Task phases:

- Identify { pattern description }
- Classify { pattern type }
- Map { component decision }
- Specify { pattern name }
- Implement { component type }

SRVDS criteria — all must pass:

Check Question Red Flag
Specific Clear trigger + scope? "Sometimes useful"
Repeatable Works across contexts? One-off solution
Valuable Worth the overhead? Saves < 5 minutes
Documented Can others understand? Tribal knowledge
Scoped Single responsibility? Kitchen sink

Skip if: < 3 occurrences, context-dependent, simpler inline

<anti_patterns>

  • Premature abstraction: Codifying after first occurrence
  • Over-specification: 50-line spec for 5-line pattern
  • Wrong component: Hook when Skill needed, Agent when Command suffices
  • Missing trigger: Pattern exists but no clear activation
  • Scope creep: Pattern grows to handle edge cases

</anti_patterns>

ALWAYS:

  • Identify pattern type before choosing component
  • Validate all SRVDS criteria
  • Start with minimal implementation
  • Document trigger conditions clearly
  • Test pattern in at least 2 contexts

NEVER:

  • Codify after single occurrence
  • Create Agent when Skill suffices
  • Skip quality validation
  • Implement without clear trigger
  • Add "might need later" features
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First Seen
Jan 22, 2026
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