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Metacognition

Skill shinpr/agentic-code/.agents/skills/metacognition

Agentic coding framework powered by AGENTS.md: systematic, test-first workflows with quality gates for Cursor, Codex, Gemini CLI, and AI coding agents.

Install
npx -y skills add shinpr/agentic-code --skill metacognition

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Validates approach and checks assumptions before/after tasks. Use when: starting work, encountering errors, or switching phases.

SKILL.md

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Metacognition Protocol

Purpose

Self-assessment checkpoints.

When to Apply [MANDATORY CHECKPOINTS]

BLOCKING METACOGNITION REQUIRED at:

  • [CHECKPOINT] Task type changes → CANNOT proceed without assessment
  • [CHECKPOINT] After completing ANY task from Work Plan document → MUST evaluate before next task
  • [CHECKPOINT] When encountering error or unexpected result → ASSESS approach immediately
  • [CHECKPOINT] Before writing first line of new feature → VALIDATE approach first
  • [CHECKPOINT] When switching between major phases → CONFIRM all gates passed

ENFORCEMENT: Skipping metacognition = CRITICAL VIOLATION

Assessment Questions

1. Task Understanding

  • What is the fundamental goal?
  • Am I solving the root cause or symptom?
  • Do I have all necessary information?
  • Are success criteria clear and measurable?
  • What are the known unknowns at this point?

2. Current State

  • What rules are currently loaded?
  • Which rules are actually being used?
  • What assumptions am I making?
  • What could go wrong?

3. Approach Validation

  • Is my approach the simplest solution?
  • Am I following established patterns?
  • Have I considered alternatives?
  • Is this maintainable long-term?
  • What would make me reverse this decision? (Kill criteria)

Rule Selection Guide

By Task Type

Task TypeEssential RulesOptional Rules
Implementationlanguage/rules.md, ai-development-guide.mdarchitecture patterns
Bug Fixai-development-guide.mddebugging patterns
Designdocumentation-criteria.mdarchitecture patterns
Testinglanguage/testing.mdcoverage strategies
Refactoringai-development-guide.mddesign patterns

Loading Strategy

Immediate needs: Load only what's required now Progressive loading: Add rules as specific needs arise Cleanup: Unload rules after task completion

Note: Context management is user's responsibility. Ask for guidance if unsure.

Common Decision Points

When Starting Work [BLOCKING CHECKLIST]

☐ [MUST VERIFY] Task type and scale documented with evidence ☐ [MUST VERIFY] Required rules LOADED and file paths listed ☐ [MUST VERIFY] Success criteria MEASURABLE and specific ☐ [MUST VERIFY] Approach validated against existing patterns

GATE: CANNOT start coding if ANY unchecked

During Execution [PROGRESS GATES]

☐ [VERIFY] Following Work Plan from docs/plans/ ☐ [VERIFY] Making measurable progress (list completed items) ☐ [EVALUATE] Additional rules needed? (load IMMEDIATELY if yes) ☐ [EVALUATE] Blocked for >10 minutes? (MUST ask for help)

Dynamic Rule Loading Triggers:

  • Same error occurs 2+ times → Load ai-development-guide.md for debugging patterns
  • "Performance" mentioned in requirements → Load optimization rules if available
  • "Security" mentioned in requirements → Load security guidelines if available
  • External API/service integration needed → Load integration patterns if available

ENFORCEMENT: If progress stalled → MANDATORY metacognition

After Completion [EXIT GATES]

☐ [VERIFIED] ALL completion criteria met with evidence ☐ [VERIFIED] Code quality metrics passed (lint, test, build) ☐ [VERIFIED] Documentation updated (if applicable) ☐ [RECORDED] What worked/failed for next iteration

GATE: CANNOT mark complete without ALL verified

Anti-Pattern Recognition

PatternSignsCorrection
Over-engineeringComplex solution for simple problemSimplify approach
Under-planningJumping into code too quicklyStep back, plan first
Tunnel visionIgnoring alternativesConsider other approaches
Quality debtSkipping tests or docsComplete properly
Context bloatLoading unnecessary rulesLoad only essentials

Error Recovery

When stuck:

  1. Identify what's blocking progress
  2. Check if it's a knowledge gap or logic error
  3. Review loaded rules for guidance
  4. Consider simpler approach
  5. Ask user for clarification

ERROR HANDLING PROTOCOL:

When encountering an error or blocker:

  • [IMMEDIATE] Execute metacognition assessment
  • [SEARCH] Look for similar patterns in codebase
  • [RE-READ] Relevant rule files for guidance
  • [EVALUATE] Can I solve this with available information?

If unable to resolve:

  • [DOCUMENT] Exact error message and context
  • [EXPLAIN] What was attempted and why it failed
  • [REQUEST] User guidance with specific questions

PRINCIPLE: Ask for help when genuinely stuck, not after arbitrary attempt count

Learning from Experience

Track:

  • What worked well
  • What caused delays
  • Which rules were helpful
  • What patterns emerged
  • What to do differently

Guidelines

  • Be honest: Acknowledge when uncertain
  • Be systematic: Follow structured approach
  • Be efficient: Don't overthink simple tasks
  • Be thorough: Don't skip important steps
  • Be adaptive: Adjust approach based on feedback

Notes

Remember:

  • Metacognition prevents costly mistakes
  • Regular reflection improves quality
  • It's okay to pause and think
  • Ask for help when genuinely stuck
  • Perfect is the enemy of good

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.