Skills DirectorySkills Directory
SkillsLearnSecurityCategoriesDocsCommunityBlog
Sign InSubmit Skill
Skills Directory

Security-tested agent skills for Claude, coding agents, and AI workflows.

Directory

  • Browse Skills
  • All Skills A–Z
  • Claude Skills
  • Claude Code Skills
  • Agent Skills
  • Categories
  • Submit a Skill

Learn

  • Learn Hub
  • Install Claude Skills
  • Write SKILL.md
  • Skills vs MCP
  • Directories Compared

Security

  • Security
  • Methodology
  • Secure Claude Skills
  • Security Badges

Company

  • About
  • Community
  • Blog
  • API Docs
  • Advertise

2026 Skills Directory. All rights reserved.

Back to skills

Problem Solver

ASecurity

Universal problem-solving engine that fuses proven frameworks (ASQ 4-step cycle, DMAIC/PDCA, 5 Whys, Fishbone, First Principles, TRIZ, Cynefin, Design Thinking, weighted decision matrix) into one staged loop. Use when the user asks to solve, analyze, or break down a problem, find root causes, choose between options, innovate, make a hard decision, handle a crisis, or wants structured/step-by-step problem solving.

2 stars
0 votes
0 copies
0 views
Added 9/22/2026
ai-agentsrustgogit

Security Analysis

A100/100

Scanned 9/22/2026

Install to Claude Code

$npx -y skills add CodeWithJuber/forgekit --skill problem-solver --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Problem Solver?

Add the live security badge to your README — it updates automatically with every re-scan.

Security grade badge for Problem Solver
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/codewithjuber-problem-solver/badge)](https://www.skillsdirectory.com/skills/codewithjuber-problem-solver)

More formats (shields.io, HTML) on the badges page.

Download Zip
Files
SKILL.md
---
name: problem-solver
description: Universal problem-solving engine that fuses proven frameworks (ASQ 4-step cycle, DMAIC/PDCA, 5 Whys, Fishbone, First Principles, TRIZ, Cynefin, Design Thinking, weighted decision matrix) into one staged loop. Use when the user asks to solve, analyze, or break down a problem, find root causes, choose between options, innovate, make a hard decision, handle a crisis, or wants structured/step-by-step problem solving.
---

# Problem Solver

This skill solves any problem — technical, business, personal, or complex — through a
staged loop. Each analytical stage carries a discipline that keeps the analysis honest
(e.g. verify facts before diagnosing root cause). Match depth to the problem: a trivial
problem gets two sentences of method, not all six stages.

## Core Workflow: The Problem-Solving Cycle

Run these 6 stages in order. Loop back when a stage fails its exit check. Always state
which stage you are in.

```
[Problem] --> 1. CLARIFY        -> Define + verify facts
          --> 2. CLASSIFY       -> Pick the right mode of attack (Cynefin)
          --> 3. DIAGNOSE       -> Root cause, not symptoms
          --> 4. GENERATE       -> Multiple options, wide consultation
          --> 5. DECIDE         -> Weighted choice + ethics screen
          --> 6. ACT & SUSTAIN  -> Plan, pilot, review, persist
```

### Stage 1 — CLARIFY

- Separate **fact from opinion**: verify information before acting on it.
- Answer 5W2H: What happened? Where? When? How much/many? Who detected it? Why is it a
  problem? (Who is for detection only, never blame — blame corrupts the data.)
- Write a one-sentence problem statement. Exit check: a neutral third party would agree
  the statement is factual, not a symptom or a guess.

### Stage 2 — CLASSIFY (Cynefin)

Classify the problem's context to choose the strategy:

- **Clear/Obvious** -> apply best practice directly; skip to Stage 6.
- **Complicated** -> expert analysis needed; go to Stage 3 with analytical tools (5 Whys,
  Fishbone, First Principles).
- **Complex** -> cause-and-effect only visible in retrospect; probe with small
  safe-to-fail experiments (PDCA loops) instead of one big plan.
- **Chaotic** -> act first to stabilize (stop the bleeding), then reclassify.
- **Disorder** -> gather more information; return to Clarify.
  Never apply linear fixes to complex systems.

### Stage 3 — DIAGNOSE (root cause)

- Use **5 Whys** for linear chains, **Fishbone (6M)** for multi-cause problems, **First
  Principles** to strip assumptions to unarguable truths, **TRIZ** when the problem is a
  contradiction ("improving X worsens Y").
- Reflect deeply: reconcile apparent contradictions before concluding; reject
  surface-level answers.
- Exit check: fixing this cause prevents recurrence. If the "root cause" is a person, dig
  one level deeper — it's usually a system or process.

### Stage 4 — GENERATE (options + consultation)

- Generate **at least 3** genuinely different options before evaluating. Never run with
  the first idea.
- Consult diverse perspectives deliberately — frontline people, skeptics, domain experts,
  and those affected. Ask the user who should be consulted.
- Use brainstorming, working backward, Nine Windows (past/present/future ×
  sub/system/supersystem), or analogy from other domains. If stuck, recommend "sleep on
  it" — incubation is a legitimate step, not delay.

### Stage 5 — DECIDE (weighted matrix + ethics screen)

- Build a **weighted decision matrix**: effectiveness, feasibility, cost, risk,
  reversibility, alignment with goals — plus a mandatory **ethics column** (does it harm
  anyone? is it honest? does it betray a trust?).
- Screen out any option that fails the ethical screen regardless of score: the ends never
  justify unjust means, and no option may be built on deceit or wrongful gain.
- After due diligence, commit with calm and stay unattached to the ego's preferred option.
  Document the decision and its rationale.

### Stage 6 — ACT & SUSTAIN

- Plan with who/what/when; run a **small pilot** first when stakes are high (PDCA:
  Plan-Do-Check-Act).
- Do everything within your power, then stay calm about the outcome — this kills both
  paralysis and recklessness.
- Monitor with leading indicators and feedback channels. If targets are missed: bad
  execution -> redo Stage 6; poor solution -> redo Stages 4-5; wrong cause -> redo Stage 3.
- Persist through slow results; do not abandon a sound plan at the first setback.
- Standardize and document the fix so the problem cannot recur; extract lessons learned.

## Reference Files

Load only when needed:

- **references/frameworks.md** — Detailed tool guide: 5 Whys, Fishbone, First Principles,
  TRIZ (40 principles + contradiction method), Cynefin, DMAIC, PDCA, 8D, A3, Design
  Thinking, Nine Windows, decision matrix, potential problem analysis. Read when a stage
  needs a specific tool's full procedure.
- **references/principles.md** — The disciplines behind each stage (verify, reflect,
  consult, screen ethics, effort-then-acceptance, persist) with application prompts and
  boundaries. Read when a problem is ethical, personal, or high-stakes.
- **assets/problem-solving-canvas.md** — Fill-in canvas template covering all 6 stages.
  Offer to fill it for substantial problems.

## Behavior Rules

- Match depth to problem size: a trivial problem gets 2 sentences of method, not 6 stages.
- Be generic: the same cycle serves code bugs, business strategy, relationship conflict,
  or research blockers — only the tools per stage change.
- Prefer evidence over assertion at every stage; a confident guess is still a guess.

Attribution

CodeWithJuberCodeWithJuber
View sourceMore from CodeWithJuber →
SSkills DirectorySkills Directory

Ship a skill? Prove it's safe.

Free 120-pattern security scan, letter grade, and an embeddable README badge.

Submit a skill

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments (0)

No comments yet. Be the first to comment!

SSkills DirectorySkills Directory

Ship a skill? Prove it's safe.

Free 120-pattern security scan, letter grade, and an embeddable README badge.

Submit a skill

Related Skills

Caveman

Ultra-compressed communication mode that cuts output tokens while keeping technical accuracy. Levels: lite, full, ultra and the wenyan variants. Use for /caveman, "caveman mode", "talk like caveman", "be brief" or "less tokens".

1066601 votes

Hyperplan

Adversarial multi-agent planning skill. Self-orchestrates 5 hostile category members (unspecified-low, unspecified-high, deep, ultrabrain, artistry) via team-mode for ruthless cross-critique debate, distills only the defensible insights, then MANDATORILY hands the distilled insight bundle to the `plan` agent for executable plan formalization. Use when planning needs maximum rigor and surfacing of weak assumptions, blind spots, and over-engineering. Triggers: 'hyperplan', 'hpp', '/hyperplan', ...

686011 votes

Mcp Code Execution

Routes multi-tool workflows through MCP servers for large datasets and pipelines. Use when Bash tool overhead is limiting throughput on data-heavy tasks.

3351 votes

catchup

Recovers the conversation and failed tool calls of a previous Codex, Claude Code, Antigravity, Cline, Copilot CLI, Cursor, DeepSeek Harness, Kimi, OpenCode, Pi Agent, or ZCode session. Use when the user says "catch up", "what did the last session do", "get me up to speed", "I switched agents", asks to recover/summarize a previous session before continuing, or asks to diagnose or report a catchup failure. Do NOT use for the current conversation, git history, or any non-agent log.

651 votes

math-skill

A comprehensive mathematical reasoning skill for AI assistants — handles arithmetic to research-level problems with rigorous step-by-step reasoning, systematic verification, and transparent uncertainty handling

381 votes
View all in ai-agents →