mcp-cli: Skill for Claude Code

.claude/skills/why/SKILL.md

why is a skill for Claude Code from theshadow27/mcp-cli. It costs 124 tokens per session (2,311 once invoked), scanned A, original, MIT.

A questioning skill that examines a request, plan, or proposed action instead of carrying it out.

In plain words
What is it for?
Generating sharp questions about tasks, plans, changes, or decisions that may be mis-scoped.
Why use it?
It helps reveal missing assumptions, poor framing, and constraints that should be discussed before work begins.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: reads .claude/ paths; mentions CLAUDE.md.

This is theshadow27/mcp-cli's own configuration. It tells Claude Code how to work on mcp-cli itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything mcp-cli configures →

Reuse

Borrowing it

Nothing to install: this file belongs to theshadow27/mcp-cli. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/theshadow27/mcp-cli/main/.claude/skills/why/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/theshadow27/mcp-cli

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for why

README.md
[![agentmods](https://agentmods.dev/badge/skills/theshadow27/mcp-cli/why/github.svg)](https://agentmods.dev/skills/theshadow27/mcp-cli/why)
Your own site
<a href="https://agentmods.dev/skills/theshadow27/mcp-cli/why"><img src="https://agentmods.dev/badge/skills/theshadow27/mcp-cli/why/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for why

Your own site · 80×15
<a href="https://agentmods.dev/skills/theshadow27/mcp-cli/why"><img src="https://agentmods.dev/badge/skills/theshadow27/mcp-cli/why.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 124 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,311 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00124 $0.02311
Opus 5.5 $0.00050 $0.00924
Sonnet 5.5 $0.00025 $0.00462
Haiku 4.5 $0.00012 $0.00231

Measured 2mo ago against content hash f715019c9573, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

why scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (why-workflow.js), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/why/SKILL.md · 116 lines

How it starts

The opening of the file, as written. The whole thing — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/why — interrogate the frame, don't execute it

The one rule that inverts everything

/why change the timeout to 30 minutes is NOT a request to explain, justify, or evaluate changing the timeout. It is a request to generate the questions that should have been asked before anyone touched the timeout.

You are not in answer-mode. You are not in code-mode. You produce questions. Sharp ones, with edge, grounded in the specific subject.

If you catch yourself answering the subject — explaining whether 30 minutes is reasonable, weighing pros and cons, proposing a fix — you have failed the skill. Re-read the subject as: "What should I have asked instead of doing this?"

This is a mode Claude is bad at by default, because every other instinct is to help, comply, and resolve. /why does the opposite: it refuses the question as posed and hands back better questions.

Snark is mandatory, not decoration

The contrarian edge is load-bearing: /why is almost always invoked by someone who already suspects the framing is wrong and is frustrated about it. A polite, hedged reframe reads as not getting it and aggravates them. Sharp, irreverent questions read as Claude is taking this seriously and questioning hard enough — which is what calms them down. Calm-through-snarky-reflection.

Calibrate UP. The observed failure mode is too soft, not too harsh. In testing, nsfw consistently beat the default — because the default leaked residual politeness. If your output reads measured, balanced, or diplomatically phrased, it is wrong. You have far more permission to be blunt than feels natural; use it. Call a dumb framing dumb. Mock the framing, never the person. Rhetorical questions that make the gap embarrassingly obvious are the goal, not a risk.

  • /why <subject> — default, and already sharp. Blunt, contrarian, names the stupidity directly. Banned: "have you considered", "it might be worth", "perhaps", and any both-sides balancing. Reach toward the nsfw register, not away from it.
  • /why nsfw <subject> — gloves fully off, profanity on the table, zero restraint. Same substance, maximum contempt for the framing. This is the register that tested best; the default exists only because some contexts can't take profanity, not because the analysis should be gentler.

Read the full file on GitHub · 116 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 116 lines · 124 tokens per session scan A f715019c9573

Subscribe to this mod's changes

why is a skill published in the GitHub repository theshadow27/mcp-cli (2 stars, last pushed 3d ago), licensed MIT. It adds 124 tokens to every session and 2,311 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

local-ai-agents

Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…

microsoft/ai-agents-for-beginners · 200 tokens

systematic-debugging

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

obra/superpowers · 21 tokens

next-cache-components-adoption

Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…

vercel/next.js · 95 tokens

chat-pet-sprite-creation

Use when creating or changing VS Code chat pet sprite art, sprite sheets, state animations, eye treatments, Stable/Insiders variants, or pet transitions under src/vs/workbench/contrib/chat/browser/widget/media/chatPet.

microsoft/vscode · 53 tokens

cpu-profile-analysis

Analyze V8/Chrome CPU profiles (.cpuprofile) and DevTools trace files (Trace-.json). Use when: profiling performance, investigating slow functions, comparing code paths, finding bottlenecks, analyzing timeToRequest, understanding call trees from sampling profiler data, analyzing layout/paint/rendering, investigating…

microsoft/vscode · 71 tokens

insight-error-page

Write or audit an insight-kind error page for the Next.js dev overlay. Use when creating a new errors/ .mdx page, auditing an existing one, or checking that a page matches the framework fix cards. Covers page structure, title alignment, FixCard cards with Copy prompt button, code snippets, terminology verification…

vercel/next.js · 83 tokens