deep-probe

deep-probe is a skill for Claude Code, Codex from serejaris/kimi-skills. It costs 76 tokens per session (171 once invoked), scanned A, original, MIT.

A structured questioner for examining a plan or design by following its decisions and possible branches until the important choices are clear.

In plain words
What is it for?
Use it to pressure-test proposals, review designs, investigate alternatives, and work through unresolved decisions one question at a time.
Why use it?
It exposes assumptions, gaps, and weak points before a plan is implemented.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to pressure-test proposals, review designs, investigate alternatives, and work through unresolved decisions one question at a time.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/serejaris/kimi-skills/deep-probe
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add serejaris/kimi-skills --skill deep-probe
Clone the repo
git clone --depth 1 https://github.com/serejaris/kimi-skills

Made for: Claude Code, Codex.

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 deep-probe

README.md
[![agentmods](https://agentmods.dev/badge/skills/serejaris/kimi-skills/deep-probe/github.svg)](https://agentmods.dev/skills/serejaris/kimi-skills/deep-probe)
Your own site
<a href="https://agentmods.dev/skills/serejaris/kimi-skills/deep-probe"><img src="https://agentmods.dev/badge/skills/serejaris/kimi-skills/deep-probe/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 deep-probe

Your own site · 80×15
<a href="https://agentmods.dev/skills/serejaris/kimi-skills/deep-probe"><img src="https://agentmods.dev/badge/skills/serejaris/kimi-skills/deep-probe.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 76 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 171 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 $0.00076 $0.00171
Opus 5 $0.00038 $0.00086
Sonnet 5 $0.00015 $0.00034
Haiku 4.5 $0.00008 $0.00017

Measured 9d ago against content hash 332c36d1e929, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

deep-probe 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 9d ago.

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.

skills/deep-probe/SKILL.md · 11 lines

What it actually says

针对这个方案的每一个细节,对我进行连环追问,直到我们达成共识。沿着设计决策树逐个分支往下走,逐一解决各决策之间的依赖关系。每个问题请附上你的建议答案。

一次只问一个问题。

如果某个问题可以通过查阅代码库来回答,就直接去查代码,不要问我。

Files

What ships with it

1 file 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. 9d ago First seen · 11 lines · 76 tokens per session scan A 332c36d1e929

Subscribe to this mod's changes

deep-probe is a skill published in the GitHub repository serejaris/kimi-skills (6 stars, last pushed 1mo ago), licensed MIT. It adds 76 tokens to every session and 171 once invoked, about $0.0004 per session on Opus 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 2026-09-03.

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