k-explore SKILL.md skillA

k-explore from kasempiternal/k-stack is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kasempiternal/k-stack/k-explore@git:20261007.f28effe

Pins git:20261007.f28effe in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kasempiternal/k-stack
Path
kstack/skills/k-explore/SKILL.md
Versions recorded
2
Latest version
git:20261007.f28effe, committed Oct 7, 2026
First version recorded
Sep 29, 2026
Size
3,366 bytes
Repository stars
16
License
MIT

Explain how a subsystem works, trace a runtime flow, answer where code should live, or dig up why something was built this way (git history). Read-only. Use for "how does X work", "walk me through", "why is this like this", "where should this live", onboarding onto unfamiliar code, or from k-mode before changing a subsystem.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# K-explore

Read-only. It produces a mental model a senior engineer can act on, not annotated source.

## 1. Scope

State your reading of the question in one line and proceed. The user redirects if you are off. Pick the size:

- **Narrow** (one module or function): one `explore` worker explores and explains in one pass. Go to step 3.
- **Broad** (a subsystem, a cross-cutting flow, a full architecture): go to step 2.
- **Why** (the motivation behind a design or a regression): add a history seat to either path.

## 2. Fan out

When the territory is unmapped, first send a `scan` fan-out (see Haiku fan-out in `../k-mode/references/routing.md`) to locate entry points, key types, and the files each slice will need. The `explore` workers then start from those pointers instead of searching on their own.

Split the question into two to four disjoint slices. Example: data model and state, request path, configuration and side effects. Dispatch all slices in one message, one `explore` worker per slice. Each brief says:

- The slice, and the question it serves.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kasempiternal/k-stack/k-explore@sha256:bf78b92d6e45508d

The line at the top of this page pins the label git:20261007.f28effe, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_cxqyoso5ttg63iil.svg)](https://markdownregistry.com/a/art_cxqyoso5ttg63iil)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Sep 29, 2026 and Oct 7, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20261007.f28effe latest2026-10-07 f28effe 3,366 BA view · diff
git:20260929.5c87f772026-09-29 5c87f77 3,089 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3366 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

kasempiternal/k-stack · 16 stars · license MIT · pushed 2026-10-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_cxqyoso5ttg63iil
GET https://markdownregistry.com/api/v1/resolve?ref=kasempiternal/k-stack/k-explore
GET https://markdownregistry.com/api/v1/blob/bf78b92d6e45508d062604b0e0403b74b2e82b3716b217307e97fb05190f3205

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from kasempiternal/k-stack

k-cursor-architect SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-cursor-architect/SKILL.md · Delegate focused implementation or investigation from Claude Code to the Cursor Agent CLI (cursor-agent) running Grok…
git:20260929.5c87f77 · audit A · 16 stars
k-design SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-design/SKILL.md · Design before implementing. Opus produces the data shape, interface, file plan, failure cases, tests, and verification…
git:20260929.5c87f77 · audit A · 16 stars
k-e2e-qa SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-e2e-qa/SKILL.md · E2E and UI verification workflows. AgentController for native macOS apps (mcp__agentcontroller__*) and for iOS…
git:20260929.5c87f77 · audit A · 16 stars
k-effort SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-effort/SKILL.md · Switch K-stack's routing level the way /effort switches session effort. Levels are lean < balanced < quality, plus burn…
git:20261007.940a9bf · audit A · 16 stars
k-gpt-architect SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-gpt-architect/SKILL.md · Delegate focused implementation or investigation from Claude Code to the Codex MCP. Use when the user invokes…
git:20260929.5c87f77 · audit A · 16 stars
k-mode SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-mode/SKILL.md · Kasempiternal's Claude-only engineering mode. The lead plans and reviews, work is routed by role to Sonnet or Opus…
git:20261007.f28effe · audit A · 16 stars
k-review SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-review/SKILL.md · Review a diff with Opus reviewers on separate lenses (correctness, simplification, security and data, tests), judge the…
git:20260930.472d1b9 · audit A · 16 stars
k-setup SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-setup/SKILL.md · Configure K-stack's role-to-tier routing (which Haiku, Sonnet or Opus effort each role uses). Writes a managed…
git:20261013.ab7a650 · audit A · 16 stars
k-spectre SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-spectre/SKILL.md · Parallel research with synthesis and independent claim validation. Use for multi-source research questions, answers…
git:20260929.5c87f77 · audit A · 16 stars
k-tokens SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-tokens/SKILL.md · Cut Claude Code token use. Audit reads your local transcripts and shows where tokens go (idle cache rewrites, context…
git:20261013.52dd772 · audit A · 16 stars
k-write SKILL.md skill
kasempiternal/k-stack · kstack/skills/k-write/SKILL.md · K-stack prose rules for docs, READMEs, RFCs, PR descriptions, commit bodies, code comments, and agent replies. Cuts AI…
git:20260929.5c87f77 · audit A · 16 stars

Every file in kasempiternal/k-stack

Browse by kind, by grade A, or by owner.