explore SKILL.md skillA

explore from yonatangross/orchestkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add yonatangross/orchestkit/explore@v2.6.0

Pins v2.6.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
yonatangross/orchestkit
Path
plugins/ork/skills/explore/SKILL.md
Versions recorded
12
Latest version
v2.6.0, committed Oct 2, 2026
First version recorded
Aug 5, 2026
Size
15,268 bytes
Repository stars
296
License
MIT

Multi-angle codebase exploration spawning 3-5 parallel agents for code structure, data flow, architecture patterns, and health assessment. Generates ASCII visualizations, import graphs, and design pattern detection with cross-session memory storage. Use when exploring a repo, discovering architecture, onboarding to a new codebase, or analyzing design patterns.

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

# Codebase Exploration

Host-neutral workflow. Invoke by skill name (`explore`). Claude Code slash routing, YAML hook loaders, and `.claude/chain` live in `references/claude-code.md`.

Multi-angle codebase exploration using 3-5 parallel agents.

## 🎯 Quick Start

```bash
explore authentication
```

> **Opus 5.5**: Exploration agents use native adaptive thinking for deeper pattern recognition across large codebases.

---

## STEP -0.5: Effort-Aware Agent Scaling (CC 2.1.120+)

Read `$CLAUDE_EFFORT` to scale exploration depth before any other decision.

```python
# CC 2.1.120+ env var; explicit --effort= overrides
EFFORT = os.environ.get("CLAUDE_EFFORT")
for token in "$ARGUMENTS".split():
    if token.startswith("--effort="):
        EFFORT = token.split("=", 1)[1]
EFFORT = EFFORT or "high"  # default
```

| Effort | Agent count | Phases | Time |
|--------|-------------|--------|------|
| `low` | 1 (structure-only) | 1, 2, 8 | ~1 min |
| `medium` | 2 (structure + data flow) | 1, 2, 3 (subset), 8 | ~3 min |
| `high` (default) | 4 (full parallel team) | 1–8 | ~6 min |
| `xhigh` (Opus 5) | 5 (+ uncertainty pass on health scores) | 1–8 + caveats | ~8 min |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add yonatangross/orchestkit/explore@sha256:da03cace7b4edcbb

The line at the top of this page pins the label v2.6.0, 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_wj57gq2s2h56wega.svg)](https://markdownregistry.com/a/art_wj57gq2s2h56wega)

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

Versions

The registry has recorded 12 versions of this file, between Aug 5, 2026 and Oct 2, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
v2.6.0 latest2026-10-02 1c24dc2 15,268 BA view · diff
v2.6.02026-09-29 105a980 15,223 BA view · diff
v2.6.02026-09-28 220adb4 15,234 BA view · diff
v2.6.02026-09-25 720af09 15,246 BA view · diff
v2.6.02026-09-23 bb6f995 15,240 BA view · diff
v2.6.02026-09-19 526873c 15,194 BA view · diff
v2.6.02026-09-09 4f38cbc 15,583 BA view · diff
v2.6.02026-09-06 fc0b166 15,452 BA view · diff
v2.6.02026-08-29 2aed0b0 15,873 BA view · diff
v2.6.02026-08-08 a0e56f7 15,873 BA view · diff
v2.6.02026-08-08 bdce685 15,849 BA view · diff
v2.6.02026-08-05 1f4cf61 15,852 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 (15268 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

yonatangross/orchestkit · 296 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wj57gq2s2h56wega
GET https://markdownregistry.com/api/v1/resolve?ref=yonatangross/orchestkit/explore
GET https://markdownregistry.com/api/v1/blob/da03cace7b4edcbba9d5d94518aeded1bb324d8385c264d07aff599082a8194b

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.

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