Home / kanevry / session-orchestrator · GitHub

deepen SKILL.md skillA

deepen from kanevry/session-orchestrator is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add kanevry/session-orchestrator/deepen@git:20261027.7eb9aed

Pins git:20261027.7eb9aed in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: kanevry/session-orchestrator
Path: skills/deepen/SKILL.md
Versions recorded: 1
Latest version: git:20261027.7eb9aed, committed Oct 27, 2026
Size: 3,991 bytes
Repository stars: 52
License: MIT

Make a task deeper, not bigger. Use when the user asks for a deeper or more ambitious version of a task (tiefer, geh tiefer, go deeper, ambitionierter, wie würde ein Profi das angehen) or hands over an outcome-shaped deliverable (Bericht, Auswertung, Analyse, Plan, Audit, Deck, Performance-Ziel) with no ceiling word, or types /deepen [task]. Not for single-step edits, short commands (run the tests, commit), bug fixes, prompt-wording rewrites, or any request carrying nur, bloß, schnell, just…

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

# deepen

Same scope, better work: rawer inputs, sharper methods, a judge that is not the author. Never more deliverables.

## Invocation

Invoked as `/deepen [task]` with arguments: **$ARGUMENTS**, or by the model when the description matches. The task is `$ARGUMENTS`; if that is empty, the task is the operator's last request in this conversation. If there is none, say so and stop.

## Stage 1 — Intake

Quote the request verbatim. Then decide:

- **Bypass** when any of these holds:
  - a ceiling word: nur, bloß (bloss), schnell, just, only, quick;
  - a single-step edit (rename, one-line change, typo);
  - a short command (run the tests, commit, push, build);
  - a bug fix;
  - a request to reword a prompt or text;
  - the request arrived as a coordinator brief, or you run as a dispatched subagent: your scope was set upstream, so do the task and note a deeper version in one line.

  Print exactly one line `Ambition check: bypassed (<reason>)` and do the task as asked. Nothing else from this skill: no questions, no rewrite, no extra work (a dispatched agent adds only its one-line note).
- **Expand** otherwise. Print `Ambition check: expanding (<reason>)` and go to Stage 2.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add kanevry/session-orchestrator/deepen@sha256:073bd114181f22ec

The line at the top of this page pins the label git:20261027.7eb9aed, 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](https://markdownregistry.com/badge/art_j5f5bchveweet2iq.svg)](https://markdownregistry.com/a/art_j5f5bchveweet2iq)

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

Versions

The registry has recorded 1 version of this file, committed on Oct 27, 2026.

version	committed	commit	size	audit
git:20261027.7eb9aed latest	2026-10-27	7eb9aed	3,991 B	A	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 (3991 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

kanevry/session-orchestrator · 52 stars · license MIT · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_j5f5bchveweet2iq
GET https://markdownregistry.com/api/v1/resolve?ref=kanevry/session-orchestrator/deepen
GET https://markdownregistry.com/api/v1/blob/073bd114181f22ec9fe5f639a81407ae96921dfb7d1cc00d1d10b1adeb399460

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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