unhobble SKILL.md skillA

unhobble from broomva/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add broomva/skills/unhobble@git:20260729.596d3dd

Pins git:20260729.596d3dd in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
broomva/skills
Path
skills/governance/unhobble/SKILL.md
Versions recorded
2
Latest version
git:20260729.596d3dd, committed Jul 29, 2026
First version recorded
Jul 28, 2026
Size
12,273 bytes
Repository stars
5
License
MIT

Audit and rightsize a context surface — CLAUDE.md, AGENTS.md, a SKILL.md, a system prompt, or a single prompt — against the Claude-5 context-engineering reversals. Measures the surface (token budget, how much of it is phrased as hard rules vs judgment, near-duplicate sections, contradiction candidates, filesystem-derivable content, progressive-disclosure gaps), then adjudicates each section keep / relocate / delete using a grounding-aware predicate: prose backed by an independent mechanism is…

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

# unhobble

Constraints written to protect against a weaker model's failure modes go
net-negative once the model's judgement exceeds the rule. They collide with
each other and with the user's actual request, and the model spends its
reasoning resolving the collision instead of doing the work. The correction is
deletion, not refinement.

Anthropic's Claude Code team removed **over 80% of Claude Code's system
prompt** for Claude 5 models with no measurable loss on their coding evals. The
diagnostic that started it: reading their own transcripts, they found
*"leave documentation as appropriate"* fighting *"DO NOT add comments"* inside
a single request.

This skill is that cut, made repeatable — and made safe, because the naive
version of the rule deletes load-bearing prose.

## The measure-then-adjudicate split

The script measures. It never says "delete."

Whether a rule can go depends on whether something *other than the prose*
enforces it — a hook, a CI job, a test, a runtime check. That is a grounding
question, and a regex answering it would be guessing in a confident voice. So:

```bash
python3 scripts/context_audit.py <path> [<path>...] --repo-root <repo> --budget 5000
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add broomva/skills/unhobble@sha256:2cbbc2286ae3647a

The line at the top of this page pins the label git:20260729.596d3dd, 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_r4uoy6f3ahkaj4rz.svg)](https://markdownregistry.com/a/art_r4uoy6f3ahkaj4rz)

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

Versions

The registry has recorded 2 versions of this file, between Jul 28, 2026 and Jul 29, 2026, about one every day.

versioncommittedcommitsizeaudit
git:20260729.596d3dd latest2026-07-29 596d3dd 12,273 BA view · diff
git:20260728.87107892026-07-28 8710789 11,061 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 (12273 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

broomva/skills · 5 stars · license MIT · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_r4uoy6f3ahkaj4rz
GET https://markdownregistry.com/api/v1/resolve?ref=broomva/skills/unhobble
GET https://markdownregistry.com/api/v1/blob/2cbbc2286ae3647a518dce6327a73e3a83ee766dca3659c3645a5d0bcd1cb18a

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 broomva/skills

AGENTS.md AGENTS.md file
broomva/skills · AGENTS.md
git:20260628.aa6a326 · audit A · 5 stars
skills-showcase SKILL.md skill
broomva/skills · skills-showcase/SKILL.md · Generate a polished Remotion video and X thread showcasing the full agent skills inventory. Use when creating social…
git:20260317.f971c39 · audit A · 5 stars
openrocket-sim SKILL.md skill
broomva/skills · skills/aerospace/openrocket-sim/SKILL.md · Headless rocket design, simulation, and optimization using OpenRocket's Java core engine. Includes rocket-sim CLI tool…
git:20260628.9edbf07 · audit A · 5 stars
sdr-satellite SKILL.md skill
broomva/skills · skills/aerospace/sdr-satellite/SKILL.md · Software-defined radio (SDR) and satellite reception toolkit — what to install, what you can hear from space, and how…
git:20260628.9edbf07 · audit A · 5 stars
livecoding SKILL.md skill
broomva/skills · skills/audio/livecoding/SKILL.md · Algorave-grade livecoded music workflow — TidalCycles patterns (Haskell DSL driving SuperDirt over OSC) + Hydra-synth…
v0.1.0 · audit B · 5 stars
omnivoice SKILL.md skill
broomva/skills · skills/audio/omnivoice/SKILL.md · Local TTS, voice cloning, voice design, and video dubbing via the OmniVoice Studio MCP server (open-source ElevenLabs…
git:20260628.9edbf07 · audit B · 5 stars
talkback SKILL.md skill
broomva/skills · skills/audio/talkback/SKILL.md · Speak an explanation out loud while working in any project — tiered text-to-speech with a pluggable backend (ElevenLabs…
v0.3.0 · audit A · 5 stars
drift-check SKILL.md skill
broomva/skills · skills/cadence/drift-check/SKILL.md · Compares stated priorities against where time and effort actually went, and produces a strategy drift report. Uses git…
git:20260628.9edbf07 · audit A · 5 stars
morning-briefing SKILL.md skill
broomva/skills · skills/cadence/morning-briefing/SKILL.md · Reads open action items, this week's priorities, and recent vault updates, then produces a focused "start your day"…
git:20260628.9edbf07 · audit A · 5 stars
stakeholder-update SKILL.md skill
broomva/skills · skills/cadence/stakeholder-update/SKILL.md · Takes one set of project facts and generates three versions: technical for engineering, business-impact for leadership…
git:20260628.9edbf07 · audit A · 5 stars
weekly-review SKILL.md skill
broomva/skills · skills/cadence/weekly-review/SKILL.md · Scans the vault for updates from the past week, surfaces what changed, and flags what needs attention. Produces a…
git:20260628.9edbf07 · audit A · 5 stars
d1-cli SKILL.md skill
broomva/skills · skills/commerce/d1-cli/SKILL.md · Shop Tiendas D1 (Colombia, d1.com.co) from the command line — search the catalogue, resolve your nearest physical…
v0.9.0 · audit A · 5 stars

Every file in broomva/skills

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