Control — locus Agent Skill

Apply locus of control — the design choice between making the system appear to act on the user''s behalf (external locus) and making the…

Context cost
5.3k tokensestimated from the bundle, loaded when it triggers
Bundle
2 files · 21.3 kBtext throughout, nothing executable
Licence
Apache-2.0the author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Apply locus of control — the design choice between making the system appear to act on the user''s behalf (external locus) and making the user appear to direct the system (internal locus). Use when designing AI-assisted features, autocorrect/autocomplete behaviors, recommendation surfaces, automated workflows, and any feature where the system could either do things automatically or wait for user instruction. Internal locus produces higher engagement, learning, and satisfaction; external locus produces higher convenience but lower agency.

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

design
Filed under

Design & Media

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md12.8 kB · preview
--- name: control-locus ---
6# Control — locus
7
8Locus of control is the perception of who is doing the doing. An *internal* locus of control means the user feels they are directing the system; an *external* locus means the user feels the system is directing them. Both can be useful depending on the task — but the choice has psychological consequences that often go unconsidered, especially in automated and AI-assisted features.
9
10A well-designed system makes a deliberate choice about locus, usually shifting it depending on the task: internal for creative or judgment-intensive work, external for routine or expertise-deficient tasks. The same product can have different loci in different surfaces.
11
12## Why locus matters
13
14The psychological evidence is consistent. Users with a stable internal locus of control — across life, not just in software — report higher motivation, persistence, and satisfaction. Users with a stable external locus tend toward passivity and learned helplessness. While these are stable personality traits, *situational* locus is malleable, and software design can push it in either direction.
15
16A product that does things on the user's behalf without asking — autocorrects their typing, autocategorizes their email, auto-generates recommendations — moves the situational locus toward external. Useful in moderation, this becomes problematic when overdone: users feel the product is doing the work and they're just observing. They lose the sense of authorship over the output. They learn less about the underlying system. They have less to point to as their own.
17
18A product that waits for explicit user direction — asks for confirmation before acting, presents options without picking one, requires the user to invoke each capability — moves the locus toward internal. Useful when the user has expertise and judgment, this becomes burdensome when overdone: users feel they're doing all the work and the product is just a passive instrument. They get tired. They make errors that the product could have prevented. They wonder why the product doesn't help more.
19
20The right locus depends on the task and the user, and the choice deserves more attention than it usually gets.
21
22## When external locus is appropriate
23
24External locus — the system acting on the user's behalf — is appropriate when:
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,982 words
Files2
LicenceApache-2.0
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈160
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
5,165
on trigger
The instruction body and 1 supporting file, read only when the skill fires.
2.7%
of a 200k window
Ten skills this size would take about 27% of the window before you open a file.
050k100k150k200k context window

5.3k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

2 files, 21.3 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md12.8 kB
  • references/automation-design.md8.5 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 2 files you can review in full before installing. The Apache-2.0 licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Control — locus · 5.3k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/control-locus/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/control-locus" ] && { [ ! -e .claude/skills/control-locus ] || { mv .claude/skills/control-locus "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/control-locus" .claude/skills/ && echo "Installed .claude/skills/control-locus"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add hashgraph-online/control-locus

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/control-locus/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/control-locus/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/control-locus" ] && { [ ! -e ~/.claude/skills/control-locus ] || { mv ~/.claude/skills/control-locus "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/control-locus" ~/.claude/skills/ && echo "Installed ~/.claude/skills/control-locus" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/control-locus/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencehashgraph-online/control-locus

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

—no reviews yet

Nobody has reviewed this skill yet. The rating is the mean of the reviews written here, so there is none until somebody writes the first.

Sign in to review it

A review is tied to an account so it can be answered, edited and taken down by the person who wrote it.

Sign in
Who can post

Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Publisher
Servers1
Claim this skill