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token-efficiency

Original：🇺🇸 English

Translated

Compressed communication using symbols and abbreviations. Use when context is limited or brevity is needed.

1installs

Sourcenickcrew/claude-ctx-plugin

Added on2026-02-25

NPX Install

npx skill4agent add nickcrew/claude-ctx-plugin token-efficiency

Tags

Translated version includes tags in frontmatter

token-efficiency compressed-communication context-window symbol-system abbreviation-guide

SKILL.md Content

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Token Efficiency

Compressed communication for limited context windows.

Symbol System

Logic & Flow

Symbol	Meaning
→	leads to, implies
⇒	transforms to
←	rollback
&	and
\|	or
»	sequence/then
∴	therefore
∵	because

Status

Symbol	Meaning
✅	complete/pass
❌	failed/error
⚠️	warning
🔄	in progress
⏳	pending

Domains

Symbol	Domain
⚡	performance
🔍	analysis
🛡️	security
🏗️	architecture

Abbreviations

```
cfg
```
config
```
impl
```
implementation
```
deps
```
dependencies
```
val
```
validation
```
perf
```
performance
```
sec
```
security
```
err
```
error

Examples

Standard:

"The authentication system has a security vulnerability in the user validation function"

Compressed:

auth.js:45 → 🛡️ sec risk in user val()

Standard:

"Build completed, now running tests, then deploying"

Compressed:

build ✅ » test 🔄 » deploy ⏳

When to Use

Context >75% full
Large codebase analysis
Complex multi-step workflows
User requests brevity