mcpField
T
token-efficiency

token-efficiency

github.com/nickcrewAgent workflows62229 installsUpdated 18w ago
Repository

About token-efficiency

A communication skill for agents that replaces verbose text with symbols and abbreviations to conserve limited context windows.

Key features

  1. 01Symbol-based logic and status notation
  2. 02Domain symbols for analysis and security
  3. 03Common technical abbreviations
  4. 04Examples of compressed messages

Use cases

  1. 01Summarizing code findings in a full context window
  2. 02Reporting progress across multi-step work
  3. 03Writing brief messages when requested

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/nickcrew/claude-cortex --skill token-efficiency

After installing, type/token-efficiencyin Claude Code to confirm it loaded.

Details

From the project README

Token Efficiency

Compressed communication for limited context windows.

Symbol System

Logic & Flow
SymbolMeaning
→leads to, implies
⇒transforms to
←rollback
&and
|or
»sequence/then
∴therefore
∵because
Status
SymbolMeaning
✅complete/pass
❌failed/error
⚠️warning
🔄in progress
⏳pending
Domains
SymbolDomain
⚡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

Comments

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