Omega Context Efficiency
CommunityMaximize token efficiency in AI workflows.
Software Engineering#environment-variables#token-efficiency#rlm#deferred-loading#lisp-macros#tool-bridging
AuthorSpiralCloudOmega
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Token-heavy prompts waste tokens and slow iteration. Omega Context Efficiency provides patterns and tooling to replace full payloads with lightweight environment pointers, enabling agents to operate with higher context budgets and fewer token expenditures.
Core Features & Use Cases
- RLM environment variable pattern: point to external state via environment variables instead of embedding content.
- LISP macro generation for code scaffolding: generate boilerplate code from high-level declarations to save tokens.
- MCP2CLI protocol bridging: connect tools via structured JSON-RPC while keeping prompts lean.
- Deferred tool loading: load agents, skills, and tools on demand to minimize context size.
- Context Mode integration: pass file references instead of file contents to reduce data transfer.
- Context budget management: configurable token budget with monitoring and guards.
Quick Start
Source the omega-env script and begin a sample task that uses file references rather than inline content.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: Omega Context Efficiency Download link: https://github.com/SpiralCloudOmega/DevTeam6/archive/main.zip#omega-context-efficiency Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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