token-efficiency

Cognitive Deterministic Memory Security for Agentic AI that reaches backward through time to find the quiet change behind today's failure, not the lookalike.

[ACL 2026 Oral] "LightReasoner: Can Small Language Models Teach Large Language Models Reasoning?"

Your agent pays twice for output it has already seen. OMNI returns a handle instead: 97.2% off a file read twice. Nothing deleted, nothing invented.

Token-efficient, local-first CLI tools for coding agents - compact Maven, npm/Node, and Go test output plus reusable development helpers.

Dev tools, optimized for agents. Structured, token-efficient MCP servers for git, test runners, npm, Docker, and more.

An open-source, local-first AI teammate and agent operating environment for turning intent into completed work—with tools, memory, permissions, and human oversight.

🔥 Token-efficient JSON alternative for LLMs & agentic AI — same data, fewer tokens. Python · JS/TS · Rust · Go · C++

An agentic memory database that cuts session tokens by 82–99%. One portable SQLite file — your agent's memory, anywhere.

HEWN 2.0 2026: AI Output Router for Precision Summaries & Polished Code

Token Cost Parity: Multilingual LLM Efficiency Analysis 2026

一个可移植的多 agent 协作 skill，适用于 3 个及以上 AI agent。它能够自动识别 agent 的工具、权限和专长，分配协调者、实现者、验证者等角色；通过单一主写入者机制避免文件冲突；对重要任务执行“规划 → 实现 → 独立复核 → 最终验收”流程，并通过结构化上下文和模型分层降低 Token 与 API 成本

A curated list of strategies, tools, papers, and resources for reducing LLM token costs and improving efficiency in production.

Agent Dashboard: Visualization and analytics for Sessions and Quota Usage. Track, analyze, and optimize token usage across providers with heatmaps, cost tracking, token counting and quota resets..

Token-efficient data serialization for LLM/AI. 50% fewer tokens than JSON, 93% better value/token. Rust, schema validation, LSP.

Verified code context for agents

Deploys your OS, databases, and SSL on your VPS in just 10 minutes. Orchestrates a team of AI agents for coding, marketing, and sales. The built-in optimizer saves up to 90% on token costs, letting you build and manage your online business directly through chat. Fully open-source.

The AI-native wire format for structured data. 100% comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ lossless round-trips across 17 formats. Spec v3.5.1 Stable.

Claude Code skills for developers who code like cats — never more effort than the problem requires.

Persistent memory for Claude Code — 3-5x longer sessions, 60-80% fewer wasted tokens. Branch-aware, self-healing, token-efficient.

Claude Code plugin: Fable 5 as a token-frugal orchestrator with tiered Opus/Sonnet/Haiku agents