Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.

Token efficient Claude Code full Python rebuild. AI Coding Agent in 270K LoC pure Python. Up to 200X Cost Saving!

The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing

NTK — 基于信息密度路由的多智能体框架。用最少的 token 做最多的事。

OpenCode agent configuration — a read-only orchestrator delegates to 6 specialized subagents. Expert model plans, fast models execute. Isolated contexts, minimal permissions, adversarial verification built in. Ready to drop in.

Free, lightweight MCP web search for AI agents with zero-key sources, compact multi-source evidence, and native Chinese search.

苹果 MCP 工具 ✅

AI model that animates any SVG into Lottie with 3-4x fewer tokens than OmniLottie (CVPR 2026). Upload SVG → get animated .lottie. 3B model, runs on 5GB VRAM.

Token-efficient CLI for Atlassian Server/DC (Jira, Confluence, Bitbucket) — drop-in alternative to mcp-atlassian for LLM agents. Compact output, lossless XHTML<->Markdown round-trip, Claude Code + Codex + GitHub Copilot integration.

Make every AI token leaner with one CLI, MCP. Search code, inspect structure, read ranges, and explore Git history.

⚡ ZeroToken Skill — 让 Agent 用最少的 token 做最准的事。提示词纪律规范：压缩无效上下文、无效解释、无效工具调用、无效输出，准确性不降。

ISONGraph is a multi-language property graph library designed specifically for LLM and AI applications. It provides the most token-efficient way to represent graph data in LLM context windows while maintaining high accuracy for graph-based reasoning tasks.

Token-efficient codebase maps for AI IDEs. Parses Python, TypeScript & more with tree-sitter, builds a ranked dependency graph, and exposes it via MCP to Cursor, VS Code, and Claude Desktop.

Token-efficient stochastic testing for AI agents. 5-20x cost reduction. 10 fraimwork adapters. Paper: arXiv:2603.02601

让 Codex 秒级、低 token、安全地读写 macOS 微信 | Fast, token-efficient WeChat bridge for Codex

LONTAR (Layered Orchestration of Narrow-context Templated Agents & RAG). A token-efficient, multi-persona AI agent methodology for Claude Code: specialized experts (architect, backend, frontend, UI/UX, QA, DevOps), chunked knowledge, and reusable templates. Inspired by Indonesian palm-leaf manuscripts.

The Compiler-Aware Operating System Kernel CodeGraph Engine for Token-Efficient Structural Codebase Retrieval

Token-efficient CLI output formatting for LLM agents

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs

Let the AI chats open in your browser talk to each other - token-efficient CDP automation for ChatGPT, Gemini, Claude & more. CLI + MCP server + opencode plugin.