Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.
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Updated
May 19, 2026 - Python
Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.
TOON encoding for Laravel. Encode data for AI/LLMs with ~50% fewer tokens than JSON.
Hook-based token compressor for 5 AI CLI hosts (Claude Code, Copilot CLI, OpenCode, Gemini CLI, Codex CLI). Up to 95% bash compression, signature-mode for code reads, cross-call dedup, MCP server, self-teaching protocol. Zero runtime deps.
token-ninja routes deterministic shell commands locally — zero LLM calls, ~19µs latency. Works silently inside AI tools via MCP.
Compress logs for LLM analysis — Rust-powered, Python API. 40-60% token savings.
astro-agent-optimized(AAO) is agent-optimized output for Astro JS tools.
A simple open source vibecoded prompt optimizer for personal use, you are free to use it as needed.
🩺 Diagnose, lint, and auto-fix your Claude Code setup. 9 zero-dependency ML engines: prompt injection scanner, dependency graph intelligence (PageRank + Tarjan SCC), CLAUDE.md auto-generator, .claudeignore optimizer, session cost predictor. 45+ checks, auto-fix, CI/CD ready. The missing DevTool for Anthropic Claude Code.
Precision‑MOD is a rulebook and gate system that enforces safe, traceable change workflows for teams and agents.
Stop surprise AI bills. Track, budget, and optimize your agent spending. Cost control for AI coding agents.
Cut up to 75% of tokens for Grok • GPT • Claude • Llama • Gemini 100% offline • Open source • AI-safe token minifier
terse is a Rust CLI that intercepts shell commands from Claude Code hooks, runs them through an optimization pipeline, and returns compact output designed to reduce token usage while preserving key signal.
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