Independent research on Claude Code internals, Claude Agent SDK, and related tooling.
Techniques to optimize token usage on GitHub Copilot
Codex Cost Router Skills - preflight task routing skills for Codex to reduce token waste, choose model tiers, reasoning effort, permissions, and execution prompts.
See where your Claude Code tokens go — cost per call scales 4.3x with context size. Hooks + SQLite + dashboard + MCP server for context window forensics.
Shorthand-first token compression product with VS Code prompt bundles, exact token benchmarking, and cross-platform starter packs.
Reduce Claude AI token consumption. Zero install to start. Python 3.7+ for auto-manifest generation.
Raw documents (Markdown, HTML, plain text) → structured bridge format <D>?<H><B> — with adaptive compression that keeps you under token budget.
AI Native Semantic Language
Local orchestration for Claude Code — session recovery, scheduling, worktrees, Token Saver, and dashboards via official CLI transport. Independent third-party software.
Local MCP daemon that compresses your codebase before sending it to Claude 41-89% token reduction
Read Less, Understand More - Lightweight intelligent text reader for AI agents with 30%+ token optimization
Reduce Claude token consumption by using local manifests to index and summarize project files for efficient context management.
Cut Claude Code spend without sacrificing quality — and prove it. Haiku/Sonnet/Opus router with real $-saved numbers, not vibes.
LAP benchmark results — 500 runs, 50 specs, 5 formats. Agents run 35% cheaper with LAP.
Evidence-preserving tool output compression for DeepSeek Harness — deterministic, local-first, and benchmarked.
An offline document-to-agent-context compiler. Transform unstructured files (PDFs, CSVs, Markdown) into token-efficient, semantic context packs for LLM agents.
Secure token optimization for AI agents, with Agent Context Gateway and SecureReviewAgent.
🔥 BurnedLang BHTML — Compressed HTML with Unicode opcodes for AI-assisted code generation. Fewer tokens, same output.
Serializá las respuestas de tu API NestJS al formato TOON y ahorrá 30-60% de tokens en LLMs. Interceptor + decorators de Swagger.
Local-first context cleaner for AI agents.
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