Headroom
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
Aktiv gepflegte Filament-Plugins, Laravel-Pakete und Open-Source-Starter-Kits. Alle MIT, mit Releases für v3, v4 und v5, sofern zutreffend.
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?
Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.
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.
High-performance code-intelligence engine for AI agents and IDE, supports 257 languages, multi repositories, based on graph, with access via CLI, MCP Server, and API. AI coding agents teammate - expose only needed information, cutting token usage up to 50x. 100% local. Discord: https://discord.gg/39MFHu3J5d
Alle Pakete haben CI und Pest-Tests; Einsteiger-Issues sind mit good first issue getaggt.
Neue Version verfügbar.