Nayshins/
ummon
Nayshins/ummonTools
The semantic layer for software engineering: Connect code to meaning, build on understanding
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The semantic layer for software engineering: Connect code to meaning, build on understanding
Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.
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.
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