ory/lumen — Reduce Claude Code, Codex, OpenCode wall clock and token use by 50% with open source, local semantic…

Description and use

Ory Lumen is an open‑source, enterprise‑ready tool that cuts token usage and wall‑clock time for Claude, Codex, and OpenCode by roughly 50% through local, semantic code search powered by Ollama and SQLite‑vec. It scales from small projects to massive monorepos, offering fast, privacy‑preserving code retrieval without relying on external APIs.

Problem

ory/lumen helps connect AI assistants to real tools and data through a standard protocol.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

• connect AI agents to tools
• ship Model Context Protocol servers
• standardize integrations

Evidence

Reduce Claude Code, Codex, OpenCode wall clock and token use by 50% with open source, local semantic search. Works for small and large codebases and monorepos! Enterprise-ready and fully compliant via Ollama and SQLite-vec.

Source