lumen MCP Server
ory/lumen
[](https://agentrank-ai.com/tool/ory--lumen/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) Save 30% token costs when using Claude Code, Codex, OpenCode for free - with open source, local semantic search. Works for small and large codebases and monorepos! Enterprise-ready and fully compliant via Ollama and SQLite-vec.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
ory/lumen is a Go tool. Save 30% token costs when using Claude Code, Codex, OpenCode for free - with open source, local semantic search. Works for small and large codebases and monorepos! Enterprise-ready and fully compliant via Ollama and SQLite-vec. Topics: agentic-coding, claude, claude-code, codex, gemini, golang, gpt-5, claude-ai, claude-pl, context, mcp, mcp-server, plugin.
Ranked #4054 out of 24846 indexed tools.
Ecosystem
Score Breakdown
308 stars → growing community
Last commit 1mo ago → moderate activity
15/42 issues closed → many open issues
7 contributors → small team
No dependents → no downstream usage
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
From the README
Claude reads entire files to find what it needs. Lumen gives it a map. Lumen is a 100% local semantic code search engine for AI coding agents. No API keys, no cloud, no external database, just open-source embedding models ([Ollama](https://ollama.com/) or [LM Studio](https://lmstudio.ai/)), SQLite, and your CPU. A single static binary and your own local embedding server. The payoff is measurable and reproducible: across 9 benchmark runs on 9 languages and real GitHub bug-fix tasks, Lumen cuts cost in **every single language** — up to 39%. Output tokens drop by up to 66%, sessions complete up to 53% faster, and patch quality is maintained in every task. All verified with a [transparent, open-source benchmark framework](docs/BENCHMARKS.md) that you can run yourself. | | With Lumen | Baseline (no Lumen) | | ---------------------- | ----------------------------- | -------------------- | | Cost (avg, bug-fix) | **$0.29** (-26%) |Read full README on GitHub →
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