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OpenOE-Lite

by wizardlancet · io.github.wizardlancet.openoe-lite

Not TrustedWeb appUnrated★ 94 stars

Open-source evidence-based medical RAG system — OpenEvidence-style clinical…

Open-source evidence-based medical RAG system — OpenEvidence-style clinical Q&A powered by OpenAlex + LLM, zero database required

Screenshots

  • OpenOE-Lite Screenshot
    OpenOE-Lite Screenshot

About

💡 为什么是 Lite? — 除了一个 LLM API,仅依赖 OpenAlex 的 2.5 亿篇开放学术数据。无需向量数据库、无需 Embedding 模型、无需下载处理论文,略过昂贵繁重的数据集处理和embedding,即刻跑通。 - 🪶 无需本地向量数据库 — 无本地语料、无 Embedding 预处理、无索引构建。基于 OpenAlex 2.5 亿篇开放学术文献实时检索,一个 API Key 开箱即用 - 🔍 跨语言三视角检索 — 中文问题自动生成:英文学术检索式 + 自然语言改写 + HyDE 假想摘要,三条路径同时召回,用查询增强替代本地索引 - 🎯 小模型证据门控 — 廉价推理模型并发审读每篇候选,将无关论文挡在大模型上下文之外。看似多一步,实则总 token 更少、延迟更低、回答更准 - 📝 Grounded Answer — 循证结构化回答,引用自动重编号并与源文献对齐,每个结论可溯源到具体论文 - 🧩 Lite 内核,Full 上限 — 统一文档模型 + 六阶段编排 + 可插拔数据源,从零索引平滑升级到本地向量库 + 临床指南的完整 RAG - 🪶 No Local Vector DB Needed — No local corpus, no embedding preprocessing, no index building. Real-time retrieval from OpenAlex's 250M+ open academic works — one API key, ready to go - 🔍 Cross-Lingual 3-View Retrieval — Chinese questions auto-generate: English search expression + natural language rewrite + HyDE hypothetical abstract. Three paths retrieve simultaneously, replacing local indexing with query-time augmentation - 🎯 Small-Model Evidence Gating — Cheap reasoning models concurrently review every candidate, keeping irrelevant papers out of the strong model's context. One extra step → fewer tokens, lower latency, better answers - 📝 Grounded Answers — Evidence-based structured responses with auto-reindexed citations aligned to source papers. Every conclusion is traceable - 🧩 Lite Core, Full Ceiling — Unified document model + 6-stage orchestrator + pluggable sources. Upgrade smoothly from zero-index to full RAG with local vector DB + clinical guidelines OpenOE-Lite is the open-source project wizardlancet/OpenOE-Lite (https://github.com/wizardlancet/OpenOE-Lite) by wizardlancet, released under MIT. Ion packages it unmodified from commit 1649497879e9, adding only a manifest, an icon and a start script.

Source

Written by wizardlancet, published to Oikou by Ben Grande.

  • ★ 94 stars on GitHub
  • Licence: MIT
  • Built from commit 1649497879e9

View the repository on GitHub

Age rating

Not rated. Nobody has said who this app is suitable for, so Personal Clouds and the Oikou app treat it as 18+.

What version 0.20260930.0 may do

Internet

It asks to reach these hosts, and no others:

  • openrouter.ai
  • api.openalex.org
  • cdn.jsdelivr.net

Personal Cloud tools

None. It uses nothing from your Personal Cloud beyond its own storage.

Notifications

It does not send push notifications.

Storage

Up to 512 MB on your Personal Cloud.

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Versions

0.20260930.0 Latest Shown above

Published · a ready-built bundle

Imported from wizardlancet/OpenOE-Lite at 1649497879e9.

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