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v0.9.0 — knowledge graph, OCR, and multi-format loaders

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@IvenKooLab IvenKooLab released this 30 Oct 14:05
· 3 commits to main since this release

Changelog

This release adds the knowledge graph, OCR, HTML and org-mode loaders, plus a redesigned console UI — loci grows from a retrieval CLI into a full knowledge platform.

New features

  • Knowledge graph — loci graph build extracts entity–relation triples from your memories and wiki pages into a single human-readable graph.json. Every edge cites its source file. Query with loci graph show ENTITY or the new brain_graph MCP tool (omit the entity to list hub entities). Wiki generation injects related graph relations as extra context.
  • OCR ([ocr] extra) — images (.png/.jpg/.jpeg/.bmp/.webp/.tiff) are recognized and indexed via rapidocr; loci doctor reports availability.
  • HTML loader — .html/.htm via stdlib html.parser: headings become #-lines, <li> becomes - , script/style skipped, <title> surfaces only when the body has no headings; honors <meta charset> with a gb18030 fallback for legacy Chinese exports.
  • org-mode loader — .org/.org_archive: #+TITLE becomes the h1 with *-sections shifted one level under it, #+FILETAGS become frontmatter tags, org links [[url][desc]] become markdown links.

Fixes

  • Graph unique note paths and skip isolated force pairs.
  • Obsidian vault hardening — ingest no longer prunes offline vaults.
  • Config warnings moved to stderr (MCP stdio streams stay clean).
  • Console page layout alignment and graph node separation.

Docs

  • README screenshots show the console that actually ships.
  • Wiki demo output archived in docs/marketing/wiki-demo-cn.md.

Install and upgrade

Install from PyPI (adds loci and loci-mcp commands):

pip install "loci-rag[pdf,docx,ocr]"

Or install from the wheel attached to this release (Python 3.11+ and runtime dependencies still required):

python -m pip install --upgrade ./loci_rag-0.9.0-py3-none-any.whl

For a first run, take config.example.toml from the sdist, copy it to config.toml inside your instance directory, fill in the model and document directories, then run loci ingest. Restart the loci HTTP / MCP services after upgrading so the new code is loaded. Run loci ingest --force only when you change the embedding model.

  • .whl — cross-platform Python package.
  • .tar.gz — Python source distribution (sdist).

This is a code-hosting platform release; the attached files install directly and it does not mean the package was published to PyPI.

Verified

  • Offline tests: 160 passed, 8 warnings (Python 3.13 locally, 3.11–3.13 on CI).
  • wheel and sdist build successfully; twine check passed.
  • Knowledge graph verified on a real corpus: 2 memory files → 8 edges / 13 entities (mixed Chinese and English entities).
  • OCR verified: rendered a text image via PIL and read it back through the loader.

更新日志

本次发布新增知识图谱、OCR、HTML 与 org-mode 加载器,以及重新设计的控制台 UI——loci 从检索 CLI 成长为完整的知识平台。

新功能

  • 知识图谱:loci graph build 从记忆与 wiki 页抽取实体关系三元组,存入人类可读的 graph.json。每条边带来源文件引用。查询用 loci graph show 实体 或新增的 brain_graph MCP 工具(省略实体则列出枢纽实体)。wiki 生成时注入图谱关系作为补充上下文。
  • OCR([ocr] extra):图片(.png/.jpg/.jpeg/.bmp/.webp/.tiff)经 rapidocr 识别入库;loci doctor 报告可用性。
  • HTML 加载器:.html/.htm 经标准库 html.parser:标题变 # 行、<li> 变 - 、跳过 script/style、无标题时仅显示 <title>;支持 <meta charset> 与 gb18030 回退。
  • org-mode 加载器:.org/.org_archive:#+TITLE 变 h1、* 段降一级、#+FILETAGS 变 frontmatter 标签、org 链接变 markdown 链接。

修复

  • 图谱唯一笔记路径与孤立力对跳过。
  • Obsidian vault 巩固——ingest 不再清除离线 vault。
  • 配置警告改走 stderr(MCP stdio 流保持干净)。
  • 控制台页面布局对齐与图谱节点分离。

文档

  • README 截图展示实际交付的控制台。
  • wiki 演示输出归档在 docs/marketing/wiki-demo-cn.md。

安装与升级

从 PyPI 安装(附带 loci 和 loci-mcp 命令):

pip install "loci-rag[pdf,docx,ocr]"

或从本 Release 下载 wheel 安装(仍需 Python 3.11+ 及运行依赖):

python -m pip install --upgrade ./loci_rag-0.9.0-py3-none-any.whl

首次使用请从 sdist 取 config.example.toml,复制为实例目录中的 config.toml,填写模型与文档目录,然后执行 loci ingest。升级后重启 loci HTTP / MCP 服务以加载新代码。仅在更换向量模型时执行 loci ingest --force。

  • .whl:跨平台 Python 安装包。
  • .tar.gz:Python 源码发行包(sdist)。

本次为代码托管平台 Release,附件可直接安装;不表示已发布到 PyPI。

验证

  • 离线测试:160 passed, 8 warnings(本机 Python 3.13,CI 3.11–3.13)。
  • wheel 与 sdist 构建成功;twine check 通过。
  • 知识图谱真实验证:2 个记忆文件 → 8 条边 / 13 个实体(中英文实体混合)。
  • OCR 验证:PIL 渲染文本图片 → loader 识别回读。