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The Features list at the top duplicated everything already covered by
Quick Start (step-by-step feature tour) + Usage (Wiki Foundation +
Generators tables). It also duplicated the Skill Factory slogan that
now lives canonically in the Skill Factory subsection.
Replace 17 lines with a one-sentence pointer to Usage. 405 → 389 lines.
Slogan now appears exactly once (in the Skill Factory subsection)
instead of 5 places.
Other duplicates (PageIndex mentions, cross-CLI install instructions,
Karpathy comparison table) left for now — they target different
audiences (scanners vs deep readers) and aren't worth touching in this
pass.
Copy file name to clipboardExpand all lines: README.md
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@@ -22,23 +22,7 @@ The idea is based on a [concept](https://x.com/karpathy/status/20398056595256445
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Traditional RAG rediscovers knowledge from scratch on every query. Nothing accumulates. OpenKB compiles knowledge once into a persistent wiki, then keeps it current. Cross-references already exist. Contradictions are flagged. Synthesis reflects everything consumed.
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### Features
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OpenKB has two layers: a **wiki foundation** that compiles and maintains your knowledge, and **generators** that turn that wiki into useful artifacts.
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**Wiki foundation** — compile and maintain
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-**Broad format support** — PDF, Word, Markdown, PowerPoint, HTML, Excel, text, and more via markitdown
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-**Scale to long documents** — Handled via [PageIndex](https://github.com/VectifyAI/PageIndex) tree indexing, enabling accurate, vectorless long-context retrieval
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-**Native multi-modality** — Retrieves and understands figures, tables, and images, not just text
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-**Compiled Wiki** — LLM compiles documents into summaries, concept pages, and cross-links, all kept in sync
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-**Lint** — Health checks find contradictions, gaps, orphans, and stale content
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-**Watch mode** — Drop files into `raw/`, wiki updates automatically
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-**Obsidian compatible** — Wiki is plain `.md` files with `[[wikilinks]]`. Open in Obsidian for graph view and browsing
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**Generators** — turn the wiki into something useful
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-**Query** — Ask questions (one-off) against your wiki. The LLM navigates compiled knowledge to answer
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-**Chat** — Multi-turn conversations with persisted sessions you can resume across runs
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-**Skill Factory** — *Drop in a book. Out comes a digital expert.* Compile any subset of your wiki into a redistributable [Anthropic Skill](https://docs.claude.com/en/docs/build-with-claude/skills) installable in Claude Code / Codex / Gemini CLI / Cursor
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OpenKB has two layers: a **wiki foundation** that compiles and maintains your knowledge, and **generators** (query / chat / Skill Factory) that turn it into useful output. See [Usage](#️-usage) for the full command list.
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