From 9e8a3f97adcd198bf627e342aa275ac77014107b Mon Sep 17 00:00:00 2001 From: Chengke <167045138+EricNGOntos@users.noreply.github.com> Date: Fri, 15 May 2026 12:20:31 +0800 Subject: [PATCH 1/2] docs: update README benchmark graphic and refine performance copy (#77) - Replace benchmark-performance.png with benchmark.png (updated visual) - Refine benchmark section copy: emphasize real-world task accuracy (searching, modifying, answering) vs raw docs and generic parser outputs - Fix img src reference in README to match new filename Closes #76 --- README.md | 49 +++++++++++++++++++++++++++++++++----- docs/assets/benchmark.png | Bin 0 -> 211146 bytes 2 files changed, 43 insertions(+), 6 deletions(-) create mode 100644 docs/assets/benchmark.png diff --git a/README.md b/README.md index 2b25fded4..c7da0a06d 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -
@@ -29,7 +29,14 @@ 🖥️ Dashboard
-Knowhere is the open-source infrastructure for unstructured data processing. It automates the complex pipeline of extracting, parsing, and transforming messy documents into structured, high-quality data optimized for *AI Agents*, *Agentic RAG*, and *traditional vector-based RAG workflows*. +## What We Are + +**We're not developing the next MinerU, instead, we're building document memory infrastructure that agents can effectively consume.** + +Knowhere turns unstructured documents into persistent, navigable memory for AI agents. It handles parsing, hierarchy extraction, multi-modal structuring, and graph construction, giving your agents structured, high-quality context for *Agentic RAG*, *traditional RAG*, or any LLM workflow. + +> [!TIP] +> Knowhere stands on the shoulders of giants like MinerU and Pymupdf. We take their output, optimize it, and then build **hierarchical structure** and **multi-modal cross-document graphs** on top. The result is a persistent, citable memory layer purpose-built for agent consumption. > [!NOTE] > **Get started in seconds with Knowhere Cloud.** @@ -42,9 +49,6 @@ Knowhere is the open-source infrastructure for unstructured data processing. It ## How it Works -> [!TIP] -> **TL;DR**: Knowhere builds navigable memory from messy documents, then lets agents retrieve and cite evidence from that memory. - Knowhere turns raw documents into a structured memory store that AI agents can navigate and cite. The process follows two steps: ### Step 1: Parse and Build Memory @@ -71,6 +75,25 @@ Agents retrieve by navigating memory instead of depending on a single flat vecto - **Navigate**: Walk section trees and graph links to drill into the most relevant document regions. - **Cite Evidence**: Return traceable results with source document, section, chunk, and linked image or table assets. +## Performance Benchmark + +Knowhere enhances the accuracy of AI agents when performing tasks (e.g., searching, modifying, and answering) in real-world data. Compared to providing raw documents directly to agents or .md/.json files produced by other parsers, Knowhere achieves higher success rates with fewer resources. + +
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+
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