Search Large Codebases And Structured Document Trees Without Embeddings Before Building Heavier Retrieval Stacks With Treesearch

---
name: "Search large codebases and structured document trees without embeddings before building heavier retrieval stacks with TreeSearch"
slug: "search-large-codebases-and-structured-document-trees-without-embeddings-before-building-heavier-retrieval-stacks-with-treesearch"
description: "Index docs and source trees into structure-aware search so you can answer targeted questions quickly without a vector database or brittle grep sprawl."
github_stars: 189
verification: "security_reviewed"
source: "https://github.com/shibing624/TreeSearch"
author: "shibing624"
publisher_type: "individual"
category: "Developer Tools"
framework: "Multi-Framework"
tool_ecosystem:
  github_repo: "shibing624/TreeSearch"
  github_stars: 189
---

# Search large codebases and structured document trees without embeddings before building heavier retrieval stacks with TreeSearch

Index docs and source trees into structure-aware search so you can answer targeted questions quickly without a vector database or brittle grep sprawl.

## Prerequisites

TreeSearch Python package or Rust CLI, local codebase or document corpus, and optional SQLite-backed index storage

## Installation

Use the upstream install or setup path that matches your environment:
- pip install -U pytreesearch
- brew tap shibing624/tap
- brew install treesearch
- cargo install treesearch

Requirements and caveats from upstream:
- [![python_version](https://img.shields.io/badge/Python-3.10%2B-green.svg)](requirements.txt)
- **TreeSearch** is a structure-aware document retrieval library. No vector embeddings. No chunk splitting. SQLite FTS5 keyword matching over document tree structures. Supports Markdown, plain text, code files (Python A...
- ### Python Library

Basic usage or getting-started notes:
- bash
- Then use it in code:
- from treesearch import TreeSearch

- Source: https://github.com/shibing624/TreeSearch
- Extracted from upstream docs: https://raw.githubusercontent.com/shibing624/TreeSearch/HEAD/README.md

## Documentation

- https://github.com/shibing624/TreeSearch

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/search-large-codebases-and-structured-document-trees-without-embeddings-before-building-heavier-retrieval-stacks-with-treesearch/)