shibing624 / TreeSearch
TreeSearch: Search your codebase like a human — not like a vector database. No embeddings. No chunking. Just millisecond search over structured documents and large codebases. 无需 embedding，无需切分文档，在结构化文档和大型代码库中实现毫秒级检索。
Why this job: says: vector database; topics: rag
What it does
- Smart directory discovery. ts.index("src/") recursively discovers all supported files; skips .git/node_modules/pycache; respects .gitignore
- FTS5 search. Zero LLM calls, millisecond-level FTS5 keyword matching, no API key needed
- SQLite FTS5 engine. Persistent inverted index, WAL mode, incremental updates, MD structure-aware columns (title/summary/body/code/front_matter), column weighting, CJK tokenization
- Tree-structured indexing. Markdown, plain text, code files (Python AST + regex, Java/Go/JS/C++/PHP), HTML, XML, JSON, CSV, PDF, and DOCX are parsed into hierarchical trees
- Ripgrep-accelerated GrepFilter. Auto-uses system rg for fast line-level matching with transparent native Python fallback; hit-count-based scoring ranks multi-match nodes higher
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Inactive
- Last commit 6 months ago
- Stars
- 213
- On GitHub
- Licence
- Apache-2.0
- Allows business use
- Downloads for
- 3 systems
- Mac, Windows, Linux
- Latest version
- v1.1.1
- Released 6 months ago
- Built with
- Python
- 65% of the code
Is it looked after?
- Contributors
- Not stated
- Last 90 days
- Issues
- 100% closed
- 0 still open
- Pull requests
- 0 merged
- 0 waiting
- Releases
- 5
- 5 in the last year
- Contributing guide (opens in new tab)
- No security policy
- No code of conduct
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More: download files, languages, topics and project record
Download files, v1.1.1
- Mac4 files, 18 downloads
- Windows2 files, 34 downloads
- Linux2 files, 12 downloads
Languages
- Python 65%
- Rust 35%
Topics
- rag
- retriever
- tree-structure
- treesearch
Project record
- JobRAG and search
- StatusListed
- Commits114
- Forks16
- Watching0
- Stars in 28 days0
- CreatedFeb 25, 2026
- First seen by usNov 7, 2026
- CheckedNov 8, 2026