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Author SHA1 Message Date
yichuan520030910320
cd343e1d7a style: apply ruff format 2025-08-15 17:44:50 -07:00
3 changed files with 34 additions and 11 deletions

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@@ -426,21 +426,21 @@ Once the index is built, you can ask questions like:
**The future of code assistance is here.** Transform your development workflow with LEANN's native MCP integration for Claude Code. Index your entire codebase and get intelligent code assistance directly in your IDE.
**Key features:**
- 🔍 **Semantic code search** across your entire project, fully local index and lightweight
- 🔍 **Semantic code search** across your entire project
- 📚 **Context-aware assistance** for debugging and development
- 🚀 **Zero-config setup** with automatic language detection
```bash
# Install LEANN globally for MCP integration
uv tool install leann-core --with leann
claude mcp add --scope user leann-server -- leann_mcp
uv tool install leann-core
# Setup is automatic - just start using Claude Code!
```
Try our fully agentic pipeline with auto query rewriting, semantic search planning, and more:
![LEANN MCP Integration](assets/mcp_leann.png)
**🔥 Ready to supercharge your coding?** [Complete Setup Guide →](packages/leann-mcp/README.md)
**Ready to supercharge your coding?** [Complete Setup Guide →](packages/leann-mcp/README.md)
## 🖥️ Command Line Interface
@@ -457,8 +457,7 @@ leann --help
**To make it globally available:**
```bash
# Install the LEANN CLI globally using uv tool
uv tool install leann-core --with leann
uv tool install leann-core
# Now you can use leann from anywhere without activating venv
leann --help

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@@ -148,6 +148,12 @@ Examples:
type=str,
help="Comma-separated list of file extensions to include (e.g., '.txt,.pdf,.pptx'). If not specified, uses default supported types.",
)
build_parser.add_argument(
"--include-hidden",
action=argparse.BooleanOptionalAction,
default=False,
help="Include hidden files and directories (paths starting with '.') during indexing (default: false)",
)
build_parser.add_argument(
"--doc-chunk-size",
type=int,
@@ -411,7 +417,10 @@ Examples:
print(f" leann ask {example_name} --interactive")
def load_documents(
self, docs_paths: Union[str, list], custom_file_types: Union[str, None] = None
self,
docs_paths: Union[str, list],
custom_file_types: Union[str, None] = None,
include_hidden: bool = False,
):
# Handle both single path (string) and multiple paths (list) for backward compatibility
if isinstance(docs_paths, str):
@@ -455,6 +464,10 @@ Examples:
all_documents = []
# Helper to detect hidden path components
def _path_has_hidden_segment(p: Path) -> bool:
return any(part.startswith(".") and part not in [".", ".."] for part in p.parts)
# First, process individual files if any
if files:
print(f"\n🔄 Processing {len(files)} individual file{'s' if len(files) > 1 else ''}...")
@@ -467,8 +480,12 @@ Examples:
files_by_dir = defaultdict(list)
for file_path in files:
parent_dir = str(Path(file_path).parent)
files_by_dir[parent_dir].append(file_path)
file_path_obj = Path(file_path)
if not include_hidden and _path_has_hidden_segment(file_path_obj):
print(f" ⚠️ Skipping hidden file: {file_path}")
continue
parent_dir = str(file_path_obj.parent)
files_by_dir[parent_dir].append(str(file_path_obj))
# Load files from each parent directory
for parent_dir, file_list in files_by_dir.items():
@@ -479,6 +496,7 @@ Examples:
file_docs = SimpleDirectoryReader(
parent_dir,
input_files=file_list,
# exclude_hidden only affects directory scans; input_files are explicit
filename_as_id=True,
).load_data()
all_documents.extend(file_docs)
@@ -577,6 +595,8 @@ Examples:
# Check if file matches any exclude pattern
try:
relative_path = file_path.relative_to(docs_path)
if not include_hidden and _path_has_hidden_segment(relative_path):
continue
if self._should_exclude_file(relative_path, gitignore_matches):
continue
except ValueError:
@@ -604,6 +624,7 @@ Examples:
try:
default_docs = SimpleDirectoryReader(
str(file_path.parent),
exclude_hidden=not include_hidden,
filename_as_id=True,
required_exts=[file_path.suffix],
).load_data()
@@ -632,6 +653,7 @@ Examples:
encoding="utf-8",
required_exts=code_extensions,
file_extractor={}, # Use default extractors
exclude_hidden=not include_hidden,
filename_as_id=True,
).load_data(show_progress=True)
@@ -781,7 +803,9 @@ Examples:
paragraph_separator="\n\n",
)
all_texts = self.load_documents(docs_paths, args.file_types)
all_texts = self.load_documents(
docs_paths, args.file_types, include_hidden=args.include_hidden
)
if not all_texts:
print("No documents found")
return

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@@ -92,7 +92,7 @@ leann build docs-and-configs --docs $(git ls-files "*.md" "*.yml" "*.yaml" "*.js
```
## **Try this in Claude Code:**
**Try this in Claude Code:**
```
Help me understand this codebase. List available indexes and search for authentication patterns.
```