gwt-project-index

Semantic search over project source files using vector embeddings. Use to find files related to a feature, bug, or concept.

5 stars

Best use case

gwt-project-index is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Semantic search over project source files using vector embeddings. Use to find files related to a feature, bug, or concept.

Teams using gwt-project-index should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/gwt-project-index/SKILL.md --create-dirs "https://raw.githubusercontent.com/akiojin/llmlb/main/.claude/skills/gwt-project-index/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/gwt-project-index/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How gwt-project-index Compares

Feature / Agentgwt-project-indexStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Semantic search over project source files using vector embeddings. Use to find files related to a feature, bug, or concept.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Project Structure Index

gwt maintains a vector search index of all project files using ChromaDB embeddings.

## File search command

Run in terminal to find files related to a feature or concept:

```bash
~/.gwt/runtime/chroma-venv/bin/python3 ~/.gwt/runtime/chroma_index_runner.py \
  --action search \
  --db-path "$GWT_PROJECT_ROOT/.gwt/index" \
  --query "your search query" \
  --n-results 10
```

On Windows, use `~/.gwt/runtime/chroma-venv/Scripts/python.exe` as the Python executable.

## File search output format

JSON object with ranked results:

```json
{"ok": true, "results": [
  {"path": "src/git/issue.rs", "description": "GitHub Issue commands", "distance": 0.12},
  {"path": "src/lib/components/IssuePanel.svelte", "description": "Issue list panel", "distance": 0.25}
]}
```

## When to use

- Task start: search for files related to the assigned feature
- Bug investigation: find files that might relate to the bug
- Feature addition: locate existing similar implementations
- Architecture understanding: discover how components are organized

## Environment

- `GWT_PROJECT_ROOT`: absolute path to the project root (set by gwt at pane launch)

## Notes

- File index is auto-generated when the project is opened in gwt
- Uses semantic similarity (not just keyword matching)
- Lower distance values indicate higher relevance
- For Issue search, use `gwt-issue-search` instead

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