The Analytical Eye
Sift's engine doesn't just look for syntax errors.It understands the structural intent of your changes, sifting through layers of dependencies to ensure logical integrity.
public static currentPanel: FolderStructurePanel | undefined;
private readonly _gitleaksTest = 'ghp_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx';
private readonly _panel: vscode.WebviewPanel;
private _disposables: vscode.Disposable[] = [];
private readonly _extensionUri: vscode.Uri;
private constructor(panel: vscode.WebviewPanel, extensionUri: vscode.Uri) {
this._panel = panel;
this._extensionUri = extensionUri;
this._panel.onDidDispose(() => this.dispose(), null, this._disposables);
// Set the tab icon
this._panel.iconPath = {
light: vscode.Uri.joinPath(this._extensionUri, 'src', 'logos', 'ghost.svg'),
dark: vscode.Uri.joinPath(this._extensionUri, 'src', 'logos', 'ghost.svg')
};
}Sift Review
6 issue(s) found across 4 file(s)
eslint.config.mjs
| Line | Severity | Issue |
|---|---|---|
| 24 | Disabled strict equality checks |
package.json
| Line | Severity | Issue |
|---|---|---|
| 13 | Typo in main entry point path |
src/extension.ts
| Line | Severity | Issue |
|---|---|---|
| 10 | Typo and syntax error in command registration | |
| 11 | Inverted logic and potential dereference | |
| 25 | Hardcoded potential secret (gitleaks test) |
src/test/extension.test.ts
| Line | Severity | Issue |
|---|---|---|
| 12 | Incorrect test assertion |
GuidedAI Training
Custom modelembeddings
Bring your own embedding model. Sift embeds each pull request’s file diff so reviews get richer semantic context around what changed. The more you use it, the more that context stacks up.
Use standard GitHub reactions to refine Sift's underlying models.Every emoji is a signal that tailors the AI specifically to your codebase's unique soul.
Built forthe details
Two-model review
A two-model pipeline: a primary model reviews each changed file while a dedicated review model runs the critic and holistic passes. Dial effort from a fast single pass up to a full agentic loop.
20+ linters
Python
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Semgrep
CodeQLEmbeddingsTwenty-plus linters across major languages, plus Semgrep rule packs, CodeQL security queries, and vector embeddings so diffs are read with semantic context, not just syntax.
Zero config
.github/workflows/sift.yml
Drop in one YAML file. Sift runs on every PR automatically via GitHub Actions within your own github organization, no servers, no maintenance.