Repository Analysis

breaking-brake/cc-wf-studio

CC Workflow Studio

4.2 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of breaking-brake/cc-wf-studio, a TypeScript project with 5,320 GitHub stars. SynthScan v2.0 examined 153,164 lines of code across 540 source files, recording 402 pattern matches distributed across 12 syntactic categories. The overall adjusted score of 4.2 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

4.2
Adjusted Score
4.2
Raw Score
100%
Time Factor
2026-07-13
Last Push
5.3K
Stars
TypeScript
Language
153.2K
Lines of Code
540
Files
402
Pattern Hits
2026-07-14
Scan Date
0.02
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 11MEDIUM 18LOW 373

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 402 distinct pattern matches across 12 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Structural Annotation Overuse105 hits · 181 pts
SeverityFileLineSnippetContext
LOW.claude/skills/pr-review-analysis/SKILL.md12### Step 1: レビューコメントの取得COMMENT
LOW.claude/skills/pr-review-analysis/SKILL.md22### Step 2: 各指摘の検証COMMENT
LOW.claude/skills/pr-review-analysis/SKILL.md33### Step 3: 影響範囲の確認COMMENT
LOW.claude/skills/pr-review-analysis/SKILL.md38### Step 4: レポート出力COMMENT
LOW.claude/skills/pr-review-analysis/SKILL.md69### Step 5: レビューコメントへの返信COMMENT
LOWpackages/core/src/utils/workflow-validator.ts38 // Step 1: Parse JSONCOMMENT
LOWpackages/core/src/utils/workflow-validator.ts49 // Step 2: Type checkCOMMENT
LOWpackages/core/src/utils/workflow-validator.ts59 // Step 3: Required field validationCOMMENT
LOWpackages/core/src/utils/workflow-validator.ts68 // Step 4: Field type validationCOMMENT
LOWpackages/core/src/utils/workflow-validator.ts89 // Step 5: Return validation resultCOMMENT
LOW…/vscode/specs/001-ai-workflow-refinement/quickstart.md187 // Step 1: Construct promptCOMMENT
LOW…/vscode/specs/001-ai-workflow-refinement/quickstart.md190 // Step 2: Execute Claude Code CLICOMMENT
LOW…/vscode/specs/001-ai-workflow-refinement/quickstart.md201 // Step 3: Parse workflowCOMMENT
LOW…/vscode/specs/001-ai-workflow-refinement/quickstart.md215 // Step 4: Validate workflowCOMMENT
LOW…es/vscode/specs/001-slack-workflow-sharing/research.md128 // Step 3: トークン交換COMMENT
LOW…es/vscode/specs/001-slack-workflow-sharing/research.md142 // Step 4: トークン保存 (VSCode Secret Storage)COMMENT
LOW…es/vscode/specs/001-slack-workflow-sharing/research.md145 // Step 5: 成功レスポンスCOMMENT
LOWpackages/vscode/specs/001-mcp-node/quickstart.md277### Step 1: Extend workflow-definition.tsCOMMENT
LOWpackages/vscode/specs/001-mcp-node/quickstart.md359### Step 2: Create mcp-service.tsCOMMENT
LOWpackages/vscode/specs/001-mcp-node/quickstart.md579### Step 3: Extend validate-workflow.tsCOMMENT
LOW…de/resources/samples/github-issue-planning-sample.json417 "prompt": "Verify the fix by following the steps below.\n\n## Step 1: Review the changes\nRun `git diff` to reCODE
LOW…vscode/src/extension/commands/slack-import-workflow.ts49 // Step 1: Download workflow file from SlackCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts58 // Step 2: Validate workflow fileCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts91 // Step 3: Select workspace for savingCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts141 // Step 4: Determine file pathCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts155 // Step 4: Check if file exists (unless overwriting)COMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts189 // Step 5: Save workflow fileCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts194 // Step 6: Send success response with workflow dataCOMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts40 // Step 1: Get User Token (from parameter or Input Box)COMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts71 // Step 2: Validate User token and retrieve workspace info from Slack API (auth.test)COMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts90 // Step 3: Clear existing connections before storing new one (same as delete → create flow)COMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts93 // Step 4: Store connection in VSCode Secret Storage (User Token only, no Bot Token)COMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts108 // Step 5: Show success message (only when called from VSCode command)COMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts205 // Step 1: Check if MCP servers need to be synced to .roo/mcp.jsonCOMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts224 // Step 2: Check for existing skill and ask for confirmationCOMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts241 // Step 3: Export workflow as skill to .roo/skills/{name}/SKILL.mdCOMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts260 // Step 4: Sync MCP servers to .roo/mcp.json if confirmedCOMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts266 // Step 5: Start Zoo Code (or legacy Roo Code) with the skill launch command via Extension APICOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts212 // Step 1: Check if MCP servers need to be synced to $HOME/.codex/config.tomlCOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts231 // Step 2: Check for existing skill and ask for confirmationCOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts248 // Step 3: Export workflow as skill to .codex/skills/{name}/SKILL.mdCOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts267 // Step 4: Sync MCP servers to $HOME/.codex/config.toml if confirmedCOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts273 // Step 5: Keep the native interactive terminal UX and observe its local session transcript.COMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts47 // Step 1: Initialize OAuth flow (registers session with OAuth server)COMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts50 // Step 2: Open browser for user authenticationCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts53 // Step 3: Show progress messageCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts61 // Step 4: Poll for authorization codeCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts73 // Step 5: Exchange code for tokenCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts81 // Step 6: Clear existing connections and store new oneCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts99 // Step 7: Invalidate Slack API client cacheCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts53 // Step 1: Detect sensitive data (if not overriding warning)COMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts85 // Step 2: Extract workflow metadataCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts88 // Step 3: Get workspace name for deep linkCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts99 // Step 4: Post rich message card to channel (main message)COMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts126 // Step 5: Upload workflow file to thread as replyCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts144 // Step 6: Update message with complete deep linksCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts162 // Step 7: Send success responseCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts245 // Step 1: Create a new chat sessionCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts247 // Step 2: Send the query to the new sessionCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts355 // Step 1: Check if MCP servers need to be synced to $HOME/.copilot/mcp-config.jsonCOMMENT
45 more matches not shown…
Hyper-Verbose Identifiers163 hits · 162 pts
SeverityFileLineSnippetContext
LOWpackages/core/src/utils/validate-workflow.ts53export function validateAIGeneratedWorkflow(CODE
LOWpackages/core/src/utils/validate-workflow.ts191function validateSubAgentFlowReferences(workflow: Workflow): ValidationError[] {CODE
LOWpackages/core/src/schema/queries.ts75export function clearFieldsNotAppliedToTarget(CODE
LOWpackages/core/src/schema/claude-code-only.ts22export function workflowContainsClaudeCodeOnlyNodes(workflow: Workflow): boolean {CODE
LOWpackages/core/src/schema/warnings.ts23export function collectIgnoredFieldWarnings(workflow: Workflow, target: ExportTarget): string[] {CODE
LOWpackages/core/src/schema/warnings.ts43export function collectIgnoredSubAgentWarnings(workflow: Workflow, target: ExportTarget): string[] {CODE
LOWpackages/core/src/schema/targets.ts51export function agentSkillProviderToTarget(provider: AgentSkillProvider): ExportTarget {CODE
LOW…ages/core/src/schema/nodes/ask-user-question-schema.ts70export function deriveAskUserQuestionUpdate(CODE
LOWpackages/core/src/services/workflow-export.ts121export function generateSubAgentFlowAgentFile(CODE
LOWpackages/core/src/services/workflow-prompt-generator.ts335function formatManualParameterConfigMode(node: McpNode): string[] {CODE
LOWpackages/core/src/services/workflow-prompt-generator.ts388function formatAiParameterConfigMode(node: McpNode, provider: ExportProvider): string[] {CODE
LOWpackages/core/src/services/workflow-prompt-generator.ts480function formatAiToolSelectionMode(node: McpNode, provider: ExportProvider): string[] {CODE
LOWpackages/core/src/services/workflow-prompt-generator.ts565function getAskUserQuestionDescription(provider: ExportProvider): string {CODE
LOWpackages/core/src/services/workflow-prompt-generator.ts663export function generateExecutionInstructions(CODE
LOWpackages/core/src/services/agent-skill-export.ts92export function generateAgentSkillContent(CODE
LOWpackages/mcp/src/tools.ts50function registerGetCurrentWorkflow(server: McpServer, adapter: WorkflowIoAdapter): void {CODE
LOWpackages/mcp/src/tools.ts81function registerGetWorkflowSchema(server: McpServer, adapter: WorkflowIoAdapter): void {CODE
LOWpackages/mcp/src/tools.ts169function registerListAvailableAgents(CODE
LOWpackages/mcp/src/tools.ts367function registerHighlightGroupNode(CODE
LOWpackages/mcp/src/file-adapter.ts197function extractFrontmatterDescription(content: string): string | undefined {CODE
LOWpackages/cli/src/commands/install-skills.ts71export function registerInstallSkillsCommand(program: Command): void {CODE
LOWpackages/cli/src/commands/uninstall-skills.ts55export function registerUninstallSkillsCommand(program: Command): void {CODE
LOW…/vscode/specs/001-ai-workflow-refinement/quickstart.md140export function constructRefinementPrompt(CODE
LOW…es/vscode/specs/001-ai-workflow-refinement/research.md184function constructRefinementPrompt(CODE
LOW…/vscode/specs/001-ai-workflow-refinement/data-model.md177function validateConversationHistory(history: ConversationHistory): ValidationResult {CODE
LOW…/vscode/specs/001-ai-workflow-refinement/data-model.md219function validateConversationMessage(message: ConversationMessage): string[] {CODE
LOW…/vscode/specs/001-ai-workflow-refinement/data-model.md303function migrateConversationHistory(history: any): ConversationHistory {CODE
LOW…es/vscode/specs/001-slack-workflow-sharing/research.md457export function buildWorkflowMessageBlocks(workflow: Workflow, author: string): any[] {CODE
LOW…vscode/specs/001-mcp-natural-language-mode/research.md204function validateNaturalLanguageDescription(CODE
LOW…pecs/001-mcp-natural-language-mode/extension-points.md439function formatDetailedModeMcpNode(node: McpNode): string[] {CODE
LOW…pecs/001-mcp-natural-language-mode/extension-points.md456function formatNaturalLanguageParamModeMcpNode(node: McpNode): string[] {CODE
LOW…pecs/001-mcp-natural-language-mode/extension-points.md484function formatFullNaturalLanguageModeMcpNode(node: McpNode): string[] {CODE
LOW…pecs/001-mcp-natural-language-mode/extension-points.md606export async function getAvailableToolsFromServer(CODE
LOW…es/vscode/specs/001-ai-workflow-generation/research.md126function validateAiGeneratedWorkflow(workflow: unknown): { valid: boolean; errors: string[] } {CODE
LOWpackages/vscode/specs/001-cc-wf-studio/quickstart.md297 export function registerDuplicateWorkflowCommand(context: vscode.ExtensionContext) {CODE
LOWpackages/vscode/scripts/generate-editing-flow.ts105function extractTopLevelBulletList(content: string, heading: string): string[] {CODE
LOW…es/vscode/src/extension/utils/slack-message-builder.ts89export function buildWorkflowMessageBlocks(CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts176export function getGeminiProjectSkillsDir(): string | null {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts193export function getAntigravityUserSkillsDir(): string {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts206export function getAntigravityProjectSkillsDir(): string | null {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts236export function getCursorProjectSkillsDir(): string | null {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts286export function getCopilotUserMcpConfigPath(): string {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts316export function getCodexUserMcpConfigPath(): string {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts329export function getGeminiUserMcpConfigPath(): string {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts342export function getGeminiProjectMcpConfigPath(): string | null {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts359export function getAntigravityUserMcpConfigPath(): string {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts374export function getCursorUserMcpConfigPath(): string {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts387export function getRooProjectMcpConfigPath(): string | null {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts404export function getInstalledPluginsJsonPath(): string {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts417export function getClaudeSettingsJsonPath(): string {CODE
LOWpackages/vscode/src/extension/utils/path-utils.ts430export function getKnownMarketplacesJsonPath(): string {CODE
LOWpackages/vscode/src/extension/commands/mcp-handlers.ts564export async function handleDeleteMcpBearerToken(CODE
LOWpackages/vscode/src/extension/commands/mcp-handlers.ts599export async function handleCheckMcpBearerToken(CODE
LOW…vscode/src/extension/commands/slack-import-workflow.ts32export async function handleImportWorkflowFromSlack(CODE
LOW…src/extension/commands/slack-description-generation.ts32export async function handleGenerateSlackDescription(CODE
LOW…src/extension/commands/slack-description-generation.ts119function constructDescriptionPrompt(workflowJson: string, targetLanguage: string): string {CODE
LOW…/vscode/src/extension/commands/slack-share-workflow.ts33export async function handleShareWorkflowToSlack(CODE
LOW…/vscode/src/extension/commands/slack-share-workflow.ts219export async function handleListSlackWorkspaces(CODE
LOWpackages/vscode/src/extension/commands/open-editor.ts191export function registerOpenEditorCommand(CODE
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts467export async function handleExportForCopilotCli(CODE
103 more matches not shown…
Verbosity Indicators90 hits · 158 pts
SeverityFileLineSnippetContext
LOWpackages/core/src/utils/workflow-validator.ts38 // Step 1: Parse JSONCOMMENT
LOWpackages/core/src/utils/workflow-validator.ts49 // Step 2: Type checkCOMMENT
LOWpackages/core/src/utils/workflow-validator.ts59 // Step 3: Required field validationCOMMENT
LOWpackages/core/src/utils/workflow-validator.ts68 // Step 4: Field type validationCOMMENT
LOWpackages/core/src/utils/workflow-validator.ts89 // Step 5: Return validation resultCOMMENT
LOW…de/resources/samples/github-issue-planning-sample.json417 "prompt": "Verify the fix by following the steps below.\n\n## Step 1: Review the changes\nRun `git diff` to reCODE
LOW…vscode/src/extension/commands/slack-import-workflow.ts49 // Step 1: Download workflow file from SlackCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts58 // Step 2: Validate workflow fileCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts91 // Step 3: Select workspace for savingCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts141 // Step 4: Determine file pathCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts155 // Step 4: Check if file exists (unless overwriting)COMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts189 // Step 5: Save workflow fileCOMMENT
LOW…vscode/src/extension/commands/slack-import-workflow.ts194 // Step 6: Send success response with workflow dataCOMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts40 // Step 1: Get User Token (from parameter or Input Box)COMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts71 // Step 2: Validate User token and retrieve workspace info from Slack API (auth.test)COMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts90 // Step 3: Clear existing connections before storing new one (same as delete → create flow)COMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts93 // Step 4: Store connection in VSCode Secret Storage (User Token only, no Bot Token)COMMENT
LOW…/vscode/src/extension/commands/slack-connect-manual.ts108 // Step 5: Show success message (only when called from VSCode command)COMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts205 // Step 1: Check if MCP servers need to be synced to .roo/mcp.jsonCOMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts224 // Step 2: Check for existing skill and ask for confirmationCOMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts241 // Step 3: Export workflow as skill to .roo/skills/{name}/SKILL.mdCOMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts260 // Step 4: Sync MCP servers to .roo/mcp.json if confirmedCOMMENT
LOW…ges/vscode/src/extension/commands/roo-code-handlers.ts266 // Step 5: Start Zoo Code (or legacy Roo Code) with the skill launch command via Extension APICOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts212 // Step 1: Check if MCP servers need to be synced to $HOME/.codex/config.tomlCOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts231 // Step 2: Check for existing skill and ask for confirmationCOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts248 // Step 3: Export workflow as skill to .codex/skills/{name}/SKILL.mdCOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts267 // Step 4: Sync MCP servers to $HOME/.codex/config.toml if confirmedCOMMENT
LOW…ckages/vscode/src/extension/commands/codex-handlers.ts273 // Step 5: Keep the native interactive terminal UX and observe its local session transcript.COMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts47 // Step 1: Initialize OAuth flow (registers session with OAuth server)COMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts50 // Step 2: Open browser for user authenticationCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts53 // Step 3: Show progress messageCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts61 // Step 4: Poll for authorization codeCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts73 // Step 5: Exchange code for tokenCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts81 // Step 6: Clear existing connections and store new oneCOMMENT
LOW…s/vscode/src/extension/commands/slack-connect-oauth.ts99 // Step 7: Invalidate Slack API client cacheCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts53 // Step 1: Detect sensitive data (if not overriding warning)COMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts85 // Step 2: Extract workflow metadataCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts88 // Step 3: Get workspace name for deep linkCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts99 // Step 4: Post rich message card to channel (main message)COMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts126 // Step 5: Upload workflow file to thread as replyCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts144 // Step 6: Update message with complete deep linksCOMMENT
LOW…/vscode/src/extension/commands/slack-share-workflow.ts162 // Step 7: Send success responseCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts245 // Step 1: Create a new chat sessionCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts247 // Step 2: Send the query to the new sessionCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts355 // Step 1: Check if MCP servers need to be synced to $HOME/.copilot/mcp-config.jsonCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts374 // Step 2: Check for existing skill and ask for confirmationCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts391 // Step 3: Export workflow as skill to .github/skills/{name}/SKILL.mdCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts410 // Step 4: Sync MCP servers to $HOME/.copilot/mcp-config.json if confirmedCOMMENT
LOW…ages/vscode/src/extension/commands/copilot-handlers.ts416 // Step 5: Execute in terminalCOMMENT
LOW…kages/vscode/src/extension/commands/gemini-handlers.ts209 // Step 1: Check if MCP servers need to be synced to ~/.gemini/settings.jsonCOMMENT
LOW…kages/vscode/src/extension/commands/gemini-handlers.ts228 // Step 2: Check for existing skill and ask for confirmationCOMMENT
LOW…kages/vscode/src/extension/commands/gemini-handlers.ts245 // Step 3: Export workflow as skill to .gemini/skills/{name}/SKILL.mdCOMMENT
LOW…kages/vscode/src/extension/commands/gemini-handlers.ts264 // Step 4: Sync MCP servers to ~/.gemini/settings.json if confirmedCOMMENT
LOW…kages/vscode/src/extension/commands/gemini-handlers.ts270 // Step 5: Execute in terminalCOMMENT
LOW…/vscode/src/extension/commands/antigravity-handlers.ts160 // Step 1: Check for existing skill and ask for confirmationCOMMENT
LOW…/vscode/src/extension/commands/antigravity-handlers.ts177 // Step 2: Export workflow as skill to .claude/skills/{name}/SKILL.mdCOMMENT
LOW…/vscode/src/extension/commands/antigravity-handlers.ts211 // Step 3: Check if Antigravity is installedCOMMENT
LOW…/vscode/src/extension/commands/antigravity-handlers.ts226 // Step 4: Launch Cascade with the skillCOMMENT
LOW…kages/vscode/src/extension/commands/cursor-handlers.ts153 // Step 1: Check for existing skill and ask for confirmationCOMMENT
LOW…kages/vscode/src/extension/commands/cursor-handlers.ts170 // Step 2: Export workflow as skill to .cursor/skills/{name}/SKILL.mdCOMMENT
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Decorative Section Separators16 hits · 54 pts
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MEDIUM.specify/scripts/bash/update-agent-context.sh116#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh118#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh149#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh151#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh47#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh49#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh85#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh87#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh229#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh231#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh500#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh502#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh574#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh576#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh723#==============================================================================COMMENT
MEDIUM.specify/scripts/bash/update-agent-context.sh725#==============================================================================COMMENT
Magic Placeholder Names6 hits · 30 pts
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HIGH…/vscode/specs/001-slack-workflow-sharing/quickstart.md682. トークンは `xoxb-` で始まる文字列 (例: `xoxb-YOUR-TOKEN-HERE`)CODE
HIGH…lack-workflow-sharing/contracts/slack-api-contracts.md52Authorization: Bearer xoxb-YOUR-TOKEN-HERECODE
HIGH…lack-workflow-sharing/contracts/slack-api-contracts.md107Authorization: Bearer xoxb-YOUR-TOKEN-HERECODE
HIGH…lack-workflow-sharing/contracts/slack-api-contracts.md191Authorization: Bearer xoxb-YOUR-TOKEN-HERECODE
HIGH…lack-workflow-sharing/contracts/slack-api-contracts.md313Authorization: Bearer xoxb-YOUR-TOKEN-HERECODE
HIGH…lack-workflow-sharing/contracts/slack-api-contracts.md402Authorization: Bearer xoxb-YOUR-TOKEN-HERECODE
Synthetic Comment Markers4 hits · 28 pts
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HIGHpackages/core/src/utils/validate-workflow.ts47 * Validate a workflow generated by AICOMMENT
HIGH…es/vscode/specs/001-ai-workflow-generation/research.md106### Q3: How to validate AI-generated workflows before adding to canvas?COMMENT
HIGH…ckages/vscode/specs/001-ai-workflow-generation/plan.md136│ └── workflow-store.ts # UPDATE: Add AI-generated workflows to canvasCODE
HIGH…01-ai-skill-generation/contracts/skill-scanning-api.md358// Input (AI-generated Skill node):COMMENT
Redundant / Tautological Comments9 hits · 16 pts
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LOW.specify/scripts/bash/common.sh60# Check if we have git availableCOMMENT
LOW.specify/scripts/bash/setup-plan.sh33# Check if we're on a proper feature branch (only for git repos)COMMENT
LOW.specify/scripts/bash/setup-plan.sh50# Output resultsCOMMENT
LOW.specify/scripts/bash/check-prerequisites.sh141# Output resultsCOMMENT
LOW.specify/scripts/bash/update-agent-context.sh121 # Check if we have a current branch/feature (git or non-git)COMMENT
LOW.specify/scripts/bash/update-agent-context.sh132 # Check if plan.md existsCOMMENT
LOW.specify/scripts/bash/update-agent-context.sh142 # Check if template exists (needed for new files)COMMENT
LOW.specify/scripts/bash/update-agent-context.sh394 # Check if sections exist in the fileCOMMENT
LOW.specify/scripts/bash/create-new-feature.sh23 # Check if the next argument is another option (starts with --)COMMENT
Cross-Language Confusion (JS/TS)1 hit · 5 pts
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HIGH…bview/src/components/dialogs/ClaudeApiUploadDialog.tsx164print(response.content[0].text)`;CODE
Over-Commented Block5 hits · 4 pts
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LOWpackages/core/src/index.ts41COMMENT
LOW.github/workflows/release.yml1name: Release — PublishCOMMENT
LOW.specify/scripts/bash/check-prerequisites.sh1#!/usr/bin/env bashCOMMENT
LOW.specify/scripts/bash/update-agent-context.sh1#!/usr/bin/env bashCOMMENT
LOW.specify/scripts/bash/update-agent-context.sh21# - Updates existing agent files with new project informationCOMMENT
Self-Referential Comments1 hit · 3 pts
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MEDIUM.specify/scripts/bash/setup-plan.sh46 # Create a basic plan file if template doesn't existCOMMENT
Fake / Example Data1 hit · 1 pts
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LOW…flow-sharing/contracts/extension-host-api-contracts.md596 "authorName": "John Doe",CODE
Modern AI Meta-Vocabulary1 hit · 1 pts
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MEDIUM…ckages/vscode/docs/ai-coding-tools-config-reference.md970 whenToUse: | # Optional: orchestration guidanceSTRING