Repository Analysis

VoltAgent/voltagent

AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework

2.4 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of VoltAgent/voltagent, a TypeScript project with 10,044 GitHub stars. SynthScan v2.0 examined 480,752 lines of code across 2525 source files, recording 610 pattern matches distributed across 12 syntactic categories. The overall adjusted score of 2.4 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).

2.4
Adjusted Score
2.4
Raw Score
100%
Time Factor
2026-07-13
Last Push
10.0K
Stars
TypeScript
Language
480.8K
Lines of Code
2.5K
Files
610
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 51MEDIUM 94LOW 465

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 610 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.

Magic Placeholder Names50 hits · 305 pts
SeverityFileLineSnippetContext
HIGHCONSOLE.md108OPENAI_API_KEY=your-api-key-hereCODE
HIGHCONSOLE.md285 -H "Authorization: Bearer your-api-key" \CODE
HIGHarchive/deprecated-providers/google-ai/CHANGELOG.md69 GOOGLE_AI_API_KEY=your-api-keyCODE
HIGHarchive/deprecated-providers/google-ai/CHANGELOG.md72 GOOGLE_GENERATIVE_AI_API_KEY=your-api-keyCODE
HIGHarchive/deprecated-providers/google-ai/README.md74const googleProvider = new GoogleAIProvider({ apiKey: "YOUR_API_KEY" });CODE
HIGHwebsite/docs/agents/mcp/mcp.md39 url: "https://mcp.composio.dev/reddit/your-api-key-here",CODE
HIGHwebsite/docs/observability/mlflow.md63OPENAI_API_KEY=your-api-keyCODE
HIGHwebsite/docs/rag/pinecone.md541curl -H "Api-Key: YOUR_API_KEY" https://api.pinecone.io/indexesCODE
HIGHwebsite/docs/getting-started/quick-start.md75OPENAI_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/quick-start.md84ANTHROPIC_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/quick-start.md93GOOGLE_GENERATIVE_AI_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/quick-start.md102GROQ_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/quick-start.md111MISTRAL_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/manual-setup.md167OPENAI_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/manual-setup.md176ANTHROPIC_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/manual-setup.md185GOOGLE_GENERATIVE_AI_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/manual-setup.md194GROQ_API_KEY=your-api-key-hereCODE
HIGHwebsite/docs/getting-started/manual-setup.md203MISTRAL_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/anthropic.md53ANTHROPIC_API_KEY=your-api-keyCODE
HIGHwebsite/recipes/mcp.md25 args: ["-y", "mcp-remote", "https://mcp.exa.ai/mcp?exaApiKey=YOUR_API_KEY"],CODE
HIGHwebsite/recipes/slack-agent.md54OPENAI_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/slack-agent.md63ANTHROPIC_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/slack-agent.md72GOOGLE_GENERATIVE_AI_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/slack-agent.md81GROQ_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/slack-agent.md90MISTRAL_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/google-ai.md53GOOGLE_GENERATIVE_AI_API_KEY=your-api-keyCODE
HIGHwebsite/recipes/recipe-creator.md80 args: ["-y", "mcp-remote", "https://mcp.exa.ai/mcp?exaApiKey=<YOUR-API-KEY>"],CODE
HIGHwebsite/recipes/recipe-creator.md80 args: ["-y", "mcp-remote", "https://mcp.exa.ai/mcp?exaApiKey=<YOUR-API-KEY>"],CODE
HIGHwebsite/recipes/airtable-agent.md54OPENAI_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/airtable-agent.md63ANTHROPIC_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/airtable-agent.md72GOOGLE_GENERATIVE_AI_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/airtable-agent.md81GROQ_API_KEY=your-api-key-hereCODE
HIGHwebsite/recipes/airtable-agent.md90MISTRAL_API_KEY=your-api-key-hereCODE
HIGHwebsite/examples/recipe-creator.md80 args: ["-y", "mcp-remote", "https://mcp.exa.ai/mcp?exaApiKey=<YOUR-API-KEY>"],CODE
HIGHwebsite/examples/recipe-creator.md80 args: ["-y", "mcp-remote", "https://mcp.exa.ai/mcp?exaApiKey=<YOUR-API-KEY>"],CODE
HIGH…rc/components/mcp-list/mcp-page/serverConfigContent.ts145 url: "https://mcp.composio.dev/{mcpName}/your-api-key-here", // URL of the MCP endpointCODE
HIGHwebsite/src/pages/tutorial/introduction.tsx258 OPENAI_API_KEY=your-api-key-hereCODE
HIGHexamples/with-planagents/README.md28 OPENAI_API_KEY=your-api-keyCODE
HIGHexamples/with-hooks/README.md41export OPENAI_API_KEY="your-api-key"CODE
HIGHexamples/with-client-side-tools/README.md18export OPENAI_API_KEY="your-api-key"CODE
HIGHexamples/with-summarization/README.md27 OPENAI_API_KEY=your-api-keyCODE
HIGH…ples/next-js-chatbot-starter-template/lib/ai/config.ts112 "sk-your-api-key-here",CODE
HIGH…ples/next-js-chatbot-starter-template/lib/ai/config.ts113 "your-api-key-here",CODE
HIGH…kages/create-voltagent-app/src/cli.integration.spec.ts305 expect(envContent).toContain(`${envVar}=your-api-key-here`);CODE
HIGHpackages/create-voltagent-app/src/utils/templates.ts55 envConfig = `${config.envVar}=your-api-key-here`;CODE
HIGHpackages/create-voltagent-app/src/utils/templates.ts110 envExample = `# ${config.name} API Key\n# Get your key at: ${config.apiKeyUrl}\n${config.envVar}=your-api-key-CODE
HIGHpackages/create-voltagent-app/src/utils/env-manager.ts67 content += `# ${config.envVar}=your-api-key-here\n`;CODE
HIGHpackages/anthropic-ai/DEPRECATED.md28 apiKey: "YOUR_API_KEY",CODE
HIGHpackages/groq-ai/DEPRECATED.md28 apiKey: "YOUR_API_KEY",CODE
HIGHpackages/google-ai/DEPRECATED.md31 apiKey: "YOUR_API_KEY",CODE
Structural Annotation Overuse148 hits · 240 pts
SeverityFileLineSnippetContext
LOWREADME.md185 // Step 1: Validate expense and check if approval neededCOMMENT
LOWREADME.md222 // Step 2: Process the final decisionCOMMENT
LOWarchive/deprecated-providers/anthropic-ai/CHANGELOG.md21 ### Step 1: Install New PackagesCOMMENT
LOWarchive/deprecated-providers/anthropic-ai/CHANGELOG.md28 ### Step 2: Update Your CodeCOMMENT
LOWarchive/deprecated-providers/anthropic-ai/CHANGELOG.md59 ### Step 3: Environment VariablesCOMMENT
LOWarchive/deprecated-providers/groq-ai/CHANGELOG.md21 ### Step 1: Install New PackagesCOMMENT
LOWarchive/deprecated-providers/groq-ai/CHANGELOG.md28 ### Step 2: Update Your CodeCOMMENT
LOWarchive/deprecated-providers/groq-ai/CHANGELOG.md59 ### Step 3: Environment VariablesCOMMENT
LOWarchive/deprecated-providers/google-ai/CHANGELOG.md21 ### Step 1: Install New PackagesCOMMENT
LOWarchive/deprecated-providers/google-ai/CHANGELOG.md28 ### Step 2: Update Your CodeCOMMENT
LOWarchive/deprecated-providers/google-ai/CHANGELOG.md59 ### Step 3: Environment VariablesCOMMENT
LOWwebsite/evaluation-docs/building-custom-scorers.md18### Step 1: Prepare (Optional)COMMENT
LOWwebsite/evaluation-docs/building-custom-scorers.md32### Step 2: Analyze (Optional)COMMENT
LOWwebsite/evaluation-docs/building-custom-scorers.md46### Step 3: Score (Required)COMMENT
LOWwebsite/evaluation-docs/building-custom-scorers.md62### Step 4: Reason (Optional)COMMENT
LOWwebsite/evaluation-docs/building-custom-scorers.md89 // Step 1: Clean and prepare the textCOMMENT
LOWwebsite/evaluation-docs/building-custom-scorers.md98 // Step 2: Analyze sentiment indicatorsCOMMENT
LOWwebsite/evaluation-docs/building-custom-scorers.md122 // Step 3: Calculate score based on sentiment matchCOMMENT
LOWwebsite/evaluation-docs/building-custom-scorers.md141 // Step 4: Explain the scoring decisionCOMMENT
LOWwebsite/evaluation-docs/offline-evaluations.md16## Step 1: Create a Basic ExperimentCOMMENT
LOWwebsite/evaluation-docs/offline-evaluations.md59## Step 2: Add a ScorerCOMMENT
LOWwebsite/evaluation-docs/offline-evaluations.md102## Step 3: Set a ThresholdCOMMENT
LOWwebsite/evaluation-docs/offline-evaluations.md160## Step 4: Add Pass CriteriaCOMMENT
LOWwebsite/evaluation-docs/offline-evaluations.md225## Step 5: Run Your ExperimentCOMMENT
LOWwebsite/evaluation-docs/offline-evaluations.md309## Step 6: Use a Custom Dataset ResolverCOMMENT
LOWwebsite/evaluation-docs/offline-evaluations.md365## Step 7: Use Named Datasets from VoltOpsCOMMENT
LOWwebsite/docs/workflows/execute-api.md366 // Step 1: Check if we're resumingCOMMENT
LOWwebsite/docs/workflows/execute-api.md372 // Step 2: Check if we need to suspendCOMMENT
LOWwebsite/docs/workflows/execute-api.md382 // Step 3: Continue if no suspension neededCOMMENT
LOWwebsite/docs/workflows/overview.md192 .andThen(...) // Step 1: Run some codeCODE
LOWwebsite/docs/workflows/overview.md193 .andAgent(...) // Step 2: Call an AICODE
LOWwebsite/docs/workflows/overview.md194 .andWhen(...) // Step 3: Maybe run another stepCODE
LOWwebsite/docs/workflows/overview.md412// Step 1: User user-alex-789 is on the premium plan.COMMENT
LOWwebsite/docs/workflows/overview.md413// Step 1: Granted 'unlimited' permissions.COMMENT
LOWwebsite/docs/workflows/overview.md414// Step 2: User now has 'unlimited' permissions.COMMENT
LOWwebsite/docs/workflows/steps/and-agent.md270 // Step 1: Classify with AICOMMENT
LOWwebsite/docs/workflows/steps/and-agent.md282 // Step 2: Route based on classificationCOMMENT
LOWwebsite/docs/agents/mcp/authorization.md343### Step 1: Start Cerbos PDPCOMMENT
LOWwebsite/docs/agents/mcp/authorization.md375### Step 2: Define PoliciesCOMMENT
LOWwebsite/docs/agents/mcp/authorization.md413### Step 3: Connect to CerbosCOMMENT
LOWwebsite/docs/agents/mcp/authorization.md459### Step 4: Create the AgentCOMMENT
LOWwebsite/docs/getting-started/overview.md148 // Step 1: Prepare the dataCOMMENT
LOWwebsite/docs/getting-started/overview.md155 // Step 2: Call the AI agent for analysisCOMMENT
LOWwebsite/docs/getting-started/overview.md163 // Step 3: Process the AI's outputCOMMENT
LOWwebsite/docs/getting-started/quick-start.md254 // Step 1: Validate expense and check if approval neededCOMMENT
LOWwebsite/docs/getting-started/quick-start.md292 // Step 2: Process the final decisionCOMMENT
LOW…025-04-21-first-ai-agent-github-repo-analyzer/index.md25## Step 1: Create Your VoltAgent ProjectCOMMENT
LOW…025-04-21-first-ai-agent-github-repo-analyzer/index.md51## Step 2: Understanding the GoalCOMMENT
LOW…025-04-21-first-ai-agent-github-repo-analyzer/index.md62## Step 3: Setting Up the Tools (Conceptual)COMMENT
LOW…025-04-21-first-ai-agent-github-repo-analyzer/index.md73## Step 4: Defining the AgentsCOMMENT
LOW…025-04-21-first-ai-agent-github-repo-analyzer/index.md183## Step 5: Run Your Agent SystemCOMMENT
LOW…025-04-21-first-ai-agent-github-repo-analyzer/index.md223## Step 6: Interact with Your AgentCOMMENT
LOWwebsite/blog/2025-07-23-llm-testing/index.md307#### Step 1: Initial ProcessingCOMMENT
LOWwebsite/blog/2025-07-23-llm-testing/index.md319#### Step 2: Decision AnalysisCOMMENT
LOWwebsite/blog/2025-07-23-llm-testing/index.md331#### Step 3: Customer LookupCOMMENT
LOWwebsite/recipes/workflows.md41 // Step 1: Validate orderCOMMENT
LOWwebsite/recipes/workflows.md51 // Step 2: AI analysisCOMMENT
LOWwebsite/recipes/workflows.md57 // Step 3: Final decisionCOMMENT
LOWwebsite/recipes/ad-creator.md1052#### Step 1: Connect to VoltOpsCOMMENT
LOWwebsite/recipes/ad-creator.md1059#### Step 2: Generate an AdCOMMENT
88 more matches not shown…
Modern AI Meta-Vocabulary77 hits · 204 pts
SeverityFileLineSnippetContext
MEDIUMCHANGELOG.md2033- [#757](https://github.com/VoltAgent/voltagent/pull/757) [`a0509c4`](https://github.com/VoltAgent/voltagent/commit/a050CODE
MEDIUMCHANGELOG.md2033- [#757](https://github.com/VoltAgent/voltagent/pull/757) [`a0509c4`](https://github.com/VoltAgent/voltagent/commit/a050CODE
MEDIUMCHANGELOG.md2496- [#688](https://github.com/VoltAgent/voltagent/pull/688) [`5b9484f`](https://github.com/VoltAgent/voltagent/commit/5b94CODE
MEDIUMCHANGELOG.md2496- [#688](https://github.com/VoltAgent/voltagent/pull/688) [`5b9484f`](https://github.com/VoltAgent/voltagent/commit/5b94CODE
MEDIUMREADME.md41- **[Open-Source TypeScript Framework](#core-framework)** – Memory, RAG, Guardrails, Tools, MCP, Voice, Workflow, and moCODE
MEDIUMREADME.md60- **[Guardrails](https://voltagent.dev/docs/guardrails/overview/)**: Intercept and validate agent input or output at runCODE
MEDIUMREADME.md344### RAG (Knowledge Base)COMMENT
MEDIUMwebsite/evaluation-docs/offline-evaluations.md984### RAG EvaluationCOMMENT
MEDIUMwebsite/evaluation-docs/prebuilt-scorers.md213## RAG Scorers (LLM Required)COMMENT
MEDIUMwebsite/docs/agents/overview.md736### Retriever (RAG)COMMENT
MEDIUMwebsite/docs/rag/overview.md6# RAG: Give Your AI Agent a MemoryCOMMENT
MEDIUMwebsite/blog/2025-05-30-rag-vs-finetuning/index.md35## RAG: Retrieval-Augmented GenerationCOMMENT
MEDIUMwebsite/blog/2025-05-30-rag-vs-finetuning/index.md37### How Does RAG Work?COMMENT
MEDIUMwebsite/blog/2025-05-30-rag-vs-finetuning/index.md69### RAG's Super PowersCOMMENT
MEDIUMwebsite/blog/2025-05-30-rag-vs-finetuning/index.md79### RAG's Advanced CapabilitiesCOMMENT
MEDIUMwebsite/blog/2025-05-30-rag-vs-finetuning/index.md83### RAG's ChallengesCOMMENT
MEDIUMwebsite/blog/2025-05-30-rag-vs-finetuning/index.md165### Best Applications for RAGCOMMENT
MEDIUMwebsite/blog/2025-05-30-rag-vs-finetuning/index.md185### RAG Success StoriesCOMMENT
MEDIUMwebsite/blog/2025-05-30-rag-vs-finetuning/index.md213### Implementing RAGCOMMENT
MEDIUMwebsite/blog/2025-05-19-llm-orchestration/index.md181### Data Ingestion & Retrieval (RAG): Feed LLMs Your Own InformationCOMMENT
MEDIUMwebsite/blog/2025-05-19-llm-orchestration/index.md234VoltAgent is an open-source TypeScript framework specifically designed for building and orchestrating AI agents and LLM CODE
MEDIUMwebsite/blog/2025-08-07-llm-guardrails/index.md7image: https://cdn.voltagent.dev/2025-08-07-llm-guardrails/1.pngCODE
MEDIUMwebsite/blog/2025-08-07-llm-guardrails/index.md69![llm guardrails types](https://cdn.voltagent.dev/2025-08-07-llm-guardrails/1.png)CODE
MEDIUMwebsite/blog/2025-08-07-llm-guardrails/index.md256// The guardrails will block this harmful requestCOMMENT
MEDIUMwebsite/blog/2025-08-07-llm-guardrails/index.md496![llm guardrails feedback loops](https://cdn.voltagent.dev/2025-08-07-llm-guardrails/2.png)CODE
MEDIUMwebsite/blog/2025-04-23-multi-agent-llm/index.md16- [What Are Multi-Agent LLM Systems?](#what-are-multi-agent-llm-systems)CODE
MEDIUMwebsite/blog/2025-04-23-multi-agent-llm/index.md17- [Why I Started Using Multi-Agent Systems and Their Benefits](#why-i-started-using-multi-agent-systems-and-their-benefiCODE
MEDIUMwebsite/blog/2025-04-23-multi-agent-llm/index.md20- [How I Use VoltAgent for Multi-Agent Systems](#how-i-use-voltagent-for-multi-agent-systems)CODE
MEDIUMwebsite/blog/2025-10-21-ai-agent-examples/index.md115#### → [RAG Chatbot](https://github.com/VoltAgent/voltagent/tree/main/examples/with-rag-chatbot)COMMENT
MEDIUMwebsite/blog/2025-10-21-ai-agent-examples/index.md123### Vector Database & RAGCOMMENT
MEDIUMwebsite/blog/2025-10-21-ai-agent-examples/index.md327#### → [Output Guardrails](https://github.com/VoltAgent/voltagent/tree/main/examples/with-guardrails)COMMENT
MEDIUMwebsite/blog/2025-10-21-ai-agent-examples/index.md327#### → [Output Guardrails](https://github.com/VoltAgent/voltagent/tree/main/examples/with-guardrails)COMMENT
MEDIUMwebsite/blog/2025-05-16-multimodal-rag/index.md15## Let's Start from Scratch: What's This RAG Thing Anyway?COMMENT
MEDIUMwebsite/blog/2025-05-16-multimodal-rag/index.md43## Okay, But Is Text-Enough? What's With Old-School RAG?COMMENT
MEDIUMwebsite/blog/2025-05-16-multimodal-rag/index.md49## And Stage Left Enters: Multimodal RAGCOMMENT
MEDIUMwebsite/blog/2025-05-16-multimodal-rag/index.md81### Multimodal RAG ExplorerCOMMENT
MEDIUMwebsite/blog/2025-05-16-multimodal-rag/index.md85## Why Should I Care About Multimodal RAG?COMMENT
MEDIUMwebsite/blog/2025-05-16-multimodal-rag/index.md117## What Do We Need if We're Building a Multimodal RAG?COMMENT
MEDIUMwebsite/blog/2025-05-16-multimodal-rag/index.md127## Let's Get Practical: Step-by-Step, How Does Multimodal RAG Work?COMMENT
MEDIUMwebsite/blog/2025-10-20-guardrails/index.md6image: https://cdn.voltagent.dev/2025-10-20-guardrails/social.pngCODE
MEDIUMwebsite/blog/2025-10-20-guardrails/index.md36![guardrails](https://cdn.voltagent.dev/2025-10-20-guardrails/guardrails.png)CODE
MEDIUMwebsite/blog/2025-04-24-rag-chatbot/index.md39## What is RAG, and Why Use It?COMMENT
MEDIUMwebsite/blog/2025-04-24-rag-chatbot/index.md73## Let's Build a Simple RAG ChatbotCOMMENT
MEDIUMwebsite/recipes/calling-agents.md354- [with-guardrails](https://github.com/VoltAgent/voltagent/tree/main/examples/with-guardrails) - Programmatic usage withCODE
MEDIUMwebsite/recipes/guardrails.md30 // Input guardrails - block harmful promptsCOMMENT
MEDIUMwebsite/recipes/guardrails.md33 // Output guardrails - sanitize responsesCOMMENT
MEDIUMwebsite/recipes/guardrails.md56// Or specific guardrailsCOMMENT
MEDIUMwebsite/recipes/guardrails.md178See the complete example: [with-guardrails on GitHub](https://github.com/VoltAgent/voltagent/tree/main/examples/with-guaCODE
MEDIUMwebsite/static/llms.txt626## 12. RAG (Retrieval-Augmented Generation)COMMENT
MEDIUMwebsite/src/components/feature-showcase/mock-data.ts265 image: "https://cdn.voltagent.dev/website/feature-showcase/guardrails.png",CODE
MEDIUMexamples/with-voltops-retrieval/README.md45## VoltAgent: VoltOps Knowledge Base Retrieval (RAG)COMMENT
MEDIUMexamples/with-workflow/src/index.ts549// Concepts: Workflow-level guardrails, step-level guardrailsCOMMENT
MEDIUMexamples/with-workflow-chain/src/index.ts525// Concepts: Workflow-level guardrails, step-level guardrailsCOMMENT
MEDIUMpackages/core/CHANGELOG.md40- [#1347](https://github.com/VoltAgent/voltagent/pull/1347) [`e108ba7`](https://github.com/VoltAgent/voltagent/commit/e1CODE
MEDIUMpackages/core/CHANGELOG.md40- [#1347](https://github.com/VoltAgent/voltagent/pull/1347) [`e108ba7`](https://github.com/VoltAgent/voltagent/commit/e1CODE
MEDIUMpackages/core/CHANGELOG.md4103- [#757](https://github.com/VoltAgent/voltagent/pull/757) [`a0509c4`](https://github.com/VoltAgent/voltagent/commit/a050CODE
MEDIUMpackages/core/CHANGELOG.md4103- [#757](https://github.com/VoltAgent/voltagent/pull/757) [`a0509c4`](https://github.com/VoltAgent/voltagent/commit/a050CODE
MEDIUMpackages/core/CHANGELOG.md4566- [#688](https://github.com/VoltAgent/voltagent/pull/688) [`5b9484f`](https://github.com/VoltAgent/voltagent/commit/5b94CODE
MEDIUMpackages/core/CHANGELOG.md4566- [#688](https://github.com/VoltAgent/voltagent/pull/688) [`5b9484f`](https://github.com/VoltAgent/voltagent/commit/5b94CODE
MEDIUMpackages/core/README.md35- **[Open-Source TypeScript Framework](#core-framework)** – Memory, RAG, Guardrails, Tools, MCP, Voice, Workflow, and moCODE
17 more matches not shown…
Hyper-Verbose Identifiers181 hits · 181 pts
SeverityFileLineSnippetContext
LOW…recated-providers/google-ai/src/utils/schema_helper.ts225export function responseSchemaFromZodType(vertexai: boolean, zodSchema: z.ZodType): Schema {CODE
LOW…recated-providers/google-ai/src/utils/schema_helper.ts356function processListOfSchemasField(CODE
LOW…recated-providers/google-ai/src/utils/schema_helper.ts379function processDictOfSchemasField(CODE
LOW…recated-providers/google-ai/src/utils/schema_helper.ts491export function functionDeclarationFromZodFunction(CODE
LOWarchive/deprecated-providers/vercel-ai/src/utils.ts99export function createVoltagentErrorFromSdkError(CODE
LOWwebsite/docs/agents/resumable-streaming.md270export function getResumableStreamAdapter() {CODE
LOWwebsite/docs/agents/cancellation.md329async function processWithGracefulShutdown(agent: Agent, input: string) {CODE
LOWwebsite/blog/2025-08-07-llm-guardrails/index.md550 def _analyze_feedback_patterns(self):CODE
LOWwebsite/recipes/whatsapp-order.md762export async function handleWhatsAppVerification(c: Context) {CODE
LOWwebsite/examples/whatsapp-order.md762export async function handleWhatsAppVerification(c: Context) {CODE
LOW…omponents/blog-widgets/EvaluationMetricsComparison.tsx150export default function EvaluationMetricsComparison(): JSX.Element {CODE
LOW…omponents/blog-widgets/IntegrationScenarioSelector.tsx32export default function IntegrationScenarioSelector(): JSX.Element {CODE
LOW…omponents/blog-widgets/ObservabilityMaturityWidget.tsx146export default function ObservabilityMaturityWidget(): JSX.Element {CODE
LOW…components/blog-widgets/ModelPerformanceComparator.tsx93export default function ModelPerformanceComparator(): JSX.Element {CODE
LOW…/components/blog-widgets/VercelAiSdkFeatureMatcher.tsx50export default function VercelAiSdkFeatureMatcher(): JSX.Element {CODE
LOW…omponents/blog-widgets/EvaluationMethodRecommender.tsx62export default function EvaluationMethodRecommender(): JSX.Element {CODE
LOW…components/blog-widgets/CostOptimizationCalculator.tsx142export default function CostOptimizationCalculator(): JSX.Element {CODE
LOWwebsite/src/theme/Navbar/MobileSidebar/Layout/index.js4export default function NavbarMobileSidebarLayout({ header, primaryMenu, secondaryMenu }) {CODE
LOW…/src/theme/Navbar/MobileSidebar/SecondaryMenu/index.js19export default function NavbarMobileSidebarSecondaryMenu() {CODE
LOWwebsite/src/theme/Navbar/MobileSidebar/Header/index.js24export default function NavbarMobileSidebarHeader() {CODE
LOWwebsite/src/theme/DocSidebarItem/Category/index.tsx32function useAutoExpandActiveCategory({CODE
LOWwebsite/src/theme/DocSidebarItem/Category/index.tsx58function useCategoryHrefWithSSRFallback(item: Props["item"]): string | undefined {CODE
LOWwebsite/src/theme/BlogTagsPostsPage/index.js38function useBlogTagsPostsPageTitle(tag) {CODE
LOWwebsite/src/theme/BlogTagsPostsPage/index.js50function BlogTagsPostsPageMetadata({ tag }) {CODE
LOW…te/src/theme/BlogPostItem/Footer/ReadMoreLink/index.js16export default function BlogPostItemFooterReadMoreLink(props) {CODE
LOWwebsite/src/theme/BlogPostItem/Header/Authors/index.js7export default function BlogPostItemHeaderAuthors({ className }) {CODE
LOW…s/with-nextjs-resumable-stream/lib/resumable-stream.ts10export function getResumableStreamAdapter() {CODE
LOWexamples/with-offline-evals/src/experiments/scorers.ts75function createHelpfulnessJudgeScorer(judgeModel: AgentModelReference) {CODE
LOWexamples/with-offline-evals/src/experiments/scorers.ts119export function createSupportExperimentScorers({CODE
LOWexamples/with-whatsapp/README.md694export async function handleWhatsAppVerification(c: Context) {CODE
LOWexamples/with-whatsapp/src/webhooks/whatsapp.ts45export async function handleWhatsAppVerification(c: Context) {CODE
LOWscripts/archive-deprecated.js24async function archiveDeprecatedPackages() {CODE
LOWpackages/evals/src/voltops/dataset.ts73async function resolveDatasetIdentifiers(CODE
LOWpackages/evals/src/voltops/run.ts364function extractDatasetInfoFromItem(CODE
LOWpackages/evals/src/experiment/run-experiment.ts626function extractVoltOpsClientOptions(CODE
LOWpackages/evals/src/experiment/run-experiment.ts653function coerceVoltOpsDatasetClient(value: unknown): VoltOpsDatasetClient | undefined {CODE
LOWpackages/evals/src/experiment/dataset.ts234export function getExperimentDatasetRegistry(): ExperimentDatasetRegistry {CODE
LOWpackages/server-hono/src/routes/observability.ts29export function registerObservabilityRoutes(CODE
LOWpackages/core/src/memory/manager/memory-manager.spec.ts20function createMockOperationContext(): OperationContext {CODE
LOWpackages/core/src/triggers/catalog.ts122export function getVoltOpsTriggerDefinition(name: VoltOpsTriggerName): VoltOpsTriggerDefinition {CODE
LOWpackages/core/src/workspace/filesystem/utils.ts36export function formatContentWithLineNumbers(content: string | string[], startLine = 1): string {CODE
LOWpackages/core/src/utils/message-converter.ts52export async function convertResponseMessagesToUIMessages(CODE
LOWpackages/core/src/utils/message-converter.ts285function applyApprovalRequestToToolPart(toolPart: ToolUIPart, approvalId: string) {CODE
LOWpackages/core/src/utils/message-converter.ts297function applyApprovalResponseToToolPart(CODE
LOWpackages/core/src/utils/message-converter.ts318export function convertModelMessagesToUIMessages(messages: ModelMessage[]): UIMessage[] {CODE
LOWpackages/core/src/agent/middleware.ts126export function normalizeInputMiddlewareList(CODE
LOWpackages/core/src/agent/eval.ts125function createScorerSpanAttributes(CODE
LOWpackages/core/src/agent/eval.ts566async function resolveEvalScorersDefinition(CODE
LOWpackages/core/src/agent/eval.ts610function adaptScorerDefinitionForAgent(CODE
LOWpackages/core/src/agent/eval.ts786function normalizeMessageChainSource(source: unknown): StepWithContent[] {CODE
LOWpackages/core/src/agent/eval.ts872function normalizeConversationSteps(steps: unknown): StepWithContent[] {CODE
LOWpackages/core/src/agent/eval.ts947function extractToolCallsFromMessages(CODE
LOWpackages/core/src/agent/eval.ts976function extractToolResultsFromMessages(CODE
LOWpackages/core/src/agent/eval.ts1137function collectVoltAgentMetadataFromSources(CODE
LOWpackages/core/src/agent/eval.ts1159function collectDatasetMetadataFromSources(CODE
LOWpackages/core/src/agent/eval.ts1327function resolveThresholdFromMetadata(CODE
LOWpackages/core/src/agent/eval.ts1348function resolveThresholdPassedFromMetadata(CODE
LOWpackages/core/src/agent/eval.ts1369function extractDatasetMetadataFromCombinedMetadata(CODE
LOWpackages/core/src/agent/eval.ts1561function resolveEvalFeedbackClient(host: AgentEvalHost): VoltOpsClient | undefined {CODE
LOWpackages/core/src/agent/guardrail.ts164export function normalizeInputGuardrailList(CODE
121 more matches not shown…
Verbosity Indicators60 hits · 98 pts
SeverityFileLineSnippetContext
LOW…bsite/src/components/supervisor-agent/flow-version.tsx379 // Step 1: User to Supervisor (Request) + Memory connectionCOMMENT
LOW…bsite/src/components/supervisor-agent/flow-version.tsx388 // Step 2: Clear request connectionCOMMENT
LOW…bsite/src/components/supervisor-agent/flow-version.tsx393 // Step 3: Supervisor to Agent A (Request + Response)COMMENT
LOW…bsite/src/components/supervisor-agent/flow-version.tsx404 // Step 4: Supervisor to Agent B (Request + Response)COMMENT
LOW…bsite/src/components/supervisor-agent/flow-version.tsx415 // Step 5: Supervisor to Agent C (Request + Response)COMMENT
LOW…bsite/src/components/supervisor-agent/flow-version.tsx426 // Step 6: Supervisor thinking after all agent responsesCOMMENT
LOW…bsite/src/components/supervisor-agent/flow-version.tsx436 // Step 7: Final response back to UserCOMMENT
LOW…/components/supervisor-agent/workflow-code-example.tsx124 2000, // Step 1: User to SupervisorCODE
LOW…/components/supervisor-agent/workflow-code-example.tsx125 2000, // Step 2: Supervisor to Agent ACODE
LOW…/components/supervisor-agent/workflow-code-example.tsx126 2000, // Step 3: Agent A to SupervisorCODE
LOW…/components/supervisor-agent/workflow-code-example.tsx127 2000, // Step 4: Supervisor to Agent BCODE
LOW…/components/supervisor-agent/workflow-code-example.tsx128 2000, // Step 5: Agent B to SupervisorCODE
LOW…/components/supervisor-agent/workflow-code-example.tsx129 2000, // Step 6: Supervisor to Agent CCODE
LOW…/components/supervisor-agent/workflow-code-example.tsx130 2000, // Step 7: Agent C to SupervisorCODE
LOW…/components/supervisor-agent/workflow-code-example.tsx131 2000, // Step 8: Supervisor thinking (2s) + final beam to User (2s)CODE
LOWwebsite/src/components/rag/rag-animation.tsx72 2000, // Step 1: Input activationCODE
LOWwebsite/src/components/rag/rag-animation.tsx73 2500, // Step 2: Embed phase - Knowledge Base and Embedding ModelsCODE
LOWwebsite/src/components/rag/rag-animation.tsx74 2500, // Step 3: Retrieval phase - Embedding Models and Vector StoreCODE
LOWwebsite/src/components/rag/rag-animation.tsx75 2500, // Step 4: Retrieval to LLMCODE
LOWwebsite/src/components/rag/rag-animation.tsx76 2500, // Step 5: LLM to OutputCODE
LOWwebsite/src/components/rag/rag-animation.tsx77 2000, // Step 6: Final completion - all nodes flashCODE
LOW…bsite/src/components/usecase-supervisor-flow/index.tsx515 // Step 1: User -> SupervisorCOMMENT
LOW…bsite/src/components/usecase-supervisor-flow/index.tsx520 // Step 2: Supervisor -> All Agents simultaneouslyCOMMENT
LOW…bsite/src/components/usecase-supervisor-flow/index.tsx533 // Step 3: All Agents -> Tools (forward)COMMENT
LOW…bsite/src/components/usecase-supervisor-flow/index.tsx545 // Step 4: Return path - Tools -> middle agent -> SupervisorCOMMENT
LOW…bsite/src/components/usecase-supervisor-flow/index.tsx559 // Step 5: Supervisor -> User (final response)COMMENT
LOW…src/components/usecase-supervisor-flow/mobile-flow.tsx375 // Step 1: User -> Supervisor (right side of user to left side of supervisor)COMMENT
LOW…src/components/usecase-supervisor-flow/mobile-flow.tsx391 // Step 2: Supervisor -> Middle Agent (account) onlyCOMMENT
LOW…src/components/usecase-supervisor-flow/mobile-flow.tsx406 // Step 3: Account -> Tools midpoint (single path only)COMMENT
LOW…src/components/usecase-supervisor-flow/mobile-flow.tsx413 // Step 4: Tools -> Account -> Supervisor (return path)COMMENT
LOW…src/components/usecase-supervisor-flow/mobile-flow.tsx429 // Step 5: Supervisor -> User (final, left side of supervisor to right side of user)COMMENT
LOWexamples/with-workflow/src/index.ts268 // Step 1: Log start and prepare contentCOMMENT
LOWexamples/with-workflow/src/index.ts277 // Step 2: Basic text analysisCOMMENT
LOWexamples/with-workflow/src/index.ts59 // Step 1: Validate order and calculate totalsCOMMENT
LOWexamples/with-workflow/src/index.ts83 // Step 2: Use AI to analyze order for fraud riskCOMMENT
LOWexamples/with-workflow/src/index.ts103 // Step 3: Calculate discount for VIP customersCOMMENT
LOWexamples/with-workflow/src/index.ts130 // Step 4: Final decision based on validation and riskCOMMENT
LOWexamples/with-workflow/src/index.ts183 // Step 1: Validate expense and check if approval neededCOMMENT
LOWexamples/with-workflow/src/index.ts228 // Step 2: Process the final decisionCOMMENT
LOWexamples/with-workflow/src/index.ts294 // Step 3: AI-powered sentiment and keyword analysisCOMMENT
LOWexamples/with-workflow/src/index.ts316 // Step 4: Transform data using only inputSchemaCOMMENT
LOWexamples/with-workflow/src/index.ts340 // Step 5: Log metrics using inputSchemaCOMMENT
LOWexamples/with-mcp-server/src/index.ts127 // Step 1: Validate expense and check if approval neededCOMMENT
LOWexamples/with-mcp-server/src/index.ts172 // Step 2: Process the final decisionCOMMENT
LOWexamples/with-workflow-chain/src/index.ts254 // Step 1: Log start and prepare contentCOMMENT
LOWexamples/with-workflow-chain/src/index.ts263 // Step 2: Basic text analysisCOMMENT
LOWexamples/with-workflow-chain/src/index.ts49 // Step 1: Validate order and calculate totalsCOMMENT
LOWexamples/with-workflow-chain/src/index.ts73 // Step 2: Use AI to analyze order for fraud riskCOMMENT
LOWexamples/with-workflow-chain/src/index.ts93 // Step 3: Calculate discount for VIP customersCOMMENT
LOWexamples/with-workflow-chain/src/index.ts120 // Step 4: Final decision based on validation and riskCOMMENT
LOWexamples/with-workflow-chain/src/index.ts171 // Step 1: Validate expense and check if approval neededCOMMENT
LOWexamples/with-workflow-chain/src/index.ts216 // Step 2: Process the final decisionCOMMENT
LOWexamples/with-workflow-chain/src/index.ts280 // Step 3: AI-powered sentiment and keyword analysisCOMMENT
LOWexamples/with-workflow-chain/src/index.ts302 // Step 4: Transform data using only inputSchemaCOMMENT
LOWexamples/with-workflow-chain/src/index.ts326 // Step 5: Log metrics using inputSchemaCOMMENT
LOWpackages/cli/src/commands/login.ts52 // Step 1: Request device codeCOMMENT
LOWpackages/cli/src/commands/login.ts69 // Step 2: Open browserCOMMENT
LOWpackages/cli/src/commands/login.ts85 // Step 3: Poll for authorizationCOMMENT
LOWpackages/cli/src/commands/login.ts142 // Step 4: Get user profileCOMMENT
LOWpackages/cli/src/commands/login.ts160 // Step 5: Save tokenCOMMENT
Fake / Example Data49 hits · 52 pts
SeverityFileLineSnippetContext
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts239 name: "John Doe",CODE
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts296 name: "John Doe",CODE
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts394 name: "John Doe",CODE
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts457 name: "John Doe",CODE
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts487 text: '\n "name": "John Doe",',CODE
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts544 text: '{\n "name": "John Doe",\n "age": 30,\n "hobbies": ["reading", "gaming"]\n}',CODE
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts648 expect(accumulatedObject.name).toBe("John Doe");CODE
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts656 name: "John Doe",CODE
LOW…ve/deprecated-providers/anthropic-ai/src/index.spec.ts675 delta: { type: "text_delta", text: '"name": "John Doe",' },CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts280 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts293 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts309 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts325 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts363 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts377 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts391 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts411 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts425 { name: "John Doe" },CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts427 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts431 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts436 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts441 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts457 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts496 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts502 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts513 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts519 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts553 name: "John Doe",CODE
LOW…ve/deprecated-providers/vercel-ai/src/provider.spec.ts586 name: "John Doe",CODE
LOWwebsite/docs/workflows/suspend-resume.md214 email: "user@example.com",CODE
LOWwebsite/docs/workflows/overview.md724 "email": "user@example.com",CODE
LOWwebsite/docs/workflows/overview.md725 "name": "John Doe"CODE
LOWwebsite/docs/agents/context.md106context.set("user.name", "John Doe");CODE
LOWwebsite/docs/agents/context.md127 "name": "John Doe",CODE
LOWwebsite/docs/agents/context.md143 "user.name": "John Doe",CODE
LOWwebsite/docs/api/endpoints/agents.md628 "name": "John Doe",CODE
LOWwebsite/blog/2025-07-23-llm-testing/index.md343 "name": "John Doe",CODE
LOW…ith-workspace/workspace/skills/playwright-cli/SKILL.md38playwright-cli fill e5 "user@example.com"CODE
LOW…ith-workspace/workspace/skills/playwright-cli/SKILL.md214playwright-cli fill e1 "user@example.com"CODE
LOW…ce/skills/playwright-cli/references/test-generation.md21playwright-cli fill e1 "user@example.com"CODE
LOW…ce/skills/playwright-cli/references/test-generation.md23# await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com');COMMENT
LOW…ce/skills/playwright-cli/references/test-generation.md44 await page.getByRole("textbox", { name: "Email" }).fill("user@example.com");CODE
LOW…space/skills/playwright-cli/references/running-code.md214 await page.fill('input[name=email]', 'user@example.com');CODE
LOW…pace/skills/playwright-cli/references/storage-state.md238playwright-cli fill e1 "user@example.com"CODE
LOW…skills/playwright-cli/references/session-management.md17playwright-cli -s=auth fill e1 "user@example.com"CODE
LOWexamples/with-jwt-auth/src/index.ts106 email: "admin@example.com",CODE
LOWexamples/with-jwt-auth/src/index.ts114 email: "user@example.com",CODE
LOWpackages/core/src/voltops/template-engine.spec.ts32 const variables = { name: "John", company: "Acme Corp" };CODE
LOWpackages/core/src/voltops/template-engine.spec.ts40 const variables = { name: "John", company: "Acme Corp" };CODE
Slop Phrases9 hits · 25 pts
SeverityFileLineSnippetContext
LOWwebsite/src/pages/tutorial/memory.tsx586 Don't forget to handle memory errorsCODE
MEDIUMexamples/with-cloudflare-workers/src/tools/index.ts14 // This is a mock implementation for demonstration purposesCOMMENT
MEDIUMexamples/with-langfuse/src/tools/search.ts15 // This is a mock implementation for demonstration purposesCOMMENT
MEDIUMexamples/with-langfuse/src/tools/weather.ts15 // This is a mock implementation for demonstration purposesCOMMENT
MEDIUMexamples/with-auth/src/tools/weather.ts29 // This is a mock implementation for demonstration purposesCOMMENT
MEDIUMexamples/with-voltagent-exporter/src/tools/search.ts15 // This is a mock implementation for demonstration purposesCOMMENT
MEDIUMexamples/with-voltagent-exporter/src/tools/weather.ts15 // This is a mock implementation for demonstration purposesCOMMENT
MEDIUMexamples/with-tools/src/tools/search.ts29 // This is a mock implementation for demonstration purposesCOMMENT
MEDIUMexamples/with-tools/src/tools/weather.ts45 // This is a mock implementation for demonstration purposesCOMMENT
Over-Commented Block23 hits · 23 pts
SeverityFileLineSnippetContext
LOWCHANGELOG.md3241 // Before: Incorrect hierarchy and filteringCOMMENT
LOWCHANGELOG.md5141 ```typescriptCOMMENT
LOWCHANGELOG.md5161 // Tool calls were also JSON strings:COMMENT
LOWCHANGELOG.md12301 // What you got from memory:COMMENT
LOWCHANGELOG.md12321COMMENT
LOWCHANGELOG.md17941 // {COMMENT
LOW…ed-providers/google-ai/src/utils/schema_helper.spec.ts61 // {COMMENT
LOW…ed-providers/google-ai/src/utils/schema_helper.spec.ts81 // "message": "Expected object, received array"COMMENT
LOWwebsite/docs/rag/chunkers/json-chunker.md21const chunks = new JsonChunker().chunk(json, { maxTokens: 120 });COMMENT
LOWexamples/with-client-side-tools/next-env.d.ts1/// <reference types="next" />COMMENT
LOWexamples/with-vector-search/src/index.ts41// const userId = "user-vec-1";COMMENT
LOWexamples/with-vector-search/src/index.ts61// userId,COMMENT
LOWexamples/with-vector-search/src/index.ts81// console.log("\nTop vector hits:", results);COMMENT
LOWexamples/next-js-chatbot-starter-template/next-env.d.ts1/// <reference types="next" />COMMENT
LOWexamples/with-chat-sdk/next-env.d.ts1/// <reference types="next" />COMMENT
LOWpackages/core/CHANGELOG.md7241 // What you get from memory NOW:COMMENT
LOWpackages/core/CHANGELOG.md7541 await agent.generateText("Hello", { userContext });COMMENT
LOWpackages/core/src/registries/agent-registry.ts181 // /**COMMENT
LOWpackages/supabase/CHANGELOG.md701 // role: "user",COMMENT
LOWpackages/postgres/CHANGELOG.md681 console.log(messages[0]);COMMENT
LOWpackages/postgres/CHANGELOG.md701 ## After - You Get Parsed Objects AutomaticallyCOMMENT
LOWpackages/server-core/src/auth/defaults.ts121 "POST /workflows/:id/executions/:executionId/resume", // Resume executionCOMMENT
LOWpackages/server-elysia/src/app-factory.spec.ts281 );COMMENT
AI Slop Vocabulary6 hits · 17 pts
SeverityFileLineSnippetContext
MEDIUMwebsite/package-lock.json15645 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",CODE
MEDIUMwebsite/src/components/ZoomableMermaid.tsx23 // Use a more robust way to generate a unique ID or pass it as a prop if needed for SSRCOMMENT
MEDIUMwebsite/src/components/testimonials/Testimonials.tsx344 // Create mixed content for seamless scrollingCOMMENT
MEDIUMwebsite/src/components/testimonials/Testimonials.tsx388 // Minimal duplication - just one copy for seamless effectCOMMENT
MEDIUMwebsite/src/components/agents-detail/code-example.tsx5 // isVisible: boolean; // TODO: Prop 'isVisible' is declared but never used. Remove or utilize it.COMMENT
MEDIUMpackages/core/src/utils/serialization/index.ts56 // Attempt to stringify/parse to handle simple cases, could use a more robust methodCOMMENT
Decorative Section Separators3 hits · 14 pts
SeverityFileLineSnippetContext
MEDIUMwebsite/blog/2025-05-23-llm-agent-framework/index.md338# ══════════════════════════════════════════════════COMMENT
MEDIUMwebsite/blog/2025-05-23-llm-agent-framework/index.md340# ══════════════════════════════════════════════════COMMENT
MEDIUMwebsite/blog/2025-05-23-llm-agent-framework/index.md343# ══════════════════════════════════════════════════COMMENT
Cross-Language Confusion (JS/TS)1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHwebsite/src/components/docs-widgets/SessionExplorer.tsx21 print(f"Trace created: {trace.id}")`,CODE
TODO Padding3 hits · 4 pts
SeverityFileLineSnippetContext
LOWarchive/deprecated-providers/xsai/src/index.spec.ts250 // TODO: Add tests for onStepFinish callback handling within generateText if neededCOMMENT
LOWarchive/deprecated-providers/xsai/src/index.spec.ts282 // TODO: Add tests for onStepFinish and onFinish callback wrapping within streamTextCOMMENT
LOWpackages/core/src/index.spec.ts7 // TODO: Add tests to make sure our main exports are ALWAYS available, and that we don't break themCOMMENT