voyageai-cli
Version:
CLI for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search
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JSON
{
"$schema": "https://vai.dev/schemas/workflow-v1.json",
"name": "Code Review Assistant",
"description": "Index a codebase, find similar patterns, and surface related code for review. Paste a code snippet and get context from across the project — similar implementations, related functions, and architectural patterns.",
"version": "1.0.0",
"branding": {
"icon": "code",
"color": "#06B6D4"
},
"inputs": {
"source": {
"type": "string",
"description": "Local directory path or GitHub repo URL to analyze",
"required": true
},
"code": {
"type": "string",
"description": "Code snippet to review — finds similar patterns and related implementations",
"required": true
},
"question": {
"type": "string",
"description": "Optional question about the code (e.g., 'are there any other retry implementations?')",
"default": ""
},
"language": {
"type": "string",
"description": "Filter results to a specific language (e.g., 'js', 'py', 'go')"
},
"limit": {
"type": "number",
"description": "Maximum results per search step",
"default": 5
}
},
"defaults": {
"db": "vai_code_search"
},
"steps": [
{
"id": "check_index",
"name": "Check if codebase is already indexed",
"tool": "code_status",
"inputs": {
"db": "{{ defaults.db }}"
}
},
{
"id": "index_codebase",
"name": "Index codebase (skip if already indexed and fresh)",
"tool": "code_index",
"inputs": {
"source": "{{ inputs.source }}",
"db": "{{ defaults.db }}",
"refresh": true
},
"condition": "{{ !check_index.output || check_index.output.totalChunks === 0 }}"
},
{
"id": "find_similar",
"name": "Find similar code patterns across the codebase",
"tool": "code_find_similar",
"inputs": {
"code": "{{ inputs.code }}",
"db": "{{ defaults.db }}",
"collection": "{{ index_codebase.output.collection || check_index.output.collection }}",
"limit": "{{ inputs.limit }}",
"language": "{{ inputs.language }}",
"threshold": 0.4
}
},
{
"id": "contextual_search",
"name": "Search for related architectural context",
"tool": "code_search",
"inputs": {
"query": "{{ inputs.question || 'functions and modules related to: ' + inputs.code }}",
"db": "{{ defaults.db }}",
"collection": "{{ index_codebase.output.collection || check_index.output.collection }}",
"limit": "{{ inputs.limit }}",
"language": "{{ inputs.language }}",
"rerank": true
}
},
{
"id": "deep_query",
"name": "Answer specific question about the code",
"tool": "code_query",
"inputs": {
"query": "{{ inputs.question }}",
"db": "{{ defaults.db }}",
"collection": "{{ index_codebase.output.collection || check_index.output.collection }}",
"limit": 3,
"language": "{{ inputs.language }}"
},
"condition": "{{ inputs.question && inputs.question.length > 0 }}"
}
],
"output": {
"similarPatterns": "{{ find_similar.output.results }}",
"similarCount": "{{ find_similar.output.metadata.resultCount }}",
"relatedCode": "{{ contextual_search.output.results }}",
"relatedCount": "{{ contextual_search.output.metadata.resultCount }}",
"answer": "{{ deep_query.output.results }}",
"indexStatus": {
"totalFiles": "{{ check_index.output.uniqueFiles || index_codebase.output.filesIndexed }}",
"totalChunks": "{{ check_index.output.totalChunks || index_codebase.output.chunksCreated }}"
}
}
}