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voyageai-cli

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CLI for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search

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{ "$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 }}" } } }