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vector store for @vivantel/rag-core (local and cloud)","maintainers":[{"name":"sergemso","email":"strebulaev@gmail.com"}],"readme":"# @vivantel/virage-store-qdrant\n\nQdrant vector store for [`@vivantel/virage-core`](../rag-core/README.md). Works with both local Qdrant instances and Qdrant Cloud (SaaS).\n\n→ [Monorepo docs: docs/packages/stores.md](../../docs/packages/stores.md)\n\n## Installation\n\n```bash\nnpm install @vivantel/virage-store-qdrant @vivantel/virage-core\n```\n\n## Quick start (JSON config)\n\n```json\n{\n  \"vectorStore\": {\n    \"package\": \"@vivantel/virage-store-qdrant\",\n    \"config\": {\n      \"url\": \"${QDRANT_URL}\",\n      \"apiKey\": \"${QDRANT_API_KEY}\"\n    }\n  }\n}\n```\n\nFor a local instance (no API key required):\n\n```json\n{\n  \"vectorStore\": {\n    \"package\": \"@vivantel/virage-store-qdrant\",\n    \"config\": {\n      \"url\": \"http://localhost:6333\"\n    }\n  }\n}\n```\n\n## Configuration\n\n| Option       | Type     | Default       | Description                            |\n| ------------ | -------- | ------------- | -------------------------------------- |\n| `url`        | `string` | **required**  | Qdrant instance URL                    |\n| `apiKey`     | `string` | `undefined`   | API key for Qdrant Cloud               |\n| `collection` | `string` | `\"documents\"` | Collection name                        |\n| `dimensions` | `number` | `1536`        | Vector size — must match your embedder |\n\n## TypeScript usage\n\n```typescript\nimport { QdrantVectorStore } from \"@vivantel/virage-store-qdrant\";\n\nconst store = new QdrantVectorStore({\n  url: process.env.QDRANT_URL!,\n  apiKey: process.env.QDRANT_API_KEY,\n  collection: \"my-docs\",\n  dimensions: 1536,\n});\n```\n\n## Observability (ROADMAP v2)\n\n### Index stats (`virage store stats`)\n\n```typescript\nconst stats = await store.getIndexStats();\n// {\n//   totalVectors: 12500,\n//   indexType: \"hnsw\",\n//   annRecallAt10: 0.96,\n//   indexAgeHours: 0,\n//   deadTupleFraction: 0,\n//   suggestions: [\"Collection looks healthy\"]\n// }\n```\n\n### Query performance (`virage store perf --timeframe 24`)\n\n```typescript\nconst perf = await store.getQueryPerfReport(24);\n// {\n//   timeframeHours: 24,\n//   p50LatencyMs: 3.2,\n//   p95LatencyMs: 8.7,\n//   p99LatencyMs: 14.1,\n//   slowQueryCount: 0,\n//   suggestedIndexes: [\"Query performance looks healthy.\"]\n// }\n```\n\nQuery performance metrics require Qdrant's `/metrics` endpoint to be reachable. Metrics are returned as `-1` if telemetry is not available.\n\n## Running Qdrant locally\n\n```bash\ndocker run -p 6333:6333 qdrant/qdrant\n```\n","readmeFilename":"README.md"}