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Red Sift Design System — RAG Server\n\n[![npm](https://img.shields.io/npm/v/@redsift/ds-rag-server.svg)](https://www.npmjs.com/package/@redsift/ds-rag-server)\n\nAn offline HTTP **R**etrieval-**A**ugmented **G**eneration server for the Red Sift Design System. Returns ranked, scored documentation chunks (components, props, patterns, demos, tokens) for any LLM, agent, or chatbot to consume.\n\n> **Looking for IDE coding agents instead?** See [@redsift/ds-mcp-server](https://www.npmjs.com/package/@redsift/ds-mcp-server) — same data, but exposed over MCP/stdio for Copilot, Claude Code, Cursor, Windsurf. The two packages are siblings and intentionally complement each other. See [Comparison](https://design-system.redsift.io/introduction/rag-server#mcp-vs-rag).\n\n## Quick Start\n\n```bash\nnpx @redsift/ds-rag-server\n# → http://127.0.0.1:7345\n```\n\nIn another terminal:\n\n```bash\ncurl -X POST http://127.0.0.1:7345/retrieve \\\n  -H 'content-type: application/json' \\\n  -d '{\"query\":\"data table with sorting\"}'\n```\n\nYou get back a ranked list of chunks (DataGrid will be in the top 3) with text, source metadata, and fused scores. Stuff them into a prompt for any LLM and you have a working RAG pipeline in ~10 lines of code.\n\n## Why This Exists\n\nThe Red Sift Design System publishes two AI-facing channels:\n\n- **MCP server** (`@redsift/ds-mcp-server`) — speaks the Model Context Protocol over stdio. Built for **IDE coding agents** that need precise, structured tool calls (`get_component_props`, `search_components`).\n- **RAG server** (this package) — speaks plain HTTP/JSON. Built for **everything else**: docs search boxes, Slack/web chatbots, internal support tools, custom agentic pipelines (LangGraph, Vercel AI SDK).\n\nUse **MCP** when you want an IDE agent to generate correct component code. Use **RAG** when you want to answer fuzzy conceptual questions (\"how do I show that something is loading?\") in a chat surface.\n\n## Install Options\n\n### Public npm (recommended)\n\nNo `.npmrc`, no auth, no PAT:\n\n```bash\nnpx @redsift/ds-rag-server\n```\n\n### GitHub Packages (internal)\n\nSame versions, requires a GitHub Personal Access Token with `read:packages`:\n\n```\n@redsift:registry=https://npm.pkg.github.com\n//npm.pkg.github.com/:_authToken=${GITHUB_PAT}\n```\n\n## CLI\n\n```\nnpx @redsift/ds-rag-server [options]\n\nOptions:\n  --port <port>      HTTP port (default 7345)\n  --host <host>      bind host (default 127.0.0.1)\n  --data-dir <path>  index/model directory (default: bundled data/)\n  -h, --help         show help\n  -v, --version      print version\n```\n\n## HTTP API\n\n### `POST /retrieve`\n\nRun hybrid retrieval (dense + BM25, RRF-fused) over the bundled corpus.\n\n**Request body:**\n\n```json\n{\n  \"query\": \"data table with sorting\",\n  \"k\": 8,\n  \"filters\": {\n    \"kind\": [\"componentOverview\", \"componentProps\"],\n    \"package\": \"@redsift/table\",\n    \"componentName\": \"DataGrid\"\n  }\n}\n```\n\n| Field                   | Type                                                                                               | Default | Notes                                |\n| ----------------------- | -------------------------------------------------------------------------------------------------- | ------- | ------------------------------------ |\n| `query`                 | string                                                                                             | —       | required, non-empty                  |\n| `k`                     | integer 1–50                                                                                       | 8       | number of results to return          |\n| `filters.kind`          | `\"componentOverview\" \\| \"componentProps\" \\| \"pattern\" \\| \"demo\" \\| \"token\" \\| \"freeText\"` or array | —       | restrict by chunk kind               |\n| `filters.package`       | string or string array                                                                             | —       | restrict by `metadata.package`       |\n| `filters.componentName` | string or string array                                                                             | —       | restrict by `metadata.componentName` |\n\n**Response:**\n\n```json\n{\n  \"query\": \"data table with sorting\",\n  \"count\": 8,\n  \"results\": [\n    {\n      \"chunk\": {\n        \"id\": \"componentOverview:components.json#@redsift/table/DataGrid\",\n        \"kind\": \"componentOverview\",\n        \"title\": \"DataGrid (@redsift/table)\",\n        \"text\": \"# DataGrid\\n\\nA data grid …\",\n        \"source\": { \"path\": \"components.json\", \"anchor\": \"@redsift/table/DataGrid\" },\n        \"metadata\": { \"package\": \"@redsift/table\", \"componentName\": \"DataGrid\" }\n      },\n      \"score\": 0.0476\n    }\n  ]\n}\n```\n\n### `GET /healthz`\n\n```json\n{\n  \"status\": \"ok\",\n  \"model\": \"Xenova/all-MiniLM-L6-v2\",\n  \"dim\": 384,\n  \"chunkCount\": 1234,\n  \"indexedAt\": \"2026-05-06T10:03:18.593Z\"\n}\n```\n\n### `GET /chunks/:id`\n\nReturns a single chunk by id, or 404.\n\n### `POST /embed` (opt-in)\n\nReturns a 384-dim embedding for an arbitrary string. Disabled by default; set `ALLOW_EMBED=1` to expose.\n\n## `Chunk` Schema\n\n```ts\ntype ChunkKind = 'componentOverview' | 'componentProps' | 'pattern' | 'demo' | 'token' | 'freeText';\n\ninterface Chunk {\n  id: string;\n  kind: ChunkKind;\n  title: string;\n  text: string;\n  source: { path: string; anchor?: string };\n  metadata: { package?: string; componentName?: string; tokenCategory?: string };\n}\n```\n\n## Environment Variables\n\n| Variable      | Default         | Notes                                    |\n| ------------- | --------------- | ---------------------------------------- |\n| `PORT`        | `7345`          | overridden by `--port`                   |\n| `HOST`        | `127.0.0.1`     | overridden by `--host`                   |\n| `DATA_DIR`    | bundled `data/` | overridden by `--data-dir`               |\n| `CORS_ORIGIN` | unset (off)     | comma-separated origins or `*` to opt-in |\n| `ALLOW_EMBED` | unset           | set to `1` to expose `POST /embed`       |\n\n## Integration Recipes\n\nThree copy-pasteable patterns under [`docs/integrations/`](./docs/integrations):\n\n- [Plain fetch / single-shot RAG](./docs/integrations/plain-fetch.md) — one `/retrieve`, stuff into prompt, call any LLM.\n- [Vercel AI SDK tool](./docs/integrations/vercel-ai-sdk.md) — wrap `/retrieve` as a `tool({ execute })`.\n- [LangGraph agentic RAG](./docs/integrations/langchain-langgraph.md) — copy-pasteable LangGraph snippet with grading + query rewriting.\n\n## How It Works\n\n1. **Corpus** — components, patterns, demos, tokens, and an `llms-full.txt` fallback are extracted from the design system at publish time and bundled into `data/source/` inside the package.\n2. **Chunking** — deterministic (re-runs over the same source produce identical ids).\n3. **Dense index** — every chunk is embedded with the bundled `Xenova/all-MiniLM-L6-v2` ONNX model (384-dim, ~25 MB, MIT). Vectors are L2-normalised so cosine similarity = dot product. Stored as a flat `Float32Array` in `data/index.bin`.\n4. **Keyword index** — a [MiniSearch](https://lucaong.github.io/minisearch/) BM25 index over `{ title, text, componentName, package }` in `data/keyword.json`.\n5. **Retrieval** — at query time, embed once, take top-30 dense and top-30 keyword, fuse via Reciprocal Rank Fusion (RRF, `k=60`), apply filters, return top-`k`.\n6. **Offline** — `env.allowRemoteModels = false`. The package is a sealed offline artefact: no HuggingFace fetch, no API key, no network at runtime.\n\nThe published tarball is ~40 MB (model + index + source corpus). Built and verified by the `publish-rag` workflow with provenance attestations.\n\n## Local Development\n\n```bash\nyarn rag:bundle  # build data/source/, index.bin, keyword.json, manifest.json, model/\nyarn rag:dev     # start the server with tsx (no build step)\nyarn rag:build   # tsc → dist/\nyarn rag:start   # node dist/index.js\n```\n\n## Security Model\n\nThe server is designed to be a **localhost-or-private-network process**. There is no built-in authentication, rate limiting, or multi-tenant isolation. If you expose it externally, put a reverse proxy with auth in front of it. CORS is off by default; set `CORS_ORIGIN` to opt in.\n\n## License\n\nMIT.\n","readmeFilename":"README.md"}