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With Ukraine](https://raw.githubusercontent.com/vshymanskyy/StandWithUkraine/main/badges/StandWithUkraine.svg)](https://stand-with-ukraine.pp.ua) [![License: LGPL v3](https://img.shields.io/badge/License-LGPL_v3-blue.svg)](https://www.gnu.org/lic","maintainers":[{"name":"fr0ster","email":"oleksij.kyslytsja@gmail.com"}],"readme":"# @mcp-abap-adt/llm-agent-rag\n\n[![Stand With Ukraine](https://raw.githubusercontent.com/vshymanskyy/StandWithUkraine/main/badges/StandWithUkraine.svg)](https://stand-with-ukraine.pp.ua)\n[![License: LGPL v3](https://img.shields.io/badge/License-LGPL_v3-blue.svg)](https://www.gnu.org/licenses/lgpl-3.0)\n\nRAG and embedder composition for the SmartAgent runtime.\n\n## Exports\n\n- `makeRag(cfg: RagResolution, options?: RagResolutionOptions): Promise<IRag>` — async,\n  dynamic-imports the configured backend, typed per target (`type` discriminates the union).\n  `cfg.embedder` is an `IRetrievalEmbedder` (`@mcp-abap-adt/llm-agent`): the store writes with\n  its `embedDocument` and embeds its own search text with its `embedQuery`. Build it over an\n  embedder that is already composed — `symmetricEmbedder(resolveEmbedder(...))`, or\n  `asymmetricEmbedder({ document, query })` for a model that embeds the two differently.\n- `resolveEmbedder(cfg: EmbedderResolution, options?: EmbedderResolutionOptions): IEmbedder` —\n  synchronous, requires prior `prefetchEmbedderFactories(...)`; discriminated by `provider`.\n- `composeEmbedder(embedder, options?)` — wraps an embedder a consumer already holds with the same\n  chunking/retry/resilience `resolveEmbedder` composes for a built-in one.\n- `prefetchEmbedderFactories(names): Promise<void>`, `prefetchRagFactories(names): Promise<void>` —\n  warm-up helpers; each caches the named backends' dynamic imports for later synchronous use.\n- `ragBackendNames` — the list of store type names `makeRag` recognises.\n- Types: `RagResolution`, `RagResolutionOptions`, `EmbedderResolution`, `EmbedderResolutionOptions`.\n\nA leftover `apiKey`/`user`/`password` from an untyped source (a loaded YAML object) is refused at\nresolution, naming the target — these functions carry no secret of their own.\n\n## Two patterns\n\n### Common case (one-shot async resolution)\n\n```ts\nimport { composeEmbedder, makeRag } from '@mcp-abap-adt/llm-agent-rag';\nimport { symmetricEmbedder } from '@mcp-abap-adt/llm-agent';\nconst rag = await makeRag({\n  type: 'in-memory',\n  // chunking + retry on your instance, then its two roles\n  embedder: symmetricEmbedder(composeEmbedder(yourEmbedder)),\n});\n```\n\n### Hot-path consumers (prefetch once, then resolve)\n\n```ts\nimport { prefetchRagFactories, makeRag } from '@mcp-abap-adt/llm-agent-rag';\n\n// At startup:\nawait prefetchRagFactories(['qdrant']);\n\n// Inside a hot loop — the ES loader caches, so this call costs nothing further\n// (`embedder` is the IRetrievalEmbedder built once, as above):\nconst rag = await makeRag({ type: 'qdrant', embedder, collectionName, url });\n```\n\n## Optional peer dependencies\n\nInstall only the backends you use:\n\n| Backend | Package |\n|---|---|\n| OpenAI embeddings | `@mcp-abap-adt/openai-embedder` |\n| Ollama embeddings | `@mcp-abap-adt/ollama-embedder` |\n| SAP AI Core embeddings | `@mcp-abap-adt/sap-aicore-embedder` |\n| Qdrant vector store | `@mcp-abap-adt/qdrant-rag` |\n| HANA vector store | `@mcp-abap-adt/hana-vector-rag` |\n| Postgres+pgvector | `@mcp-abap-adt/pg-vector-rag` |\n\nMissing backends throw `MissingProviderError` (from `@mcp-abap-adt/llm-agent`) at first use.\n\nSee `docs/ARCHITECTURE.md` for the full SmartAgent package layout.\n\n## License\n\n**GNU Lesser General Public License v3.0 only** (`LGPL-3.0-only`) — see\n[`LICENSE`](LICENSE) (LGPL) and [`GPL-3.0.txt`](GPL-3.0.txt) (the GPL it layers\npermissions onto; both are required, the LGPL is not standalone).\n\nCopyright © 2025–2026 Oleksii Kyslytsia\n\nImporting this package, or running it behind an HTTP endpoint, does not place\nyour program under the LGPL — the licence asks that modifications *to this\nlibrary* stay free and that your users can substitute their own build.\nVersions up to and including v20.9.5 were MIT and stay MIT; the change is not\nretroactive. Full detail, including what to do if you redistribute:\n[docs/LICENSING.md](https://github.com/fr0ster/llm-agent/blob/main/docs/LICENSING.md).\n","readmeFilename":"README.md"}