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knowledge adapter for ObjectStack — production-grade RAG via the Apache 2.0 RAGFlow REST API.","maintainers":[{"name":"steedos-zhuangjianguo","email":"zhuangjianguo@steedos.com"}],"readme":"# @objectstack/knowledge-ragflow\n\n[RAGFlow](https://github.com/infiniflow/ragflow) `IKnowledgeAdapter` for ObjectStack.\n\nBridges the [Knowledge Protocol](https://objectstack.ai/docs/protocol/knowledge) to a RAGFlow deployment via its HTTP API. RAGFlow handles chunking (DeepDoc), embedding, hybrid retrieval, and reranking; ObjectStack handles metadata-native sources and permission-aware filtering on top of the returned hits.\n\n## Why RAGFlow?\n\n- **Apache 2.0** — no vendor lock-in.\n- **Language-agnostic HTTP API** — we don't have to track a Python or Node SDK release cadence.\n- **Best-in-class default accuracy** on mixed PDF / table / scanned content (DeepDoc OCR + layout).\n- **Doesn't overlap our stack** — no built-in agent/flow runner competing with ours.\n\n## Setup\n\n```ts\nimport { ObjectKernel } from '@objectstack/core';\nimport { KnowledgeServicePlugin } from '@objectstack/service-knowledge';\nimport { KnowledgeRagflowPlugin } from '@objectstack/knowledge-ragflow';\n\nconst kernel = new ObjectKernel();\nkernel.use(new KnowledgeServicePlugin({\n  sources: [{\n    id: 'product_docs',\n    label: 'Product documentation',\n    adapter: 'ragflow',\n    source: { kind: 'http', urls: ['https://docs.example.com/sitemap.xml'] },\n    adapterConfig: { datasetId: 'rgf_doc_dataset_id' }, // RAGFlow dataset to bind\n  }],\n}));\nkernel.use(new KnowledgeRagflowPlugin({\n  endpoint: process.env.RAGFLOW_ENDPOINT!,    // e.g. http://localhost:9380\n  apiKey: process.env.RAGFLOW_API_KEY!,\n}));\n```\n\n## Source binding\n\nEach `KnowledgeSource` must include `adapterConfig.datasetId` pointing to a pre-created RAGFlow dataset. `adapterConfig` is the key `KnowledgeSourceSchema` declares for adapter-specific configuration; a source that spells it anything else loses it on any parsing path, and the adapter refuses it by name. The adapter doesn't create datasets — operators do that once in the RAGFlow UI, where they pick the chunking method, embedding model, and rerank policy.\n\n## What the adapter does\n\n| Call | RAGFlow endpoint |\n|------|------------------|\n| `upsert(docs)` | `POST /api/v1/datasets/:id/chunks` (one chunk-set per doc, keyed by doc id) |\n| `search(query)` | `POST /api/v1/retrieval` (cross-dataset) |\n| `delete(ids)` | `DELETE /api/v1/datasets/:id/chunks` |\n| `healthCheck()` | `GET /api/v1/datasets` (auth probe) |\n\nPermission filtering happens in `KnowledgeService` after `search()` returns — it re-checks each hit's `sourceRecordId` via ObjectQL.\n\n## License\n\nApache-2.0. See [LICENSING.md](../../../LICENSING.md).\n","readmeFilename":"README.md"}