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Chore: Update README.md
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README.md

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@@ -25,14 +25,14 @@ CodeGraph now writes Ollama/LM Studio embeddings directly into SurrealDB’s ded
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```bash
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export CODEGRAPH_EMBEDDING_PROVIDER=ollama
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export CODEGRAPH_EMBEDDING_MODEL=qwen3-embedding:0.6b # or all-mini-llm, qwen3-embedding:4b, etc.
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export CODEGRAPH_EMBEDDING_DIMENSION=1024 # 384, 1024, 2048, or 4096
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export CODEGRAPH_EMBEDDING_MODEL=qwen3-embedding:0.6b # or all-mini-llm, qwen3-embedding:4b, embeddinggemma etc.
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export CODEGRAPH_EMBEDDING_DIMENSION=1024 # 384, 768, 1024, 2048, or 4096
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# Optional local reranking (LM Studio exposes an OpenAI-compatible reranker endpoint)
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export CODEGRAPH_RERANKING_PROVIDER=lmstudio
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```
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We automatically route embeddings to `embedding_384`, `embedding_1024`, `embedding_2048`, or `embedding_4096` and keep reranking disabled unless a provider is configured. No FAISS/RocksDB plumbing is needed for MCP anymore.
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We automatically route embeddings to `embedding_384`, `embedding_768`, `embedding_1024`, `embedding_2048`, or `embedding_4096` and keep reranking disabled unless a provider is configured. No FAISS/RocksDB plumbing is needed for MCP anymore.
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@@ -752,7 +752,7 @@ CodeGraph uses feature flags to enable only the components you need. Build with
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| Feature | Provider | Models/Notes |
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|---------|----------|--------------|
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| `embeddings-local` | ONNX Runtime | Local CPU/GPU embeddings (all-MiniLM-L6-v2, etc.) |
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| `embeddings-ollama` | Ollama | Local embeddings (qwen3-embedding, all-mini-llm, etc.) |
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| `embeddings-ollama` | Ollama | Local embeddings (qwen3-embedding, all-mini-llm, embeddinggemma etc.) |
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| `embeddings-openai` | OpenAI | Cloud embeddings (text-embedding-3-large/small) |
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| `embeddings-jina` | Jina AI | Cloud embeddings (jina-embeddings-v4) + reranking |
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