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Merged
nicoloboschi merged 2 commits into from
Apr 30, 2026
Merged

docs(models): document litellm-sdk embeddings provider #1336

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docs(models): document litellm-sdk embeddings provider
r266-tech Apr 29, 2026
92ba468
docs(models): mirror litellm-sdk embeddings provider in sidecar
r266-tech Apr 29, 2026
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7 changes: 7 additions & 0 deletions hindsight-docs/docs/developer/models.mdx
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Original file line number Diff line number Diff line change
Expand Up @@ -377,6 +377,7 @@ Converts text into dense vector representations for semantic similarity search.
| `google` | Google embeddings (Gemini API or Vertex AI) | Production, multilingual, high quality |
| `tei` | HuggingFace Text Embeddings Inference | Production, self-hosted |
| `litellm` | LiteLLM proxy (unified gateway) | Multi-provider setups |
| `litellm-sdk` | LiteLLM SDK (direct API, no proxy) | Multi-provider, simpler setup |

### Local Models

Expand Down Expand Up @@ -447,6 +448,11 @@ export HINDSIGHT_API_EMBEDDINGS_TEI_URL=http://localhost:8080
export HINDSIGHT_API_EMBEDDINGS_PROVIDER=litellm
export HINDSIGHT_API_LITELLM_API_BASE=http://localhost:4000
export HINDSIGHT_API_EMBEDDINGS_LITELLM_MODEL=text-embedding-3-small

# LiteLLM SDK (direct, no proxy)
export HINDSIGHT_API_EMBEDDINGS_PROVIDER=litellm-sdk
export HINDSIGHT_API_EMBEDDINGS_LITELLM_SDK_API_KEY=sk-xxxxxxxxxxxx
export HINDSIGHT_API_EMBEDDINGS_LITELLM_SDK_MODEL=openai/text-embedding-3-small
```

See [Configuration](./configuration#embeddings) for all options including Azure OpenAI and custom endpoints.
Expand Down Expand Up @@ -566,3 +572,4 @@ export HINDSIGHT_API_RERANKER_PROVIDER=rrf
```

See [Configuration](./configuration#reranker) for all options including Azure-hosted endpoints and batch settings.

7 changes: 7 additions & 0 deletions skills/hindsight-docs/references/developer/models.md
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Original file line number Diff line number Diff line change
Expand Up @@ -399,6 +399,7 @@ Converts text into dense vector representations for semantic similarity search.
| `google` | Google embeddings (Gemini API or Vertex AI) | Production, multilingual, high quality |
| `tei` | HuggingFace Text Embeddings Inference | Production, self-hosted |
| `litellm` | LiteLLM proxy (unified gateway) | Multi-provider setups |
| `litellm-sdk` | LiteLLM SDK (direct API, no proxy) | Multi-provider, simpler setup |

### Local Models

Expand Down Expand Up @@ -468,6 +469,11 @@ export HINDSIGHT_API_EMBEDDINGS_TEI_URL=http://localhost:8080
export HINDSIGHT_API_EMBEDDINGS_PROVIDER=litellm
export HINDSIGHT_API_LITELLM_API_BASE=http://localhost:4000
export HINDSIGHT_API_EMBEDDINGS_LITELLM_MODEL=text-embedding-3-small

# LiteLLM SDK (direct, no proxy)
export HINDSIGHT_API_EMBEDDINGS_PROVIDER=litellm-sdk
export HINDSIGHT_API_EMBEDDINGS_LITELLM_SDK_API_KEY=sk-xxxxxxxxxxxx
export HINDSIGHT_API_EMBEDDINGS_LITELLM_SDK_MODEL=openai/text-embedding-3-small
```

See [Configuration](./configuration#embeddings) for all options including Azure OpenAI and custom endpoints.
Expand Down Expand Up @@ -587,3 +593,4 @@ export HINDSIGHT_API_RERANKER_PROVIDER=rrf
```

See [Configuration](./configuration#reranker) for all options including Azure-hosted endpoints and batch settings.

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