Enhance embedding functionality with LiteLLM support#32
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howethomas merged 5 commits intomainfrom Apr 14, 2026
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pavanputhra
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Feb 25, 2026
pavanputhra
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- Updated environment variables in .env.example to include LiteLLM proxy settings.
- Modified embed-vcons.ts to support LiteLLM as an embedding provider, updating the provider detection logic and embedding functions.
- Adjusted test-semantic-search.ts to allow embedding generation via LiteLLM or OpenAI.
- Updated Supabase functions to prioritize LiteLLM for embeddings, ensuring proper error handling and API integration.
- Enhanced sync-to-s3 function to include LiteLLM in the provider priority logic.
- Updated environment variables in .env.example to include LiteLLM proxy settings. - Modified embed-vcons.ts to support LiteLLM as an embedding provider, updating the provider detection logic and embedding functions. - Adjusted test-semantic-search.ts to allow embedding generation via LiteLLM or OpenAI. - Updated Supabase functions to prioritize LiteLLM for embeddings, ensuring proper error handling and API integration. - Enhanced sync-to-s3 function to include LiteLLM in the provider priority logic.
- Introduced a new shared module for embedding functions, consolidating logic for LiteLLM, OpenAI, Azure OpenAI, and Hugging Face. - Updated embed-vcons.ts to utilize the shared embedding functions, improving code maintainability and reducing duplication. - Modified Supabase functions to call shared embedding utilities, ensuring consistent handling of API keys and options. - Removed redundant embedding logic from Supabase functions, streamlining the codebase.
… search embedding generation - Replace ConsoleSpanExporter/ConsoleMetricExporter with NullSpanExporter/ NullMetricExporter to prevent OTEL trace data from polluting MCP stdio - Gate DiagConsoleLogger behind OTEL_EXPORTER_TYPE=otlp check - Fix pino-pretty destination: move to transport options so worker thread writes to stderr (fd 2) instead of stdout - Fix ROUND(double precision, N) -> ROUND(expr::numeric, N) in getContentVolumeTrends to resolve pg error 42883 - Add generateEmbedding() to search handlers so search_vcons_semantic and search_vcons_hybrid auto-generate embeddings from query text via OpenAI Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Remove stale "not yet implemented" note from search.md (semantic search now generates embeddings automatically) - Fix broken cross-references in search.md pointing to wrong directory - Add historical warning banner to embeddings.md; update all SQL from ada-002/1536-dim to text-embedding-3-small/384-dim - Fix CORRECTED_SCHEMA.md: version 0.3.0->0.4.0, mimetype->mediatype, appended->amended, must_support->critical throughout - Update tools.md examples: vcon version 0.3.0->0.4.0, must_support->critical - Add LiteLLM as priority-1 provider to INGEST_AND_EMBEDDINGS.md with env vars and --provider=litellm example; fix spec version reference - Add LiteLLM env vars and provider priority order to installation.md Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…h handlers, and schema docs - Fix ObservabilityConfig interface and logger alias dropped during merge resolution - Resolve conflict in CORRECTED_SCHEMA.md (column comment wording) - Build verified clean after all conflict resolutions Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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