# OpenLLMetry Vector Database Instrumentations

**Canonical:** https://apis.io/apis/openllmetry/openllmetry-vector-db-instrumentations/  
**Provider:** OpenLLMetry — https://apis.io/providers/openllmetry/  
**Documentation:** https://www.traceloop.com/docs/openllmetry/tracing/decorators

OpenLLMetry Vector Database Instrumentations is one of 6 APIs that [OpenLLMetry](https://apis.io/providers/openllmetry/) publishes on the [APIs.io](https://apis.io/) network. Tagged areas include Instrumentation, Vector Databases, and RAG. The published artifact set on APIs.io includes API documentation and a GitHub repository.

Instrumentations for vector databases used in retrieval-augmented generation pipelines — Chroma, Pinecone, Qdrant, Weaviate, LanceDB, Milvus, and Marqo. Captures query, upsert, and similarity- search operations with vector-DB-specific attributes so RAG retrievals can be correlated with the LLM calls that consumed them.

## Machine-readable artifacts (9)

- **Documentation** — https://www.traceloop.com/docs/openllmetry/tracing/decorators
- **GitHubRepository** — https://github.com/traceloop/openllmetry/tree/main/packages
- **SDKs** — https://pypi.org/project/opentelemetry-instrumentation-chromadb/
- **SDKs** — https://pypi.org/project/opentelemetry-instrumentation-pinecone/
- **SDKs** — https://pypi.org/project/opentelemetry-instrumentation-qdrant/
- **SDKs** — https://pypi.org/project/opentelemetry-instrumentation-weaviate/
- **SDKs** — https://pypi.org/project/opentelemetry-instrumentation-lancedb/
- **SDKs** — https://pypi.org/project/opentelemetry-instrumentation-milvus/
- **SDKs** — https://pypi.org/project/opentelemetry-instrumentation-marqo/

## Other OpenLLMetry APIs (5)

- [OpenLLMetry Traceloop SDK](https://apis.io/apis/openllmetry/openllmetry-traceloop-sdk/)
- [OpenLLMetry Semantic Conventions for AI](https://apis.io/apis/openllmetry/openllmetry-semantic-conventions-ai/)
- [OpenLLMetry LLM Provider Instrumentations](https://apis.io/apis/openllmetry/openllmetry-llm-instrumentations/)
- [OpenLLMetry Framework and Agent Instrumentations](https://apis.io/apis/openllmetry/openllmetry-framework-instrumentations/)
- [OpenLLMetry OTLP Exporters](https://apis.io/apis/openllmetry/openllmetry-otlp-exporters/)

## Tags

Instrumentation, Vector Databases, RAG

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/apis/openllmetry/openllmetry-vector-db-instrumentations/). The API's provider profile, Kin Score and agent-readiness rating are at https://apis.io/providers/openllmetry/.