truera

truera/trulens

Skill Claude CodeCodex

Create and curate evaluation datasets with ground truth for TruLens.

truera/trulens

Skill Claude CodeCodex

Diagnose low evaluation scores and generate actionable improvement recommendations.

truera/trulens

Skill Claude CodeCodex

Configure feedback functions and selectors for TruLens evaluations.

truera/trulens

Skill Claude CodeCodex

Systematically evaluate your LLM application with TruLens.

truera/trulens

Skill Claude CodeCodex

Configure and use feedback functions as runtime blocking guardrails.

truera/trulens

Skill Claude CodeCodex

Instrument LLM apps with TruLens OTEL-based tracing - from setup to debugging and optimization.

truera/trulens

Skill Claude CodeCodex

Execute and display Jupyter notebooks for TruLens demos and quickstarts.

truera/trulens

Skill Claude CodeCodex

Execute TruLens evaluations and view results.

truera/trulens

Skill Claude CodeCodex

Eval-driven development loop for this repo (rag-loop, an aircraft-systems RAG app on LangGraph, OpenAI, Qdrant Cloud, and TruLens). Use when the user wants to run an experiment, inspect feedback metrics, or decide keep-or-reject on a config/prompt change.

truera/trulens

Skill Claude Code

Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.

truera/trulens

Skill Claude Code

Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'how to combine keyword…

truera/trulens

Skill Claude CodeCodex

Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', 'quality dropped after quantization', 'how to measure retrieval quality', 'build a golden…

truera/trulens

Skill Claude Code

Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback'…

truera/trulens

Skill Claude Code

Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to combine results from multiple searches?' and 'combining multiple representations'. Also use for how a hybrid query is…

truera/trulens

Skill Claude CodeCodex

Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone asks 'RRF or DBSF?', 'how to combine sparse and dense', 'how to combine scores from multiple searches?', 'custom fusion', or 'fusion is not producing good results'.

truera/trulens

Skill Claude CodeCodex

Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. Use when someone asks 'dense and sparse in one search?', 'how to combine multiple fields for retrieval?', 'payloads or sparse vectors for lexical?', 'which sparse embedding model to…

truera/trulens

Skill Claude CodeCodex

Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense search relevance/recall', 'how to discover/get more relevant results from vector search', 'cheaper/better alternative…