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Knowledge API

A unified search API that queries across ChromaDB vector embeddings, Obsidian vault markdown files, and PyTorch-generated memory tensors. Supports natural language queries with configurable similarity thresholds and collection filtering. Powers the knowledge retrieval layer for all agents in the system.

knowledge-api
qmd search "agent orchestration"
  --collection claude-vault
  --top-k 10 --min-score 0.6
ChromaDBPythonAPIEmbeddings

Stack

  • Python
  • ChromaDB
  • FastAPI
  • Sentence Transformers

Links

GitHub