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Memory

ToolAgents has lightweight retrieval examples under examples/agents/memory/ and the preferred memory-agent examples under examples/agents/navigable_memory/.

Representative examples:

  • examples/agents/memory/rag.py
  • examples/agents/memory/bm_25.py
  • examples/agents/memory/ensemble.py
  • examples/agents/navigable_memory/example_ingest_files.py
  • examples/agents/navigable_memory/example_semantic_navigable_agent.py

Optional dependencies:

  • install ToolAgents[memory] for vector-store and embedding-provider support

Notes:

  • the memory surface is still optional and heavier than the core framework
  • legacy SemanticMemory and ContextAppState examples were removed from the maintained examples tree; see Removed Legacy APIs
  • prefer NavigableMemory with an optional semantic index for document retrieval
  • NavigableMemory includes helpers for ingesting local text files/directories and opt-in ingestion tools for agents
  • generated local vector-store artifacts are intentionally excluded from the maintained repo state