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manager

AI Agent Context Manager Facade for PraisonAI Agents. Provides a unified interface for context management:
  • Budgeting and allocation
  • Token estimation with validation
  • Composition within limits
  • Optimization with benefit checking
  • Monitoring with snapshot hooks
  • Multi-agent orchestration support
  • Optimization history tracking
This is the main entry point for context management in both SDK and CLI.

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Import

from praisonaiagents.context import manager

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Classes

SessionDeduplicationCache

Thread-safe session-level content deduplication cache.

EstimationMode

Token estimation modes.

ContextShareMode

How context is shared between agents.

ToolShareMode

How tools are shared between agents.

OptimizationEventType

Types of optimization events.

ContextPolicy

Policy for context sharing during agent handoffs.

OptimizationEvent

Record of an optimization event.

EstimationMetrics

Metrics for token estimation accuracy.

PerToolBudget

Per-tool token budget configuration.

SnapshotHookData

Data captured at LLM call boundary for exact snapshot.

ContextManager

Unified facade for context management.

MultiAgentContextManager

Context manager for multi-agent orchestration.

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Functions

deduplicate_topics()

Programmatic deduplication of topics/items before agent processing.

create_context_manager()

Create a context manager with proper config precedence.