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integrations/crewai/v0.1.1

moorcheh-ai/memantointegrations/crewai/v0.1.1May 21, 2026by Xenogents

AI Summary

Brings AI-driven categorization, strict data validation, and fully automated backend infrastructure handling to crewai-memanto with autonomous memory categorization and confidence scoring.

Key Highlights

  • Autonomous memory categorization with all 13 Memanto memory types
  • AI-driven confidence scoring (0.0-1.0) for memory certainty
  • Pydantic validation guardrails for memory_type and confidence
  • Robust error handling for AgentAlreadyExistsError

New Features

  • Autonomous memory categorization baked into tool schema
  • Required confidence scoring for all memory writes
  • Pydantic validation with regex patterns and numerical boundaries
  • Robust error handling for namespace and network errors
  • Updated CrewAI Integration Guide with new features

Full Release Notes

# Release Notes for v0.1.1

This release brings powerful AI-driven categorization, strict data validation, and fully automated backend infrastructure handling to `crewai-memanto`.

## New Features

- **Autonomous Memory Categorization**
  All 13 Memanto memory types (e.g., `fact`, `preference`, `decision`) and their semantic definitions are now baked directly into the `MemantoRememberTool` schema, enabling the LLM to categorize memories autonomously.
- **AI-Driven Confidence Scoring**
  Agents are now strictly required to evaluate and declare their certainty (between `0.0` and `1.0`) when saving new memories.

## Improvements

- **Pydantic Validation Guardrails**
  Added strict regex pattern validation to `memory_type` and numerical boundaries (`ge=0.0`, `le=1.0`) to `confidence`. If the LLM hallucinates an invalid type or score, CrewAI catches the validation error and automatically prompts the agent to self-correct.
- **Robust Error Handling**
  `MemantoSetup` now explicitly handles `AgentAlreadyExistsError` and properly raises network or namespace errors rather than silently swallowing them.
- **Documentation & Examples**
  - Updated the CrewAI Integration Guide and `examples/crewai-memory/README.md` to highlight the new autonomous categorization, required confidence scoring, and automated namespace creation.
  - Standardized example factory scripts to utilize highly capable free models.

## Full Changelog

Full Changelog: https://github.com/moorcheh-ai/memanto/commits/integrations/crewai/v0.1.1