Metacognition Python Packages

buddhikernel

A composable supervisor kernel that rations cognition across agentic work: the discriminative-executive layer for LLM agents.

benkyo

Turn textbooks into adaptive AI tutoring. Knowledge graphs, problem-first learning, and memory across sessions.

reflection-analyser

Analyzes reflective writing depth in learning journals by detecting metacognition, criticality, evidence linkage, and forward-looking action markers based on established rubric frameworks.

pysakshi

Sakshi: a metacognitive runtime for Python agents

ai-metacognition-toolkit

Python toolkit for detecting and analyzing metacognitive capabilities in AI systems. Includes situational awareness detection, counterfactual CoT analysis, and production monitoring.

dionysus-metacognition

Dionysus Metacognition: active-inference metacognitive controller kit for agent runtimes.

morphsat

Structured cognitive control for LLM agent loops. External shadow monitor holds decision authority. 9-version proof chain. Soar/ACT-R/active-inference term mapping included.

cardioception

Cardioception Python Toolbox

dionysus-metacog

Dionysus Metacognition: active-inference metacognitive controller kit for agent runtimes.

stellar-memory

AI Memory Platform SDK - Give any AI human-like memory

aspire-ai

Adversarial Student-Professor Internalized Reasoning Engine