Decision Intelligence Python Packages

semantica

Semantica 🧠 • Build AI systems that can explain, trace, and justify every decision. Knowledge graphs, context graphs, reasoning engines, provenance, and governance for production AI.

flowscript-agents

Reasoning memory for AI agents — drop-in for LangGraph, CrewAI, Google ADK, OpenAI Agents + 5 more. Vector stores remember what. FlowScript remembers why. 20-tool MCP server, auto-extraction, hash-chained audit trail.

dir-core

The first open-source implementation blueprint for Intelligent AI Delegation. A deterministic runtime (DIR) and architecture for Responsibility-Oriented Agents (ROA) to bridge the gap between LLM reasoning and safe, auditable production execution.

sistema-optimizacion-mat

MAT backtesting engine (BTC/ETH futures) plus DRE MVP orchestration components.

adi-decision

Structured multi-criteria decision intelligence for Python applications and LLM agents.

policy-as-code-engine

Declarative policy-as-code evaluator. JSON/YAML rules + Python predicates over arbitrary context objects. Enforces AI Procurement Decision Card conditions at request time. Optional audit-stream-py integration via AUDIT_STREAM_URL.

procurement-decision-api

FastAPI service that drafts AI Procurement Decision Cards (Kinetic Gain Protocol Suite spec #11) from a buyer rubric and vendor Suite documents. Optional audit-stream-py integration via AUDIT_STREAM_URL env var.

spotrix

A modern, enterprise-ready business intelligence web application