Decision Support Python Packages

dialectical-framework

An open-source AI reasoning framework that uses dialectics, semantic graphs, and polarity management to drive LLMs toward objective synthesis and advanced human-AI collaborative decision-making.

clawock

AI argues. Code settles. The losses stay on the page. A real HK + US brokerage account run by agents that must debate every call, settled by code the model never touches. Install the same decision workflow into your own agent: OpenClaw, Claude Code, Codex, or DeepSeek Harness.

collective-phase-control-fabric

Evidence-bound analysis and finite intervention control for collective workflows.

desdeo

An open source computational and fullstack framework for interactive multiobjective optimization and decision-support..

certcc-ssvc

Stakeholder-Specific Vulnerability Categorization

optidamtool

A Python package for analytics in dam management workflows.

fxtensor-bayesnet

Config-driven inference for discrete Bayesian networks: scenario comparison, Bayesian updating, root-cause inference, daily snapshots and figures (built on fxtensor-salmon)

agentsumo-mcp

AgentSUMO: An Agentic Framework for Interactive Simulation Scenario Generation in SUMO via Large Language Models

desdeo-brb

A trainable Belief Rule-Based (BRB) inference system with an sklearn-compatible API and optional JAX backend for differentiable training.

false-feet-algorithm

False Feet Algorithm: Multi-branch hypothesis evaluation with inverse resource allocation. Solves complex problems through adaptive reasoning—includes mystery solver demo + generic framework for any domain.

decision-intelligence-mcp

MCP server: analytical decision frameworks from public domain knowledge — scenario analysis, risk assessment, historical pattern recognition. Built for AI agents doing coordination and planning work.

decision-confidence

Agent Decision Confidence — normalize disagreeing risk sources onto one basis, separate definitional disagreement from factual disagreement, and return a confidence label with an audit trail. Pure Python stdlib. MCP server included.

classical-strategy-mcp

MCP server: analytical decision frameworks from public domain knowledge — scenario analysis, risk assessment, historical pattern recognition. Built for AI agents doing coordination and planning work.

asktheboard

A board of expert personas whose every decision is a pre-registered, time-anchored, reality-graded bet. BYOK; the board that keeps score, before the fact.

fuzzyroutines

Scientific-grade fuzzy computing for modern Python: membership functions, fuzzy sets, operators, scales, defuzzification, and evidence-driven numerical methods.

portfolio-risk-lab

Portfolio Risk & Rebalancing Lab — Uncertainty-Aware Portfolio Optimization and PM Decision Support

frontiertrials

Private, browser-local blind comparisons of AI products using your own work. No API keys.

reasoned-ops

Routes service requests, preserves machine/human decision history, records outcomes, and blocks unsupported management comparisons.

decisionkit

Explainable scoring & ranking for Python backends. Weighted criteria, rules, constraints, bonuses, audit hashes. FastAPI/Django-ready. No ML.

bleecam

Integrated Decision-Support Framework For Critical Materials.

sisu-wrapper

A constraint-aware decision-support system for Aalto course planning, designed around deterministic ranking and explicit scheduling trade-offs

topsis-arshpreet-102017045

MCDM using TOPSIS: A technique for multi-criteria decision making, utilizing the TOPSIS method to evaluate alternatives based on multiple criteria.