Reasoning Python Packages

pageindex

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

opendsstar

OpenDsStar is an open-source implementation of the DS-Star agent that replaces file-based workflows with a flexible, tool-centric architecture. It supports incremental execution, reuses intermediate results, and makes complex multi-step agents more modular, efficient, and extensible.

miniful

A minimal fuzzy library

agentmake

AgentMake AI: a kit for developing agentic AI applications that support 24 AI backends and and work with 7 agentic components, such as tools and agents. (Developer: Eliran Wong) Supported backends: anthropic, azure, azure_any, cohere, custom, deepseek, genai, github, github_any, googleai, groq, llamacpp, mistral, ollama, openai, vertexai, xai

graqle

Give your AI tools architecture-aware reasoning. Knowledge graph from any codebase — 14 LLM backends, impact analysis, confidence scores. Works with Claude Code, Cursor, VS Code Copilot.

invinoveritas

invinoveritas SDK — Lightning-native AI agent platform. Pay-per-use reasoning, marketplace buys, Lightning withdrawals behind a single Bearer key.

awex

A high-performance RL training-inference weight synchronization framework, designed to enable second-level parameter updates from training to inference in RL workflows

ripple-down-rules

Implements the various versions of Ripple Down Rules (RDR) for knowledge representation and reasoning.

coconut-pytorch

Coconut in Pytorch

vectorless

Knowing by reasoning, not vectors.

hrm-pytorch

Exploration into the proposed architecture from Sapient Intelligence of Singapore 🇸🇬

sphereql

Project high-dimensional embeddings onto a 3D sphere for fast semantic search, spatial queries, category-aware exploration, and interactive visualization.

nocturnusai

Python SDK for NocturnusAI — a logic-based inference engine and knowledge database

abstractllm

A unified interface for Large Language Models with memory, reasoning, and tool capabilities. Supports OpenAI, Anthropic, Ollama, HuggingFace, and MLX with hierarchical memory system and agent development features.

ntloss

Number Token Loss - A regression-alike loss to improve numerical reasoning in language models

cognigraph

Give your AI tools architecture-aware reasoning. Knowledge graph from any codebase — 14 LLM backends, impact analysis, confidence scores. Works with Claude Code, Cursor, VS Code Copilot.

entity-query-language

Provides a relational query language that is pythonic and intuitive. Entity Query Language serves as a front end to other query languages like sql or prolog

tiny-recursive-model

Tiny Recursive Model

octochains

A lightweight, zero-dependency Python framework for parallel, isolated, collaborative AI reasoning.

dialectical-framework

Turn stories, strategies, or systems into insight. Auto-generate Dialectical Wheels (DWs) from any text to reveal blind spots, surface polarities, and trace dynamic paths toward synthesis. DWs are semantic maps that expose tension, transformation, and coherence within a system—whether narrative, ethical, organizational, or technological.

bhv

Boolean Hypervectors with various operators for experiments in hyperdimensional computing (HDC).

vulcan-core

AI-Hybrid Rules Engine for Logical Reasoning.

argus-debate-ai

ARGUS: Production-ready multi-agent AI debate framework with RAG, Bayesian reasoning, provenance tracking, 50+ tool integrations, OpenAPI REST generation, context caching/compression, and advanced LLM orchestration for scientific discovery, fact-checking, and evidence-based decision-making

tensor-theorem-prover

First-order logic theorem prover supporting unification with approximate vector similarity