Deterministic Python Packages

navi-sanitize

Deterministic input sanitization for untrusted text — invisible characters, homoglyphs, and encoding tricks, handled before your code sees them. Zero dependencies, no ML. Python 3.12+.

parglare

A pure Python LR/GLR parser - http://www.igordejanovic.net/parglare/

taprun

Local-first browser automation MCP for Claude Code / Cursor. taprun compiles once with AI, your authenticated Chrome replays forever at zero LLM tokens. Credentials never leave your machine.

sovereign-shield

Strictly deterministic AI defense framework: immutable input filtering, dual LLM cryptographic hash consensus, and self-learning adaptive rules. Zero dependencies. Hardware-sealed. Patent Pending.

seedfaker

Deterministic synthetic data generator for realistic, correlated, and noisy test records across 68 locales. Rust CLI/Python/Node.js/Browser WASM/Go/PHP/Ruby/MCP

qwed-finance

Deterministic verification middleware for banking and financial AI. NPV, IRR, loan amortization, and interest calculations with QWED precision.

fathom-rules

Deterministic reasoning runtime for AI agents. YAML rules, microsecond evaluation, zero hallucinations. Built on CLIPS.

steadytext

Deterministic text generation and embeddings with zero configuration

sentienceapi

A verification-first runtime for AI web agents — with Jest-style assertions and token-efficient snapshots

phionyx-core

Deterministic AI runtime governance for LLM agents — treating model output as measurement, not authority. Python SDK with 46-block pipeline, signed audit trail, kill switch, ethics gates. PyPI: phionyx-core. AGPL-3.0.

mlf-core

Reproducible machine learning pipelines using mlflow.

repattern

Unique deterministic procedural image and identicon generator, with all sorts of modifiers

zcm-collapse-model

Math-only implementation of the Zeta Collapse Model (ZCM). System architecture and database are patent-pending and not included.

schliff

Deterministic quality scorer for AI agent instruction files. Multi-format (SKILL.md, CLAUDE.md, .cursorrules, AGENTS.md), 8-dimension scoring with security, anti-gaming detection, zero dependencies.

deterministic-zip-go

Simple (almost drop-in) replacement for zip that produces deterministic files.

junai-mcp

junai is 'Just Un-AI' routing with full AI power. Your agents stay smart. Your pipeline stays predictable. Deterministic agent pipeline for VS Code + GitHub Copilot. A Python state machine routes 23 specialised AI agents through 9 stages — no hallucinated routing, git-blameable transitions.

vecr-compress

Deterministic, auditable LLM context compression — regex whitelist guarantees structured facts (IDs, URLs, dates, code) survive. Two layers: retention + heuristic knapsack.

sponsio

Deterministic safety solutions for probabilistic AI agents

adaad

ADAAD — Autonomous Development & Adaptation Architecture: governance-first constitutional AI evolution runtime

babylonian-image-library

A deterministic infinite image library generator inspired by Borges' 'The Library of Babel'. Generate unique, deterministic images based on coordinate systems without storing image data.

predicate-runtime

Python SDK for Sentience AI Agent Browser Automation

assertlang

Executable contracts for multi-agent systems - deterministic coordination across frameworks and languages

boyce

Privacy-first SQL compiler and open semantic protocol exposed as an MCP server

predicate-sdk

A verification-first runtime for AI web agents — with Jest-style assertions and token-efficient snapshots