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+.

file-observer

Deterministic file observation for pipelines — one read-only pass over a directory emits a reproducible JSON manifest of every file's type, metadata, structure, and provenance.

parglare

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

memorised-them-all

Give any AI assistant a private, token-free memory of your files — Claude, Gemini, Cursor, VS Code, Windsurf, Codex & Grok. Converts attachments (PDF/Office/EPUB/archives) to Markdown and builds a searchable knowledge-graph memory to recall from. 100% local, deterministic, model-free (no LLM/GPU). Incremental & portable; English + Bengali. MIT.

atomadic

Python SDK for the Atomadic sovereign MCP. Authenticate with a signed Ed25519 entitlement key, call 78 entitlement-gated tools at mcp.atomadic.tech. Tools execute deterministically — no LLM in the hot path. pip install atomadic.

godel-py

Deterministic orchestrator for AI agent workflows — event-sourced replay, pause/resume, rewind. 1200+ tests.

batter

The backtesting engine for prediction markets. Every run ships a verifiable, reproducible receipt.

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.

pyopenvba

Pure-Python reader/writer for VBA macros embedded in Excel / PowerPoint / Word files. Zero dependencies, deterministic round-trip, safe on protected and signed projects.

fathom-rules

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

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.

pdfmuse

Deterministic PDF/DOCX parser for RAG/LLMs — Rust core with byte-identical Python/Node/WASM bindings

phionyx-core

Phionyx Core SDK - AI↔AI Mediator and Echo Engine

bonsai-bt

Rust implementation of behavior trees for deterministic AI (now with Python bindings)

stargraph

Stateful agent-graph framework with deterministic governance — rules route transitions, not the LLM. Auditable, replayable. Built on Fathom.

steadytext

Deterministic text generation and embeddings with zero configuration

dtaifm

A deterministic gate for AI-proposed actions: the model suggests, your constraints decide, nothing executes unapproved.

schliff

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

deterministic-zip-go

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

sponsio

Deterministic safety solutions for probabilistic AI agents

codec-cortex

Deterministic structural compression protocol for LLM agent cognitive memory. 85% less tokens. Zero LLM in codec cycle. 100% reversible. Golden ratio memory distribution.

chidori

The agent framework where every run is durable, replayable, and resumable by default.

forgeweave

Behavioral execution framework for AI agents — define deterministic, portable skills & agents across OpenCode, Claude Code, Gemini CLI, and Qwen Code.

adaad

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