Accountability Python Packages

dcp-ai

Python SDK for the Digital Citizenship Protocol for AI Agents

air-blackbox

AI governance control plane - compliance, inventory, incident response, and audit for AI agents

agdr-mantle

Sovereign Post-Quantum Fortification for AgDR Records. A three-tier lineage (Core, Implementation, Fortification) for 0.62µs Atomic Kernel Inferences. Published by the Genesis Glass Foundation.

model-action-protocol

MAP (Model Action Protocol) — verifiable provenance, self-healing critique, and state rollback for autonomous AI agents

openpolicedata

The OpenPoliceData (OPD) Python library is the most comprehensive centralized public access point for incident-level police data in the United States. OPD provides easy access to 550+ incident-level datasets from 236 police agencies and 11 entire states. Types of data include traffic stops, use of force, officer-involved shootings, and complaints.

cognilateral-trust

AI that tells you when it's guessing. Confidence tiers + accountability for AI agents. pip install cognilateral-trust

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.

pester

Accountability engine for founders — stable core CLI with beta integrations for sync, bot, and remote MCP

aap-protocol

Agent Accountability Protocol — 4 primitives for AI agent identity, provenance, authorization & audit. MIT.

django-public-project

Custom CMS for making public projects, political processes or enquiry commission work more transparent

themis-ml

A library that implements fairness-aware machine learning algorithms

air-blackbox-sdk

Python SDK for AIR Blackbox Gateway — record, replay, and govern every AI decision

pyopenfec

A Python wrapper for the OpenFEC API.

standard-block-auditor

A quantitative framework for detecting budgetary distortion.

npdi-oas

A national archive of police data collected by journalists, lawyers, and activists around the country.