Accountability Python Packages

air-blackbox

Open-source EU AI Act compliance scanner. 51 checks across Articles 9-15. Drop-in trust layers for LangChain, CrewAI, AutoGen, OpenAI. Local-first, no data leaves your machine.

agenraci

Who's allowed to do what, and who's accountable, on a team of humans and AI agents — a machine-checkable RACI charter + linter.

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.

ai-agenttrace

Open-source circuit breaker for AI agent pipelines

se-codeowners

Generate a GitHub CODEOWNERS file from role-based oversight metadata in .accountability/surfaces.toml.

dcp-ai

Accountability protocol for autonomous AI agents on open networks

model-action-protocol

MAP (Model Action Protocol) — Cryptographic provenance, self-healing critic, and state rollback for autonomous AI agents. 2.5k lines of TypeScript, 60+ tests, MIT.

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.

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.

causal-memory-layer

Causal Memory Layer — SDK for recording, auditing, and analyzing causal chains in systems

django-public-project

Custom Python/Django CMS - Transparency for Public Projects (used for BERwatch/BLBwatch)

aap-protocol

Agent Accountability Protocol — Python SDK

pester

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

air-blackbox-sdk

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

themis-ml

Fairness-aware Machine Learning

nobulex

Trust Capital for AI agents. Tamper-proof receipts for everything your AI agent does.

npdi-oas

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

pyopenfec

A Python wrapper for the OpenFEC API.

standard-block-auditor

Exposing administrative "Vanity Metrics". A framework to audit the true ROI and reach of government policies by decomposing big numbers into municipal-level units. ↓demo

nextraci

Who's allowed to do what, and who's accountable, on a team of humans and AI agents — a machine-checkable RACI charter + linter.