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 and check GitHub CODEOWNERS from accountable surface declarations.

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

The trust economy for autonomous AI agents. Credit scores for machines. Agents earn Trust Capital through verified behavior, gating what they are allowed to do. Autonomy earned, not granted.

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.