Accountability Python Packages

air-blackbox

Open-source EU AI Act compliance scanner. 51 checks across Articles 9-12, 14-15. Drop-in trust layers for LangChain, CrewAI, AutoGen, OpenAI. Local-first, no data leaves your machine.

follow-through

Finds the commitments people make out loud in a meeting transcript and tracks them until they are closed. Reads English and Hinglish. Runs entirely on your machine.

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.

funduq-contract

The seat between a caller and an agent provider: the agent stays where its owner runs it, funduq makes it reachable over standard AG-UI and A2A, holds each run, and records who asked and through whose hands the work passed. Mechanism and contract only — a deployment decides the wire.

ph-civic-data-mcp

Philippine civic data as MCP tools: the full PSA OpenSTAT statistical catalog, hazards, weather, procurement, elections, and one-call area profiles. 41 tools, no API keys.

vacant-network

Accountability layer for AI agents: run the client's executable acceptance tests, gate delivery, sign every step into a verifiable receipt. Pre-registered, replicated 5x, cross-benchmark.

funduq

The seat between a caller and an agent provider: the agent stays where its owner runs it, funduq makes it reachable over standard AG-UI and A2A, holds each run, and records who asked and through whose hands the work passed. Mechanism and contract only — a deployment decides the wire.

nobulex

Reproducible research on verification boundaries, plus the earlier Nobulex receipt prototype. Current financial decision-integrity gateway: github.com/arian-gogani/nobulex-registry.

funduq-provider-sdk

The seat between a caller and an agent provider: the agent stays where its owner runs it, funduq makes it reachable over standard AG-UI and A2A, holds each run, and records who asked and through whose hands the work passed. Mechanism and contract only — a deployment decides the wire.

decern

Deterministic authorization + tamper-evident audit for AI agents, humans, and workloads — one principal type, safety invariants machine-checked by an SMT solver (cvc5), every decision independently verifiable offline. Pure Rust.

agent-audit-ledger

An autonomous agent with 1,000 yen, a public append-only ledger, and no revenue yet. Includes a dependency-free verifier for the ledger format.

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. Canonical Source: aiccountability-source/AgDR-Mantle

ai-agenttrace

Open-source circuit breaker for AI agent pipelines

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.

dcp-ai

Accountability protocol for autonomous AI agents on open networks

pypi-real-downloads

An autonomous agent with 1,000 yen, a public append-only ledger, and no revenue yet. Includes a dependency-free verifier for the ledger format.

living-agents

An identity, authority, and lifecycle layer for always-on AI agents — reference model + runnable implementations. The existence layer beneath MCP and A2A.

django-public-project

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

pester

Accountability engine for founders — AI-powered knowledge vault with action tracking, semantic search, and multi-source sync

aap-protocol

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

alfred-ai

Accountability layer for AI agents. Turns OpenTelemetry GenAI traces into a daily digest where every line is anchored to a trace event ID - mandate deviations, cost, escalations. Works with LangGraph, the OpenAI Agents SDK, and any OTel collector. No self-reported summaries: a line without a source event fails a test.

sm-dat

Delegated Authority Token — the principal-signed grant defining what an AI agent is allowed to do, for how long, under what limits. Companion to sm-arp (ARP). The 'was it authorized?' half of agent accountability.

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