Transparency Python Packages

interpret-core

Fit interpretable models. Explain blackbox machine learning.

interpret

Fit interpretable models. Explain blackbox machine learning.

accelerator

The Accelerator is a tool for fast and reproducible processing of eBay-scale datasets on a single computer.

cot-reports

cot_reports is a Python library for fetching the Commitments of Trader reports of the Commodity Futures Trading Commission (CFTC). The following COT reports are supported: Legacy Futures-only, Legacy Futures-and-Options Combined, Supplemental Futures-and-Options Combined, Disaggregated Futures-only, Disaggregated Futures-and-Options Combined, Traders in Financial Futures (TFF) Futures-only and Traders in Financial Futures (TFF) Futures-and-Options Combined.

eptr2

EPIAS Transparency Platform API / EPİAŞ Şeffaflık Platformu API

shapash

🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models

mullion

One correct way to open an image: EXIF orientation applied, transparency resolved rather than dropped.

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.

lobbywatch-mcp

MCP server for the Lobbywatch.ch lobby database — Swiss parliamentarians' conflicts of interest

agent-alignment-protocol

Agent Alignment Protocol — the missing trust layer for the agent stack

raitap

Fully integrated pipeline to assess the transparency & robustness of AI models

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.

cow-certify

Independent verification for CoW Protocol settlements — reproducible verdicts from public data only. CLI + browser app, 11 chains, never accuses from ambiguity.

secop-mcp-server

MCP Server para consultar contratación pública de Colombia (SECOP I y II)

explainx

Explain & debug any blackbox machine learning model with a single line of code.

imf-fx

High-performance Python client for IMF SDMX 3.0 exchange-rate data (USD, EUR, SDR) for financial modeling and development finance systems.

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.

fds-mcp

FragDenStaat.de for AI assistants — an MCP server that finds the responsible authority and proves it, cites the applicable act and its deadline, tracks your requests, and drafts new ones locally before anything is sent.

printprep

Prepare finished artwork for garment printing: cut it off its background without halos or holes, fit it to the print canvas without distortion, and measure the result.

agentguard-eu

EU AI Act compliance middleware for AI agents. Make any LLM-powered agent legally deployable in Europe with 3 lines of code.

model-card-toolkit

A toolkit that streamlines and automates the generation of model cards

theohe-epias

Energy Exchange Istanbul (EXIST) or Enerji Piyasaları İşletme A.Ş. (EPİAŞ) by its Turkish name is an energy exchange company.

getstub

Six runnable reference integrations for Stub, the allegiance receipt registry for AI agents. Clone one, run it, read the receipt it produces. Real receipts on the free tier, no card, no mock.

django-public-project

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