Ll144 Bias Audit Mcp

io.github.CSOAI-ORGPublished by GitHub account CSOAI-ORGv0.1.2Updated Oct 25, 2026

NYC Local Law 144 AEDT bias audit — selection rate, impact ratio (4/5ths), public summary

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Overview

AI-generated overview

Computes NYC Local Law 144 AEDT bias-audit metrics — selection rates, 4/5ths impact ratios and a publishable summary — for an AI assistant.

What you can do
  • Run a bias audit on hiring-tool outcome data by category and group, returning selection rates and impact ratios and flagging ratios below 0.80 under the 4/5ths rule.
  • Generate a publishable audit summary for a named tool and audit date, with an overall compliance result.
  • Check procedural compliance items such as an independent audit, a published summary, candidate notice and a cycle of 12 months or less.
When to use it
Use it when you need to audit an automated employment decision tool for New York City Local Law 144 and produce the annual summary that must be published before use, or to check whether those procedural requirements are met.
Requirements
Runs as a local process over stdio, installed from the PyPI package ll144-bias-audit-mcp and started with Python. No authentication, environment variables or headers are declared. Desktop only; not available as a web executable.
Before you install
The server signs its results, so treat outputs as attestations rather than neutral calculations. It is a computational aid for a legally enforced requirement; verify results and the compliance checklist against DCWP rules and qualified counsel before publishing or relying on them.

Installation

In SourceWeft

  1. Open Ll144 Bias Audit Mcp in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

ll144-bias-audit-mcp

NYC Local Law 144 requires an independent annual bias audit of any Automated Employment Decision Tool (AEDT), with a published summary, before use. This computes the required metrics and signs the result. CSOAI Layer-0.

Tools

  • run_bias_audit(category, groups) — selection rate + impact ratio per group; flags impact ratio < 0.80 (4/5ths rule)
  • generate_ll144_summary(audits, tool_name, audit_date) — the publishable summary + overall compliance
  • check_compliance(...) — the procedural requirements (independent audit, published summary, candidate notice, ≤12 months)

Recurring, legally-required (DCWP-enforced). Apache-2.0.

Source: README.md at commit ad82888

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v0.1.2LatestSep 16, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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