CITATION.cff

cff-version: 1.2.0
message: "If you use outcome-receipts, please cite it using this metadata."
title: "outcome-receipts"
abstract: >-
  Drafts funder outcome reports where every number is a receipt. The tool reads a
  nonprofit's own service data, computes each required figure with a deterministic
  query, and attaches to that figure a receipt: the exact query, the count of rows
  it drew from, a content hash of that data slice, and a timestamp. It then drafts
  a narrative around the receipted figures and runs a fail-closed grounding gate
  that refuses to export if any number in the narrative does not trace to a
  receipt. An optional policy-gated Bedrock seam may revise prose, but the
  deterministic path remains the default and every numeric span is mechanically
  grounded before export.
type: software
authors:
  - given-names: "Chelsea"
    family-names: "Kelly-Reif"
    email: "ckellyreif@gmail.com"
    alias: "ChelseaKR"
version: "0.2.0"
date-released: 2026-08-16
license: "Apache-2.0"
repository-code: "https://github.com/ChelseaKR/outcome-receipts"
url: "https://github.com/ChelseaKR/outcome-receipts"
keywords:
  - "nonprofit"
  - "grant-reporting"
  - "outcomes"
  - "provenance"
  - "hallucination"
  - "human-services"