Issues

• python -m faircode is never run by a test

  enhancementgood first issue
  yakew7/Fair-Code#966 · Filter by author yakew7 opened on Oct 13, 2026

• The MCP dataset reader's error paths are untested (bad encoding, generic parse failure)

  enhancementgood first issue
  yakew7/Fair-Code#965 · Filter by author yakew7 opened on Oct 13, 2026

• Delimiter sniffing in the loaders has uncovered edge cases (quoted fields, stray quotes, empty samples)

  enhancementgood first issue
  yakew7/Fair-Code#964 · Filter by author yakew7 opened on Oct 13, 2026

• Nothing checks that the issue numbers cited in ROADMAP.md, CHANGELOG.md and METRICS.md are right

  enhancementhelp wanted
  yakew7/Fair-Code#963 · Filter by author yakew7 opened on Oct 13, 2026

• The web exact-test inputs stay enabled when the exact checkbox is off and show errors only in the results area

  enhancementgood first issue
  yakew7/Fair-Code#962 · Filter by author yakew7 opened on Oct 13, 2026

• split_held_out_encoding has an unreachable branch and an untested empty-suffix error

  enhancementgood first issue
  yakew7/Fair-Code#961 · Filter by author yakew7 opened on Oct 13, 2026

• The terminal and HTML rendering of compare proxy hints is untested

  enhancementgood first issue
  yakew7/Fair-Code#960 · Filter by author yakew7 opened on Oct 13, 2026

• The compare command's proxy flag validation errors are untested

  enhancementgood first issue
  yakew7/Fair-Code#959 · Filter by author yakew7 opened on Oct 13, 2026

• A held-out file path that contains = cannot be given to --proxy-hints-with

  enhancementgood first issue
  yakew7/Fair-Code#958 · Filter by author yakew7 opened on Oct 13, 2026

• The near-unique threshold is a magic number duplicated in Python, JS and the docs

  enhancementgood first issue
  yakew7/Fair-Code#957 · Filter by author yakew7 opened on Oct 13, 2026

• A regex lookbehind in the rename tokeniser stops the whole profiler script on Safari before 16.4

  bughelp wanted
  yakew7/Fair-Code#956 · Filter by author yakew7 opened on Oct 13, 2026

• SPEC section 3 is titled Per-dimension metrics but now holds the whole proxy-hint specification

  documentationhelp wanted
  yakew7/Fair-Code#955 · Filter by author yakew7 opened on Oct 13, 2026

• Confirm the licence of the bundled music and sound effects in brag-output/ or remove them

  documentationhelp wanted
  yakew7/Fair-Code#954 · Filter by author yakew7 opened on Oct 13, 2026

• The compare HTML report does not show which dimensions --rename paired

  enhancementgood first issue
  yakew7/Fair-Code#953 · Filter by author yakew7 opened on Oct 13, 2026

• Choosing an encoding for a held-out .xlsx row in the web is silently ignored

  enhancementgood first issue
  yakew7/Fair-Code#952 · Filter by author yakew7 opened on Oct 13, 2026

• Web exports do not record skipped near-unique held-out columns in provenance or notes

  bughelp wanted
  yakew7/Fair-Code#951 · Filter by author yakew7 opened on Oct 13, 2026

• The MCP proxy_hints tool reports notes under two different keys, sheet_notes and notes

  enhancementgood first issue
  yakew7/Fair-Code#950 · Filter by author yakew7 opened on Oct 13, 2026

• The group-count tolerance for name-based rename suggestions has no boundary tests

  enhancementgood first issue
  yakew7/Fair-Code#949 · Filter by author yakew7 opened on Oct 13, 2026

• README command examples are never run or parsed, so they can rot

  enhancementhelp wanted
  yakew7/Fair-Code#948 · Filter by author yakew7 opened on Oct 13, 2026

• The held-out notes and skipped columns ride on the argparse Namespace as args.held_report

  enhancementgood first issue
  yakew7/Fair-Code#947 · Filter by author yakew7 opened on Oct 13, 2026

• The KEY_FOLD sweep skips code points that either runtime lacks, so a Unicode upgrade can leave the table stale unnoticed

  enhancementhelp wanted
  yakew7/Fair-Code#946 · Filter by author yakew7 opened on Oct 13, 2026

• tests/js_helpers.py is imported by bare name, so pytest --import-mode=importlib cannot collect the parity tests

  enhancementgood first issue
  yakew7/Fair-Code#945 · Filter by author yakew7 opened on Oct 13, 2026

• Copy as CLI command writes words.json with a heredoc that silently overwrites an existing file

  enhancementgood first issue
  yakew7/Fair-Code#944 · Filter by author yakew7 opened on Oct 13, 2026

• requires-python is >=3.8 but CI only exercises Python 3.11 and 3.12

  enhancementhelp wanted
  yakew7/Fair-Code#848 · Filter by author yakew7 opened on Oct 7, 2026
  2

  

• Explainer: What Is Fairness in Ranking?

  documentationhelp wanted
  yakew7/Fair-Code#736 · Filter by author yakew7 opened on Sep 26, 2026