Aryan Mishra
feat: initial commit - Multilingual ABSA project setup with 6 phases, 36 requirements
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Retroactive audit of an implemented AI phase's evaluation coverage. Standalone command that works on any GSD-managed AI phase. Produces a scored EVAL-REVIEW.md with gap analysis and remediation plan.

Use after /gsd-execute-phase to verify that the evaluation strategy from AI-SPEC.md was actually implemented. Mirrors the pattern of /gsd-ui-review and /gsd-validate-phase.

@/Users/theogengineer/Projects/Multilingual-Absa/.opencode/gsd-core/references/ai-evals.md

0. Initialize

_GSD_SHIM_NAME="gsd-tools.cjs"; _GSD_RUNTIME_ROOT="${RUNTIME_DIR:-$(git rev-parse --show-toplevel 2>/dev/null || pwd)}"; GSD_TOOLS="${_GSD_RUNTIME_ROOT}/gsd-core/bin/${_GSD_SHIM_NAME}"; if [ -f "$GSD_TOOLS" ]; then gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${_GSD_RUNTIME_ROOT}/.claude/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${_GSD_RUNTIME_ROOT}/.claude/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${_GSD_RUNTIME_ROOT}/.codex/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${_GSD_RUNTIME_ROOT}/.codex/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif command -v gsd-tools >/dev/null 2>&1; then GSD_TOOLS="$(command -v gsd-tools)"; gsd_run() { "$GSD_TOOLS" "$@"; }; elif [ -f "/Users/theogengineer/Projects/Multilingual-Absa/.opencode/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="/Users/theogengineer/Projects/Multilingual-Absa/.opencode/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${HERMES_HOME:-$HOME/.hermes}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${HERMES_HOME:-$HOME/.hermes}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${CURSOR_CONFIG_DIR:-$HOME/.cursor}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${CURSOR_CONFIG_DIR:-$HOME/.cursor}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${CODEX_HOME:-$HOME/.codex}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${CODEX_HOME:-$HOME/.codex}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${GEMINI_CONFIG_DIR:-$HOME/.gemini}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${GEMINI_CONFIG_DIR:-$HOME/.gemini}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${COPILOT_CONFIG_DIR:-$HOME/.copilot}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${COPILOT_CONFIG_DIR:-$HOME/.copilot}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${WINDSURF_CONFIG_DIR:-$HOME/.codeium/windsurf}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${WINDSURF_CONFIG_DIR:-$HOME/.codeium/windsurf}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${AUGMENT_CONFIG_DIR:-$HOME/.augment}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${AUGMENT_CONFIG_DIR:-$HOME/.augment}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${TRAE_CONFIG_DIR:-$HOME/.trae}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${TRAE_CONFIG_DIR:-$HOME/.trae}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${QWEN_CONFIG_DIR:-$HOME/.qwen}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${QWEN_CONFIG_DIR:-$HOME/.qwen}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${CODEBUDDY_CONFIG_DIR:-$HOME/.codebuddy}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${CODEBUDDY_CONFIG_DIR:-$HOME/.codebuddy}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${CLINE_CONFIG_DIR:-$HOME/.cline}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${CLINE_CONFIG_DIR:-$HOME/.cline}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${GROK_AGENTS_HOME:-$HOME/.agents}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${GROK_AGENTS_HOME:-$HOME/.agents}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${ANTIGRAVITY_CONFIG_DIR:-$HOME/.gemini/antigravity}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${ANTIGRAVITY_CONFIG_DIR:-$HOME/.gemini/antigravity}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${OPENCODE_CONFIG_DIR:-${XDG_CONFIG_HOME:-$HOME/.config}/opencode}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${OPENCODE_CONFIG_DIR:-${XDG_CONFIG_HOME:-$HOME/.config}/opencode}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; elif [ -f "${KILO_CONFIG_DIR:-${XDG_CONFIG_HOME:-$HOME/.config}/kilo}/gsd-core/bin/${_GSD_SHIM_NAME}" ]; then GSD_TOOLS="${KILO_CONFIG_DIR:-${XDG_CONFIG_HOME:-$HOME/.config}/kilo}/gsd-core/bin/${_GSD_SHIM_NAME}"; gsd_run() { node "$GSD_TOOLS" "$@"; }; else echo "ERROR: gsd-tools.cjs not found at $GSD_TOOLS and gsd-tools is not on PATH. Run: npx -y @opengsd/gsd-core@latest --claude --local" >&2; exit 1; fi; if [ -n "${CLAUDE_ENV_FILE:-}" ] && [ -n "${GSD_TOOLS:-}" ]; then printf "export PATH='%s':\"\$PATH\"\n" "${GSD_TOOLS%/*}" >> "$CLAUDE_ENV_FILE" 2>/dev/null || true; fi
INIT=$(gsd_run query init.phase-op "${PHASE_ARG}")
if [[ "$INIT" == @file:* ]]; then INIT=$(cat "${INIT#@file:}"); fi

Parse: phase_dir, phase_number, phase_name, phase_slug, padded_phase, commit_docs.

AUDITOR_MODEL=$(gsd_run query resolve-model gsd-eval-auditor 2>/dev/null | jq -r '.model' 2>/dev/null || true)
AGENT_SKILLS_AUDITOR=$(gsd_run query agent-skills gsd-eval-auditor)

Display banner:

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
 GSD β–Ί EVAL AUDIT β€” PHASE {N}: {name}
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

1. Detect Input State

SUMMARY_FILES=$(ls "${PHASE_DIR}"/*-SUMMARY.md 2>/dev/null)
AI_SPEC_FILE=$(ls "${PHASE_DIR}"/*-AI-SPEC.md 2>/dev/null | head -1)
EVAL_REVIEW_FILE=$(ls "${PHASE_DIR}"/*-EVAL-REVIEW.md 2>/dev/null | head -1)

State A β€” AI-SPEC.md + SUMMARY.md exist: Full audit against spec State B β€” SUMMARY.md exists, no AI-SPEC.md: Audit against general best practices State C β€” No SUMMARY.md: Exit β€” "Phase {N} not executed. Run /gsd-execute-phase {N} first."

Text mode (workflow.text_mode: true in config or --text flag): Set TEXT_MODE=true if --text is present in $ARGUMENTS OR text_mode from init JSON is true. When TEXT_MODE is active, replace every question call with a plain-text numbered list and ask the user to type their choice number. This is required for non-the agent runtimes (OpenAI Codex, Gemini CLI, etc.) where question is not available. If EVAL_REVIEW_FILE non-empty: Use question:

  • header: "Existing Eval Review"
  • question: "EVAL-REVIEW.md already exists for Phase {N}."
  • options:
    • "Re-audit β€” run fresh audit"
    • "View β€” display current review and exit"

If "View": display file, exit. If "Re-audit": continue.

If State B (no AI-SPEC.md): Warn:

No AI-SPEC.md found for Phase {N}.
Audit will evaluate against general AI eval best practices rather than a phase-specific plan.
Consider running /gsd-ai-integration-phase {N} before implementation next time.

Continue (non-blocking).

2. Gather Context Paths

Build file list for auditor:

  • AI-SPEC.md (if exists β€” the planned eval strategy)
  • All SUMMARY.md files in phase dir
  • All PLAN.md files in phase dir

3. Spawn gsd-eval-auditor

β—† Spawning eval auditor... (runs in a subagent β€” no output until it returns, ~1–5 min; expected, not a freeze)

Build prompt:

Read /Users/theogengineer/Projects/Multilingual-Absa/.opencode/agents/gsd-eval-auditor.md for instructions.

<objective>
Conduct evaluation coverage audit of Phase {phase_number}: {phase_name}
{If AI-SPEC exists: "Audit against AI-SPEC.md evaluation plan."}
{If no AI-SPEC: "Audit against general AI eval best practices."}
</objective>

<files_to_read>
- {summary_paths}
- {plan_paths}
- {ai_spec_path if exists}
</files_to_read>

<input>
ai_spec_path: {ai_spec_path or "none"}
phase_dir: {phase_dir}
phase_number: {phase_number}
phase_name: {phase_name}
padded_phase: {padded_phase}
state: {A or B}
</input>

${AGENT_SKILLS_AUDITOR}

Spawn as Task with model AUDITOR_MODEL.

4. Parse Auditor Result

Read the written EVAL-REVIEW.md. Extract:

  • overall_score
  • verdict (PRODUCTION READY | NEEDS WORK | SIGNIFICANT GAPS | NOT IMPLEMENTED)
  • critical_gap_count

5. Display Summary

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
 GSD β–Ί EVAL AUDIT COMPLETE β€” PHASE {N}: {name}
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

β—† Score: {overall_score}/100
β—† Verdict: {verdict}
β—† Critical Gaps: {critical_gap_count}
β—† Output: {eval_review_path}

{If PRODUCTION READY:}
  Next step: /gsd-plan-phase (next phase) or deploy

{If NEEDS WORK:}
  Address critical gaps in EVAL-REVIEW.md, then re-run /gsd-eval-review {N}

{If SIGNIFICANT GAPS or NOT IMPLEMENTED:}
  Review AI-SPEC.md evaluation plan. Critical eval dimensions are not implemented.
  Do not deploy until gaps are addressed.

6. Commit

If commit_docs is true:

git add "${EVAL_REVIEW_FILE}"
git commit -m "docs({phase_slug}): add EVAL-REVIEW.md β€” score {overall_score}/100 ({verdict})"
- [ ] Phase execution state detected correctly - [ ] AI-SPEC.md presence handled (with or without) - [ ] gsd-eval-auditor spawned with correct context - [ ] EVAL-REVIEW.md written (by auditor) - [ ] Score and verdict displayed to user - [ ] Appropriate next steps surfaced based on verdict - [ ] Committed if commit_docs enabled