backward-traceability

Make every number in the final PDF traceable to the exact code line that produced it. Uses \hypertarget/\hyperlink LaTeX commands and \num{formula} evaluated at compile time. Use for reproducibility and data integrity verification.

By lingzhi227 · 1,549 installs

npx skills add lingzhi227/agent-research-skills --skill backward-traceability

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Backward Traceability Make every number in the final PDF hyperlink back to the exact code line that produced it. Input $0 — Paper project directory containing code and LaTeX files References Traceability patterns and LaTeX commands: ~/.claude/skills/backward traceability/references/traceability patterns.md Scripts Scan hypertarget/hyperlink references Reports: all hypertargets, hyperlinks, orphan references, unreferenced numeric values. Verify cross reference integrity Cross checks values between paper text and code output. Reports mismatches. Workflow Step 1: Tag Code Outputs For every numeric value produced by experiment code, add hypertarget tags: Label format: {prefix}{line number}{letter} where letter = a, b, c... for multiple values on same line. Step 2: Reference in Paper Text Use \hyperlink to create clickable references in the paper: Step 3: Use \num for Computed Values For values derived from other values, use \num{} for compile time evaluation: Step 4: Generate Appendix Code Listing Create an appendix with the full code listing, with \hypertarget anchors at relevant lines: Step 5: Verify Traceability Every number in the paper text must have a corresponding \hypertarget in the code Every \num{} formula must evaluate correctly Click test: every hyperlink in the PDF must jump to the correct code line LaTeX Setup Required packages: Rules Every numeric result in the paper MUST trace to code output Never manually type numbers — always reference tagged outputs Use \num{} for any derived/computed values Code listing in appendix must match actual executed code Verify all hyperlinks resolve correctly after compilation Related Skills Upstream: [experiment code](../experiment code/), [data analysis](../data analysis/) Downstream: [paper compilation](../paper compilation/) See also: [paper assembly](../paper assembly/)