Metric Reconciliation

Investigates discrepancies when metrics from different sources don't match.

Test report

Verdict
In test queue
Tested
Environment
Pending

In the test queue — machine-screened (validator 85/100, 215★ repo), full install/trigger/output test scheduled.

What Metric Reconciliation does

Cross-source metric validation and discrepancy investigation. Use when metrics from different sources don't match, investigating data quality issues between systems, or validating data migration accuracy.

How to install Metric Reconciliation

git clone https://github.com/nimrodfisher/data-analytics-skills
cp -r data-analytics-skills/01-data-quality-validation/metric-reconciliation ~/.claude/skills/metric-reconciliation

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Metric Reconciliation

  • /metric-reconciliation Investigates discrepancies when metrics from different sources don't match.

It also activates on plain-language prompts like these:

  • Why don't these two dashboards agree on revenue
  • Reconcile metrics between our warehouse and analytics tool
  • Validate data migration accuracy across systems

Frequently asked questions

Is the Metric Reconciliation skill free?
Yes. The skill itself is free from nimrodfisher/data-analytics-skills. SkillProof publishes the install command and an independent test verdict at no cost.
Does Metric Reconciliation work with Claude Code?
It is in our test queue — we run every skill on real work before issuing a verdict, and this one is scheduled.
How do I install Metric Reconciliation?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Metric Reconciliation with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.