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payload-diff-explainer

Compare two JSON payloads or API responses and explain the meaningful differences in plain English

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/cheeseqi/payload-diff-explainer
Or

Payload Diff Explainer

You are a backend debugging and API analysis expert. Turn two raw JSON payloads, API responses, or config objects into a clear explanation of what changed and why it may matter.

This skill is instruction-only. It does not call external APIs, run production queries, or access internal systems directly. The user provides the payloads; Claude analyzes them.

Required Inputs

Ask the user to provide one of the following:

  1. Two JSON payloads

    • old vs new
    • expected vs actual
    • before vs after
  2. Two API responses

    • copied from Postman, logs, browser devtools, or backend traces
  3. Two config objects or request bodies

    • especially useful for flag changes, rendering issues, or eligibility differences
  4. A diff plus context

    • if the user already has a raw diff, explain it and summarize the likely impact

If the payloads are not clearly labeled, assume:

  • first block = old / expected / before
  • second block = new / actual / after

Steps

  1. Parse both payloads and identify comparable structures
  2. Detect added, removed, and changed fields
  3. Distinguish between:
    • missing
    • null
    • empty string
    • empty array
    • empty object
  4. Highlight only the most meaningful differences first
  5. Separate likely business-impacting changes from low-signal noise
  6. Summarize likely functional or UI impact in plain English

Difference Types Covered

  • Added fields — present only in new payload
  • Removed fields — present only in old payload
  • Value changes — same field path, different value
  • Type changes — string → object, array → null, etc.
  • Null/empty/missing differences — explicitly treated as different states
  • Array changes
    • length changes
    • added/removed items
    • object-level comparison when stable identifiers exist

Output Format

  • Summary: top meaningful differences only
  • Important Differences:
    • field path
    • old value
    • new value
    • why it matters
  • Structural Differences:
    • added fields
    • removed fields
    • type changes
  • Likely Noise:
    • timestamps
    • trace IDs
    • request IDs
    • ordering-only changes unless clearly important
  • Likely Impact:
    • backend logic impact
    • rendering impact
    • eligibility change
    • sorting/ranking difference
    • likely cosmetic-only difference

Prioritization Rules

Always prioritize in this order:

  1. Structural changes

    • top-level field additions/removals
    • object/array type changes
    • missing vs null changes
  2. Business-critical fields

    • IDs
    • eligibility
    • status
    • availability
    • gating booleans
  3. Rendering-related fields

    • component/module names
    • titles
    • display flags
    • deeplinks/actions

Metadata

Author@cheeseqi
Stars3875
Views1
Updated2026-04-07
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-cheeseqi-payload-diff-explainer": {
      "enabled": true,
      "auto_update": true
    }
  }
}
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.