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    Repair Sorting Stability, Tie-Break & Pagination Bugs

    1

    Diagnose or review stable sorting, tie-break keys, null ordering, collation, cursor pagination, deterministic ordering, database/index alignment, and regression tests. Works from repositories/workspaces or supplied evidence and produces concrete findings, bounded repairs or readiness gates, and deterministic validation while preserving public behavior, authorization, security boundaries, and evidence honesty.

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    Repair Sorting Stability, Tie-Break & Pagination Bugs

    Repair Sorting Stability, Tie-Break & Pagination Bugs

    Example session with this skill installed

    An orders screen sorts by created_at DESC and uses cursor pagination. Many orders share the same second-level timestamp, so moving to page two sometimes repeats or skips orders. The cursor contains only created_at.

    • Read your context and instructions
    • Compiled the repair sorting stability

    FAULT BOUNDARY IDENTIFIED

    Case analyzed

    An orders screen sorts by created_at DESC and uses cursor pagination. Many orders share the same second-level timestamp, so moving to page two sometimes repeats or skips orders. The cursor contains only created_at.

    The supplied facts are sufficient to perform a concrete repair diagnosis for this case. No repository, production, vendor, or legal access is assumed.

    Verified evidence

    • VERIFIED: The list sorts by created_at DESC.
    • VERIFIED: Many orders share the same timestamp.
    • VERIFIED: The cursor stores only created_at.
    • VERIFIED: Users see duplicates and omissions between pages.

    Concrete findings

    1. created_at alone is not a total order because multiple orders share the same timestamp; the cursor cannot identify a unique continuation point.
    2. Use a deterministic tie-break such as order_id and keep direction consistent: created_at DESC, order_id DESC, with both values in the cursor.
    3. The cursor predicate must match the sort tuple, not merely serialize the second field.
    4. The directory case also requires explicit null ordering and production-equivalent collation in tests.

    The canonical acceptance rule is

    A paginated sort is stable only when the ordering defines a deterministic total order, tie-break fields are included consistently in queries and cursors, and null/collation behavior does not change between pages or execution environments.

    The current result is based on that invariant, not on a generic success banner or a reusable checklist.

    Required actions

    Primary Sort Semantics: repair the owning boundary and preserve this case as a regression fixture; record the exact acceptance condition and owner.
    2. Deterministic Tie-Break Key: repair the owning boundary and preserve this case as

    Connects securely to your tools. The creator never sees your data.

    What you get

    Fix duplicate or missing items in paginated API responses.Add unique tie-break keys to non-deterministic SQL queries.Align database indexes with application sort requirements.Standardize null-ordering and collation across environments.

    About this skill

    Repair Sorting Stability, Tie-Break & Pagination Bugs is a ToolForge Labs workflow for stable sorting, tie-break keys, null ordering, collation, cursor pagination, deterministic ordering, database/index alignment, and regression tests. It performs the supplied case instead of returning a generic template, separates verified evidence from hypotheses, and produces bounded repair or readiness actions with deterministic validation.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
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      Download the ZIP

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      Unzip into your skills folder

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      Ask your agent to use it

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