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    Repair Search Query, Ranking & Result Integrity Bugs

    1

    Repair Search Query, Ranking & Result Integrity Bugs is a bounded ToolForge Labs workflow.

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    Repair Search Query, Ranking & Result Integrity Bugs

    Repair Search Query, Ranking & Result Integrity Bugs

    Example session with this skill installed

    A marketplace search sometimes shows duplicate products, changes order between page 1 and page 2, and can rank an item highly even when one selected filter should exclude it. Repair query/ranking integrity without hard-coding specific search terms.

    • Read your context and instructions
    • Compiled the repair search query

    The likely issue is a contract mismatch around search query parsing, filters, facets, ranking, sort stability, permissions, pagination, relevance signals, tie-breaking, empty queries, stale candidates, duplicate results, and result explainability. I would first define the invariant: Search results must be drawn only from the authorized eligible corpus and ordered by one explicit query/ranking contract that remains stable across filters, pagination, retries, and tie cases. Then I would trace the smallest owning boundary, keep VERIFIED facts separate from LIKELY/UNKNOWN state, apply or propose the narrowest repair, and add deterministic normal, boundary, failure, retry/cancellation, and recovery tests. The workflow preserves authorization, privacy, security policy, public interfaces, user-visible behavior, and documented ownership. With repository/workspace access, findings can map to exact paths and focused local validation; with partial evidence, the result remains an explicit diagnosis/evidence map with no invented execution claims.

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

    What you get

    Eliminate duplicate results across paginated search requests.Fix unstable ranking and non-deterministic tie-breaking logic.Secure search queries against unauthorized document retrieval.Optimize query parsing for empty or malformed user inputs.

    About this skill

    Repair Search Query, Ranking & Result Integrity Bugs is a bounded ToolForge Labs workflow. Diagnose and repair search query parsing, filters, facets, ranking, sort stability, permissions, pagination, relevance signals, tie-breaking, empty queries, stale candidates, duplicate results, and result explainability. Works from repositories/workspaces or partial evidence. Produces bounded fixes and deterministic validation while preserving authorization, security, public interfaces, user-visible behavior, and documented ownership and avoiding invented execution claims. It works from a full repository/workspace or partial evidence such as snippets, logs, configuration, traces, documents, tickets, and architecture notes. The skill separates verified facts from assumptions, avoids invented execution claims, and produces concrete repair/review steps with focused deterministic validation or traceable evidence.

    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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    3. 3

      Ask your agent to use it

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    Recently published to Agensi

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    Trust & safety

    Security scanned

    Verified clean 11 days ago

    • Passed all security checks, Safe to install

    Listed11 days ago

    What's inside

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