- Home
- Skills
- APIs & Backend
- Repair Search Query, Ranking & Result Integrity Bugs
More screenshots
Works with the AI tools you already use
Repair Search Query, Ranking & Result Integrity Bugs
Repair Search Query, Ranking & Result Integrity Bugs is a bounded ToolForge Labs workflow.
$8.99
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
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.
- 1
Download the ZIP
Free skills download straight away. Paid skills unlock right after purchase.
- 2
Unzip into your skills folder
Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.
- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
Skills folder by agent
Click the path to copy it. Create the folder if it does not exist yet.
Reviews
No reviews yet
Be one of the first to try it. Every listed skill passes our trust checks below.
Security scanned
Passed our 8-point scan before listing
Fresh listing
Recently published to Agensi
30-day refund
Not a fit? Get your money back
Trust & safety
Security scanned
Verified clean 11 days ago
- Passed all security checks, Safe to install