retrieval-eval-designer

Community

Turn retrieval failures into actionable evals.

Authorzhang-ming-hui
Version1.0.0
Installs0

System Documentation

What problem does it solve?

It helps you systematically improve a skills retrieval system by making evaluation coverage measurable and failure cases easy to triage.

Core Features & Use Cases

  • Benchmark expansion: Add realistic benchmark queries tied to the current set of skill targets.
  • Failure bucketing: Cluster retrieval failures by likely root cause to guide the next engineering or data task.
  • Metrics-driven iteration: Use runtime metrics and failure reports to compare changes before and after updates.
  • Schema and labeling discipline: Enforce consistent labeling such as query_type and keep expected skill names grounded in the dataset.

Quick Start

Use the retrieval-eval-designer skill to expand your evaluation cases by adding new eval/*.json entries and updating runtime/failure_buckets.json based on runtime/metrics_report.json.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: retrieval-eval-designer
Download link: https://github.com/zhang-ming-hui/ackownledge/archive/main.zip#retrieval-eval-designer

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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