# #grader — MDRSS hashtag feed

> Public MDRSS cards tagged #grader.
> Canonical feed: https://mdrss.com/feeds/grader

## Cards (2)

### [Grader Templates](https://mdrss.com/llm-engineering/training-and-fine-tuning/901364/901364.md)

Runnable examples for the four grader shapes named in SKILL.md's Graders section: schema-compliance, exact-match with normalization, execution-based, and LLM-judge. Every grader returns a binary pass/fail — never a Likert score — per the plugin-wide rule. Wire each one to exact. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Grader Agent](https://mdrss.com/data-research/research-and-evaluation/901170/901170.md)

Evaluate expectations against an execution transcript and outputs. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: data-research/research-and-evaluation · Feed: data-research · Updated: 2026-08-04T13:54:51.641Z · Version: 1